mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-03 11:40:46 +02:00
33438 lines
No EOL
692 KiB
JSON
Executable file
33438 lines
No EOL
692 KiB
JSON
Executable file
{
|
|
"Accuracy": 36.2,
|
|
"Time": [
|
|
181.51427084452473,
|
|
6.974431272947051,
|
|
36560.65803218167
|
|
],
|
|
"Optimizer": {
|
|
"Meta": {
|
|
"optim": "Adam",
|
|
"lr": 0.01
|
|
},
|
|
"Inner": {
|
|
"optim": "SGD",
|
|
"lr": 0.01,
|
|
"momentum": 0.9
|
|
}
|
|
},
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 9.220027923583984,
|
|
"val_loss": 4.560281753540039,
|
|
"acc": 2.22,
|
|
"f1": [
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.01923072338104248,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.025547415018081665,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.009389620274305344,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.01960783451795578,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.13716106116771698,
|
|
0.0,
|
|
0.08856082707643509,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.02402402274310589,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.013985970057547092,
|
|
0.11111108213663101,
|
|
0.0,
|
|
0.031606659293174744,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.014814772643148899,
|
|
0.0,
|
|
0.0,
|
|
0.07670452445745468,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0
|
|
],
|
|
"time": 85.55073713231832,
|
|
"param": [
|
|
{
|
|
"p": 0.07262985408306122,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06798911839723587,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08611864596605301,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08032503724098206,
|
|
"m": 0.9301420450210571
|
|
},
|
|
{
|
|
"p": 0.07388699054718018,
|
|
"m": 0.992024302482605
|
|
},
|
|
{
|
|
"p": 0.06857939064502716,
|
|
"m": 0.6484149694442749
|
|
},
|
|
{
|
|
"p": 0.07854258269071579,
|
|
"m": 0.8773865103721619
|
|
},
|
|
{
|
|
"p": 0.07942080497741699,
|
|
"m": 0.8712937235832214
|
|
},
|
|
{
|
|
"p": 0.05694884434342384,
|
|
"m": 0.6038134098052979
|
|
},
|
|
{
|
|
"p": 0.0847313404083252,
|
|
"m": 0.9507213234901428
|
|
},
|
|
{
|
|
"p": 0.05550159886479378,
|
|
"m": 0.7038043737411499
|
|
},
|
|
{
|
|
"p": 0.07073254138231277,
|
|
"m": 0.9589084386825562
|
|
},
|
|
{
|
|
"p": 0.0759691372513771,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04862406477332115,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 8.449520111083984,
|
|
"val_loss": 4.180065155029297,
|
|
"acc": 5.67,
|
|
"f1": [
|
|
0.0,
|
|
0.01785712130367756,
|
|
0.0,
|
|
0.0,
|
|
0.02777773141860962,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.12060294300317764,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.17341037094593048,
|
|
0.0,
|
|
0.04745759814977646,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.01941746659576893,
|
|
0.1078013926744461,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.13541659712791443,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.04188476502895355,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.032432377338409424,
|
|
0.012986965477466583,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.07407402247190475,
|
|
0.0,
|
|
0.19209031760692596,
|
|
0.0,
|
|
0.0,
|
|
0.4588233530521393,
|
|
0.15686272084712982,
|
|
0.07751933485269547,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.052173878997564316,
|
|
0.154929518699646,
|
|
0.11529930680990219,
|
|
0.06965172290802002,
|
|
0.029660986736416817,
|
|
0.0,
|
|
0.0301675908267498,
|
|
0.0,
|
|
0.15624994039535522,
|
|
0.0,
|
|
0.07575751841068268,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.24291490018367767,
|
|
0.06622514873743057,
|
|
0.0,
|
|
0.18237079679965973,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.06876788288354874,
|
|
0.0,
|
|
0.0,
|
|
0.018691571429371834,
|
|
0.0945454016327858,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.008064467459917068,
|
|
0.019801972433924675,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0
|
|
],
|
|
"time": 182.0905236825347,
|
|
"param": [
|
|
{
|
|
"p": 0.004127566237002611,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.027105554938316345,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.22622448205947876,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009374076500535011,
|
|
"m": 0.9846295118331909
|
|
},
|
|
{
|
|
"p": 0.3043712377548218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0007254936499521136,
|
|
"m": 0.6686877012252808
|
|
},
|
|
{
|
|
"p": 0.03653043508529663,
|
|
"m": 0.7399447560310364
|
|
},
|
|
{
|
|
"p": 0.02180624008178711,
|
|
"m": 0.8732861280441284
|
|
},
|
|
{
|
|
"p": 0.0007254936499521136,
|
|
"m": 0.5505545139312744
|
|
},
|
|
{
|
|
"p": 0.0007254936499521136,
|
|
"m": 0.9339878559112549
|
|
},
|
|
{
|
|
"p": 0.0007254936499521136,
|
|
"m": 0.5748502016067505
|
|
},
|
|
{
|
|
"p": 0.004344514105468988,
|
|
"m": 0.9798113107681274
|
|
},
|
|
{
|
|
"p": 0.3624882996082306,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007254936499521136,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 8.07396411895752,
|
|
"val_loss": 3.841174364089966,
|
|
"acc": 9.56,
|
|
"f1": [
|
|
0.12612608075141907,
|
|
0.03603601083159447,
|
|
0.0,
|
|
0.03508768975734711,
|
|
0.0,
|
|
0.0,
|
|
0.04615379497408867,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.016666635870933533,
|
|
0.019047604873776436,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.17535541951656342,
|
|
0.06746983528137207,
|
|
0.018181798979640007,
|
|
0.14264483749866486,
|
|
0.01941746659576893,
|
|
0.12121205776929855,
|
|
0.0,
|
|
0.06611566245555878,
|
|
0.0,
|
|
0.0,
|
|
0.05106380954384804,
|
|
0.1242937222123146,
|
|
0.0,
|
|
0.21428565680980682,
|
|
0.0,
|
|
0.0,
|
|
0.12738847732543945,
|
|
0.07999996840953827,
|
|
0.0,
|
|
0.08510635048151016,
|
|
0.0,
|
|
0.07162529975175858,
|
|
0.0,
|
|
0.0,
|
|
0.08200453966856003,
|
|
0.0,
|
|
0.08620685338973999,
|
|
0.0,
|
|
0.01851850003004074,
|
|
0.03225803002715111,
|
|
0.13533830642700195,
|
|
0.07692302018404007,
|
|
0.07947013527154922,
|
|
0.0,
|
|
0.0,
|
|
0.1391303837299347,
|
|
0.24522288143634796,
|
|
0.07207201421260834,
|
|
0.0,
|
|
0.0,
|
|
0.0684410110116005,
|
|
0.0,
|
|
0.16842098534107208,
|
|
0.35294109582901,
|
|
0.11570242792367935,
|
|
0.0,
|
|
0.07508529722690582,
|
|
0.018181798979640007,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.2741115987300873,
|
|
0.1153845563530922,
|
|
0.17064842581748962,
|
|
0.24330896139144897,
|
|
0.0,
|
|
0.26548662781715393,
|
|
0.0,
|
|
0.0,
|
|
0.21700873970985413,
|
|
0.03603601083159447,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.152671679854393,
|
|
0.0,
|
|
0.05714280158281326,
|
|
0.12648217380046844,
|
|
0.12037032842636108,
|
|
0.0,
|
|
0.0,
|
|
0.15903611481189728,
|
|
0.01449271198362112,
|
|
0.2119564563035965,
|
|
0.0,
|
|
0.0,
|
|
0.09230763465166092,
|
|
0.13698625564575195,
|
|
0.10596020519733429,
|
|
0.0,
|
|
0.01941746659576893,
|
|
0.0
|
|
],
|
|
"time": 181.2815684657544,
|
|
"param": [
|
|
{
|
|
"p": 0.0699598416686058,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007183475536294281,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.15562522411346436,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05277350917458534,
|
|
"m": 0.8795223832130432
|
|
},
|
|
{
|
|
"p": 0.2703574597835541,
|
|
"m": 0.9920161962509155
|
|
},
|
|
{
|
|
"p": 0.0007183475536294281,
|
|
"m": 0.5644646883010864
|
|
},
|
|
{
|
|
"p": 0.008235466666519642,
|
|
"m": 0.7475966811180115
|
|
},
|
|
{
|
|
"p": 0.03844539076089859,
|
|
"m": 0.784480094909668
|
|
},
|
|
{
|
|
"p": 0.0007183475536294281,
|
|
"m": 0.5822855234146118
|
|
},
|
|
{
|
|
"p": 0.0007183475536294281,
|
|
"m": 0.7798267602920532
|
|
},
|
|
{
|
|
"p": 0.0007183475536294281,
|
|
"m": 0.6406623721122742
|
|
},
|
|
{
|
|
"p": 0.0936756432056427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.30661725997924805,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007183475536294281,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 8.268916130065918,
|
|
"val_loss": 3.695364236831665,
|
|
"acc": 14.11,
|
|
"f1": [
|
|
0.29374992847442627,
|
|
0.05504584312438965,
|
|
0.06369425356388092,
|
|
0.12748998403549194,
|
|
0.0,
|
|
0.08921927958726883,
|
|
0.016806693747639656,
|
|
0.1288343071937561,
|
|
0.049382660537958145,
|
|
0.12531323730945587,
|
|
0.0,
|
|
0.0,
|
|
0.019801972433924675,
|
|
0.08264456689357758,
|
|
0.11428564786911011,
|
|
0.0,
|
|
0.0,
|
|
0.19647347927093506,
|
|
0.0,
|
|
0.0,
|
|
0.16806717216968536,
|
|
0.16753923892974854,
|
|
0.10498683899641037,
|
|
0.24999991059303284,
|
|
0.3320156931877136,
|
|
0.07272721081972122,
|
|
0.0,
|
|
0.0,
|
|
0.29032251238822937,
|
|
0.059880178421735764,
|
|
0.1844659447669983,
|
|
0.03478258103132248,
|
|
0.12280696630477905,
|
|
0.21402208507061005,
|
|
0.019801972433924675,
|
|
0.015503838658332825,
|
|
0.13813810050487518,
|
|
0.05504584312438965,
|
|
0.0,
|
|
0.0,
|
|
0.07518791407346725,
|
|
0.39495787024497986,
|
|
0.0,
|
|
0.060150329023599625,
|
|
0.015151475556194782,
|
|
0.0,
|
|
0.019801972433924675,
|
|
0.19047614932060242,
|
|
0.11688306927680969,
|
|
0.255813866853714,
|
|
0.0,
|
|
0.1125827431678772,
|
|
0.39784935116767883,
|
|
0.2870813012123108,
|
|
0.07812494784593582,
|
|
0.0,
|
|
0.10344822704792023,
|
|
0.16037730872631073,
|
|
0.0,
|
|
0.0336134098470211,
|
|
0.4361701011657715,
|
|
0.1420958787202835,
|
|
0.2014387845993042,
|
|
0.09230764210224152,
|
|
0.0,
|
|
0.0,
|
|
0.03550290688872337,
|
|
0.03809521719813347,
|
|
0.39843741059303284,
|
|
0.19021736085414886,
|
|
0.257234662771225,
|
|
0.3061223328113556,
|
|
0.03389827162027359,
|
|
0.2592591643333435,
|
|
0.01694912277162075,
|
|
0.2574256360530853,
|
|
0.24844713509082794,
|
|
0.0,
|
|
0.05571844428777695,
|
|
0.09090902656316757,
|
|
0.0,
|
|
0.052980080246925354,
|
|
0.42857128381729126,
|
|
0.0,
|
|
0.0,
|
|
0.19753079116344452,
|
|
0.18064509332180023,
|
|
0.10526309907436371,
|
|
0.0,
|
|
0.15665794909000397,
|
|
0.018691571429371834,
|
|
0.22580640017986298,
|
|
0.14406773447990417,
|
|
0.0,
|
|
0.15517236292362213,
|
|
0.2191779911518097,
|
|
0.1657753735780716,
|
|
0.0,
|
|
0.0,
|
|
0.01785712130367756
|
|
],
|
|
"time": 182.87436756677926,
|
|
"param": [
|
|
{
|
|
"p": 0.07924091070890427,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05997759848833084,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11943590641021729,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007072891457937658,
|
|
"m": 0.8182710409164429
|
|
},
|
|
{
|
|
"p": 0.16685150563716888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022161103785037994,
|
|
"m": 0.4235727787017822
|
|
},
|
|
{
|
|
"p": 0.07685083895921707,
|
|
"m": 0.664972186088562
|
|
},
|
|
{
|
|
"p": 0.0999748706817627,
|
|
"m": 0.7780007123947144
|
|
},
|
|
{
|
|
"p": 0.046034328639507294,
|
|
"m": 0.7019227743148804
|
|
},
|
|
{
|
|
"p": 0.02361312322318554,
|
|
"m": 0.8339707851409912
|
|
},
|
|
{
|
|
"p": 0.029255345463752747,
|
|
"m": 0.747260570526123
|
|
},
|
|
{
|
|
"p": 0.08857045322656631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18661941587924957,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007072891457937658,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 8.023512840270996,
|
|
"val_loss": 3.580230474472046,
|
|
"acc": 17.24,
|
|
"f1": [
|
|
0.4177214205265045,
|
|
0.21145367622375488,
|
|
0.07843131572008133,
|
|
0.038834936916828156,
|
|
0.0,
|
|
0.0336134098470211,
|
|
0.017699090763926506,
|
|
0.16867463290691376,
|
|
0.026490017771720886,
|
|
0.1525423377752304,
|
|
0.01626013033092022,
|
|
0.060975562781095505,
|
|
0.08556142449378967,
|
|
0.0,
|
|
0.0,
|
|
0.09565211087465286,
|
|
0.2085307389497757,
|
|
0.0303029902279377,
|
|
0.19830024242401123,
|
|
0.06779656559228897,
|
|
0.31538453698158264,
|
|
0.2059924453496933,
|
|
0.019047604873776436,
|
|
0.3787877857685089,
|
|
0.41216206550598145,
|
|
0.019801972433924675,
|
|
0.0,
|
|
0.04687495157122612,
|
|
0.2959182858467102,
|
|
0.07843131572008133,
|
|
0.3036303222179413,
|
|
0.1317829042673111,
|
|
0.0,
|
|
0.22699381411075592,
|
|
0.09090902656316757,
|
|
0.0,
|
|
0.18972326815128326,
|
|
0.1290322095155716,
|
|
0.0,
|
|
0.06106865406036377,
|
|
0.1288135051727295,
|
|
0.4539005756378174,
|
|
0.09661828726530075,
|
|
0.19354833662509918,
|
|
0.04838705435395241,
|
|
0.03278684988617897,
|
|
0.15624994039535522,
|
|
0.2580644190311432,
|
|
0.24210518598556519,
|
|
0.23665887117385864,
|
|
0.04137926548719406,
|
|
0.0,
|
|
0.2797201871871948,
|
|
0.36315783858299255,
|
|
0.24242421984672546,
|
|
0.0,
|
|
0.19178074598312378,
|
|
0.1499999761581421,
|
|
0.20437949895858765,
|
|
0.0,
|
|
0.4705881178379059,
|
|
0.17679554224014282,
|
|
0.30857136845588684,
|
|
0.13675208389759064,
|
|
0.0,
|
|
0.045714229345321655,
|
|
0.03703698515892029,
|
|
0.23357655107975006,
|
|
0.3268292248249054,
|
|
0.23214277625083923,
|
|
0.0,
|
|
0.09174308180809021,
|
|
0.08955217897891998,
|
|
0.2695034444332123,
|
|
0.025973977521061897,
|
|
0.3082190752029419,
|
|
0.26989611983299255,
|
|
0.0,
|
|
0.05970144271850586,
|
|
0.1240309551358223,
|
|
0.04237283021211624,
|
|
0.0,
|
|
0.5033111572265625,
|
|
0.08510632067918777,
|
|
0.09523803740739822,
|
|
0.18378373980522156,
|
|
0.1717790812253952,
|
|
0.0,
|
|
0.03448272496461868,
|
|
0.05357140302658081,
|
|
0.14652009308338165,
|
|
0.2871793806552887,
|
|
0.03809521719813347,
|
|
0.09569370746612549,
|
|
0.30172407627105713,
|
|
0.26519328355789185,
|
|
0.24427475035190582,
|
|
0.1393442153930664,
|
|
0.02962958812713623,
|
|
0.05607471242547035
|
|
],
|
|
"time": 182.19426726922393,
|
|
"param": [
|
|
{
|
|
"p": 0.06502553075551987,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.020634755492210388,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1261972039937973,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06805433332920074,
|
|
"m": 0.8853773474693298
|
|
},
|
|
{
|
|
"p": 0.16167283058166504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04530185088515282,
|
|
"m": 0.26967915892601013
|
|
},
|
|
{
|
|
"p": 0.05515502393245697,
|
|
"m": 0.7484197616577148
|
|
},
|
|
{
|
|
"p": 0.09660528600215912,
|
|
"m": 0.638769805431366
|
|
},
|
|
{
|
|
"p": 0.004450798034667969,
|
|
"m": 0.6673909425735474
|
|
},
|
|
{
|
|
"p": 0.0007174514466896653,
|
|
"m": 0.7148807048797607
|
|
},
|
|
{
|
|
"p": 0.002296561375260353,
|
|
"m": 0.7375869154930115
|
|
},
|
|
{
|
|
"p": 0.10325787216424942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24991297721862793,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007174514466896653,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 7.362260818481445,
|
|
"val_loss": 3.465160846710205,
|
|
"acc": 18.4,
|
|
"f1": [
|
|
0.4230768084526062,
|
|
0.2695034444332123,
|
|
0.0701754093170166,
|
|
0.052173878997564316,
|
|
0.0816325917840004,
|
|
0.15476186573505402,
|
|
0.14598533511161804,
|
|
0.18285706639289856,
|
|
0.127999946475029,
|
|
0.20168058574199677,
|
|
0.10679605603218079,
|
|
0.10948899388313293,
|
|
0.12408753484487534,
|
|
0.0,
|
|
0.09696962684392929,
|
|
0.11214948445558548,
|
|
0.14838705956935883,
|
|
0.07692302018404007,
|
|
0.19999992847442627,
|
|
0.03333330154418945,
|
|
0.3919999301433563,
|
|
0.29078006744384766,
|
|
0.15652167797088623,
|
|
0.20833326876163483,
|
|
0.3957218527793884,
|
|
0.11347512155771255,
|
|
0.0,
|
|
0.08474572747945786,
|
|
0.1052631139755249,
|
|
0.05607474222779274,
|
|
0.20382159948349,
|
|
0.100456602871418,
|
|
0.17964066565036774,
|
|
0.17021270096302032,
|
|
0.13017743825912476,
|
|
0.06363631039857864,
|
|
0.1415928602218628,
|
|
0.07352935522794724,
|
|
0.05172409862279892,
|
|
0.12499994784593582,
|
|
0.15789468586444855,
|
|
0.3546098470687866,
|
|
0.02366858907043934,
|
|
0.15384608507156372,
|
|
0.0,
|
|
0.0,
|
|
0.12145744264125824,
|
|
0.3580785095691681,
|
|
0.21621614694595337,
|
|
0.19393932819366455,
|
|
0.0,
|
|
0.07142851501703262,
|
|
0.43575406074523926,
|
|
0.37125736474990845,
|
|
0.27874556183815,
|
|
0.0,
|
|
0.217391237616539,
|
|
0.17679551243782043,
|
|
0.18617017567157745,
|
|
0.22330091893672943,
|
|
0.49844226241111755,
|
|
0.21989519894123077,
|
|
0.210526242852211,
|
|
0.20155030488967896,
|
|
0.019047604873776436,
|
|
0.0,
|
|
0.086513951420784,
|
|
0.24999992549419403,
|
|
0.4942527115345001,
|
|
0.32911381125450134,
|
|
0.30857133865356445,
|
|
0.3526011109352112,
|
|
0.018348604440689087,
|
|
0.31304338574409485,
|
|
0.0,
|
|
0.3679999113082886,
|
|
0.30350184440612793,
|
|
0.017543835565447807,
|
|
0.11688306927680969,
|
|
0.17283941805362701,
|
|
0.014925332739949226,
|
|
0.11222441494464874,
|
|
0.39452049136161804,
|
|
0.17040351033210754,
|
|
0.035398200154304504,
|
|
0.2150537222623825,
|
|
0.23595495522022247,
|
|
0.05464475229382515,
|
|
0.07339443266391754,
|
|
0.08450698852539062,
|
|
0.07407402247190475,
|
|
0.25233638286590576,
|
|
0.03773583099246025,
|
|
0.017093989998102188,
|
|
0.3692306876182556,
|
|
0.2897726595401764,
|
|
0.20720712840557098,
|
|
0.0,
|
|
0.09699765592813492,
|
|
0.06578941643238068
|
|
],
|
|
"time": 181.73791440948844,
|
|
"param": [
|
|
{
|
|
"p": 0.09643208235502243,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007078394410200417,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.15935879945755005,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07703564316034317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14786623418331146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014887112192809582,
|
|
"m": 0.36626842617988586
|
|
},
|
|
{
|
|
"p": 0.03725589066743851,
|
|
"m": 0.7886991500854492
|
|
},
|
|
{
|
|
"p": 0.10138458013534546,
|
|
"m": 0.7852717638015747
|
|
},
|
|
{
|
|
"p": 0.0007078394410200417,
|
|
"m": 0.7018108367919922
|
|
},
|
|
{
|
|
"p": 0.03938613459467888,
|
|
"m": 0.7504035830497742
|
|
},
|
|
{
|
|
"p": 0.006377018056809902,
|
|
"m": 0.7727012634277344
|
|
},
|
|
{
|
|
"p": 0.07542767375707626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24246525764465332,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007078394410200417,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 7.434266090393066,
|
|
"val_loss": 3.422720193862915,
|
|
"acc": 20.24,
|
|
"f1": [
|
|
0.45544540882110596,
|
|
0.26282042264938354,
|
|
0.0,
|
|
0.13333328068256378,
|
|
0.0,
|
|
0.18723398447036743,
|
|
0.0,
|
|
0.12658220529556274,
|
|
0.09090904891490936,
|
|
0.19780214130878448,
|
|
0.03418800234794617,
|
|
0.05357140302658081,
|
|
0.08771926164627075,
|
|
0.038834936916828156,
|
|
0.12464585900306702,
|
|
0.11976040154695511,
|
|
0.08849553763866425,
|
|
0.29875513911247253,
|
|
0.18300646543502808,
|
|
0.07179480791091919,
|
|
0.2839505672454834,
|
|
0.19259251654148102,
|
|
0.14062494039535522,
|
|
0.22058817744255066,
|
|
0.33702877163887024,
|
|
0.11023616790771484,
|
|
0.054794467985630035,
|
|
0.12565438449382782,
|
|
0.21576756238937378,
|
|
0.13274329900741577,
|
|
0.2433861643075943,
|
|
0.10091736167669296,
|
|
0.05309731885790825,
|
|
0.20535708963871002,
|
|
0.1401868611574173,
|
|
0.132158562541008,
|
|
0.23036640882492065,
|
|
0.03773583099246025,
|
|
0.07035170495510101,
|
|
0.11504418402910233,
|
|
0.1358489990234375,
|
|
0.3936169147491455,
|
|
0.1368653029203415,
|
|
0.18421046435832977,
|
|
0.0898875743150711,
|
|
0.12316709756851196,
|
|
0.05454542860388756,
|
|
0.3034482002258301,
|
|
0.19548864662647247,
|
|
0.28368785977363586,
|
|
0.028985461220145226,
|
|
0.1361255943775177,
|
|
0.41566258668899536,
|
|
0.46861910820007324,
|
|
0.3559320867061615,
|
|
0.0,
|
|
0.2699999213218689,
|
|
0.2714284658432007,
|
|
0.2399999499320984,
|
|
0.0,
|
|
0.5210726857185364,
|
|
0.2560974657535553,
|
|
0.3666665554046631,
|
|
0.18978095054626465,
|
|
0.0,
|
|
0.03418800234794617,
|
|
0.0,
|
|
0.23188398778438568,
|
|
0.43511444330215454,
|
|
0.309278279542923,
|
|
0.2952028810977936,
|
|
0.4154588282108307,
|
|
0.0,
|
|
0.2233501821756363,
|
|
0.03333330154418945,
|
|
0.4578312039375305,
|
|
0.28860753774642944,
|
|
0.0,
|
|
0.14634142816066742,
|
|
0.1548386663198471,
|
|
0.01694912277162075,
|
|
0.08955218642950058,
|
|
0.5250964164733887,
|
|
0.07142854481935501,
|
|
0.1142856702208519,
|
|
0.2699999213218689,
|
|
0.21374039351940155,
|
|
0.15116271376609802,
|
|
0.09433956444263458,
|
|
0.27667975425720215,
|
|
0.07407403737306595,
|
|
0.3619908392429352,
|
|
0.019047604873776436,
|
|
0.1638224571943283,
|
|
0.3803679943084717,
|
|
0.29179325699806213,
|
|
0.17684204876422882,
|
|
0.06201545521616936,
|
|
0.0,
|
|
0.12380944937467575
|
|
],
|
|
"time": 181.3253222256899,
|
|
"param": [
|
|
{
|
|
"p": 0.1216452568769455,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03743364289402962,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09238927066326141,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07495000958442688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07985571771860123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021308930590748787,
|
|
"m": 0.4256047308444977
|
|
},
|
|
{
|
|
"p": 0.06818593293428421,
|
|
"m": 0.9953961372375488
|
|
},
|
|
{
|
|
"p": 0.09032711386680603,
|
|
"m": 0.9784547686576843
|
|
},
|
|
{
|
|
"p": 0.046779781579971313,
|
|
"m": 0.8538323640823364
|
|
},
|
|
{
|
|
"p": 0.06903214007616043,
|
|
"m": 0.7873618006706238
|
|
},
|
|
{
|
|
"p": 0.04522169753909111,
|
|
"m": 0.7973694205284119
|
|
},
|
|
{
|
|
"p": 0.07810917496681213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17404557764530182,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007157595246098936,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 7.592639923095703,
|
|
"val_loss": 3.336454391479492,
|
|
"acc": 20.89,
|
|
"f1": [
|
|
0.4861876964569092,
|
|
0.24193541705608368,
|
|
0.17307688295841217,
|
|
0.15999993681907654,
|
|
0.054794467985630035,
|
|
0.15204672515392303,
|
|
0.20270265638828278,
|
|
0.20689648389816284,
|
|
0.1698841005563736,
|
|
0.21301770210266113,
|
|
0.0,
|
|
0.017391279339790344,
|
|
0.0645160898566246,
|
|
0.09756092727184296,
|
|
0.188552126288414,
|
|
0.2116401493549347,
|
|
0.15062758326530457,
|
|
0.19259251654148102,
|
|
0.2893615961074829,
|
|
0.12162157148122787,
|
|
0.3926379084587097,
|
|
0.28488364815711975,
|
|
0.13917523622512817,
|
|
0.3701492249965668,
|
|
0.2972972095012665,
|
|
0.0813007652759552,
|
|
0.05839410796761513,
|
|
0.11555548757314682,
|
|
0.2878786623477936,
|
|
0.1449274718761444,
|
|
0.0,
|
|
0.1142856702208519,
|
|
0.19259251654148102,
|
|
0.2549018859863281,
|
|
0.16718262434005737,
|
|
0.0,
|
|
0.22758615016937256,
|
|
0.0,
|
|
0.048484791070222855,
|
|
0.07339446991682053,
|
|
0.17948710918426514,
|
|
0.5031445622444153,
|
|
0.09756092727184296,
|
|
0.15894033014774323,
|
|
0.0759493038058281,
|
|
0.0,
|
|
0.12359543144702911,
|
|
0.3144652843475342,
|
|
0.17322827875614166,
|
|
0.19393931329250336,
|
|
0.0,
|
|
0.09859149903059006,
|
|
0.4302324652671814,
|
|
0.380047470331192,
|
|
0.25954192876815796,
|
|
0.03007514588534832,
|
|
0.3157894015312195,
|
|
0.16455692052841187,
|
|
0.23809516429901123,
|
|
0.20920497179031372,
|
|
0.42639586329460144,
|
|
0.2543351650238037,
|
|
0.3594468832015991,
|
|
0.20512811839580536,
|
|
0.048192717134952545,
|
|
0.07042248547077179,
|
|
0.054421715438365936,
|
|
0.2682925760746002,
|
|
0.4084506034851074,
|
|
0.317689448595047,
|
|
0.3535352647304535,
|
|
0.43564343452453613,
|
|
0.0,
|
|
0.29585790634155273,
|
|
0.0745341032743454,
|
|
0.397394061088562,
|
|
0.4140968322753906,
|
|
0.11398956924676895,
|
|
0.11111107468605042,
|
|
0.20634914934635162,
|
|
0.06299206614494324,
|
|
0.031007712706923485,
|
|
0.56043940782547,
|
|
0.19047611951828003,
|
|
0.018691571429371834,
|
|
0.28688517212867737,
|
|
0.29702961444854736,
|
|
0.15624994039535522,
|
|
0.0,
|
|
0.24509796500205994,
|
|
0.13235288858413696,
|
|
0.3234041631221771,
|
|
0.05084741488099098,
|
|
0.03418800234794617,
|
|
0.36123335361480713,
|
|
0.3314915895462036,
|
|
0.13138681650161743,
|
|
0.10138242691755295,
|
|
0.09895828366279602,
|
|
0.13872826099395752
|
|
],
|
|
"time": 182.94881638046354,
|
|
"param": [
|
|
{
|
|
"p": 0.09845571219921112,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015476333908736706,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.18323281407356262,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08101830631494522,
|
|
"m": 0.9834952354431152
|
|
},
|
|
{
|
|
"p": 0.06528494507074356,
|
|
"m": 0.9958972930908203
|
|
},
|
|
{
|
|
"p": 0.05762701854109764,
|
|
"m": 0.39489978551864624
|
|
},
|
|
{
|
|
"p": 0.019579440355300903,
|
|
"m": 0.9786238074302673
|
|
},
|
|
{
|
|
"p": 0.08220567554235458,
|
|
"m": 0.9728578329086304
|
|
},
|
|
{
|
|
"p": 0.004831398371607065,
|
|
"m": 0.7645406126976013
|
|
},
|
|
{
|
|
"p": 0.04372641071677208,
|
|
"m": 0.8043169379234314
|
|
},
|
|
{
|
|
"p": 0.020201653242111206,
|
|
"m": 0.7900598645210266
|
|
},
|
|
{
|
|
"p": 0.08870700746774673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23895861208438873,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0006947070360183716,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 6.90180778503418,
|
|
"val_loss": 3.316758871078491,
|
|
"acc": 22.52,
|
|
"f1": [
|
|
0.4186045825481415,
|
|
0.2911050617694855,
|
|
0.11827950179576874,
|
|
0.08333329111337662,
|
|
0.018691571429371834,
|
|
0.20338977873325348,
|
|
0.16279062628746033,
|
|
0.22222216427326202,
|
|
0.12419696152210236,
|
|
0.2533332407474518,
|
|
0.0,
|
|
0.01941746659576893,
|
|
0.19480513036251068,
|
|
0.18461529910564423,
|
|
0.16326524317264557,
|
|
0.12154688686132431,
|
|
0.2290075570344925,
|
|
0.33992087841033936,
|
|
0.239999920129776,
|
|
0.04999995976686478,
|
|
0.2999999225139618,
|
|
0.4090907871723175,
|
|
0.1885245442390442,
|
|
0.40590396523475647,
|
|
0.2764226794242859,
|
|
0.23036640882492065,
|
|
0.057553909718990326,
|
|
0.09230764210224152,
|
|
0.29370617866516113,
|
|
0.2136751413345337,
|
|
0.3271027207374573,
|
|
0.1994301676750183,
|
|
0.1061946451663971,
|
|
0.20532315969467163,
|
|
0.03418800234794617,
|
|
0.01851850003004074,
|
|
0.25301194190979004,
|
|
0.154545396566391,
|
|
0.16877631843090057,
|
|
0.1258740872144699,
|
|
0.2208588421344757,
|
|
0.5084744095802307,
|
|
0.10596020519733429,
|
|
0.09433959424495697,
|
|
0.0,
|
|
0.052631527185440063,
|
|
0.21596238017082214,
|
|
0.37333324551582336,
|
|
0.2655600905418396,
|
|
0.22330091893672943,
|
|
0.018691571429371834,
|
|
0.18110232055187225,
|
|
0.40764322876930237,
|
|
0.4111110270023346,
|
|
0.3440859317779541,
|
|
0.05882347747683525,
|
|
0.2999999225139618,
|
|
0.2660549581050873,
|
|
0.20588228106498718,
|
|
0.21409915387630463,
|
|
0.5225805640220642,
|
|
0.299465149641037,
|
|
0.3369564116001129,
|
|
0.2216215580701828,
|
|
0.11566261202096939,
|
|
0.15151509642601013,
|
|
0.014285671524703503,
|
|
0.2597401440143585,
|
|
0.49315065145492554,
|
|
0.3703702688217163,
|
|
0.1194029375910759,
|
|
0.4766837954521179,
|
|
0.0843881294131279,
|
|
0.3253587782382965,
|
|
0.10958896577358246,
|
|
0.5188678503036499,
|
|
0.32241809368133545,
|
|
0.0672268494963646,
|
|
0.10185178369283676,
|
|
0.09009005129337311,
|
|
0.0,
|
|
0.12121208012104034,
|
|
0.5630251169204712,
|
|
0.15789468586444855,
|
|
0.05917154625058174,
|
|
0.2888086140155792,
|
|
0.2614377737045288,
|
|
0.20547938346862793,
|
|
0.08484841883182526,
|
|
0.2147650271654129,
|
|
0.20320846140384674,
|
|
0.292307585477829,
|
|
0.1498558670282364,
|
|
0.07194238901138306,
|
|
0.4271843731403351,
|
|
0.3088234066963196,
|
|
0.19999992847442627,
|
|
0.16267937421798706,
|
|
0.09039541333913803,
|
|
0.1229049563407898
|
|
],
|
|
"time": 181.31183257792145,
|
|
"param": [
|
|
{
|
|
"p": 0.07394390553236008,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007099778158590198,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.15952806174755096,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04854430630803108,
|
|
"m": 0.9597908854484558
|
|
},
|
|
{
|
|
"p": 0.10715343803167343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139437645673752,
|
|
"m": 0.2680107355117798
|
|
},
|
|
{
|
|
"p": 0.0840952917933464,
|
|
"m": 0.9997990727424622
|
|
},
|
|
{
|
|
"p": 0.06303004175424576,
|
|
"m": 0.9287700057029724
|
|
},
|
|
{
|
|
"p": 0.013514088466763496,
|
|
"m": 0.7496395707130432
|
|
},
|
|
{
|
|
"p": 0.046147022396326065,
|
|
"m": 0.7829095125198364
|
|
},
|
|
{
|
|
"p": 0.0446547269821167,
|
|
"m": 0.8158184885978699
|
|
},
|
|
{
|
|
"p": 0.11718352138996124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16939128935337067,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007099778158590198,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 6.67148494720459,
|
|
"val_loss": 3.3097057342529297,
|
|
"acc": 23.84,
|
|
"f1": [
|
|
0.47715723514556885,
|
|
0.2591361105442047,
|
|
0.19243980944156647,
|
|
0.16455689072608948,
|
|
0.0,
|
|
0.05454542860388756,
|
|
0.21301770210266113,
|
|
0.2065216600894928,
|
|
0.19631893932819366,
|
|
0.24528296291828156,
|
|
0.0447760745882988,
|
|
0.13740453124046326,
|
|
0.2999999225139618,
|
|
0.01941746659576893,
|
|
0.17670676112174988,
|
|
0.1629629135131836,
|
|
0.15300540626049042,
|
|
0.40552979707717896,
|
|
0.217391237616539,
|
|
0.10218973457813263,
|
|
0.363636314868927,
|
|
0.3700786530971527,
|
|
0.1870967298746109,
|
|
0.3876922130584717,
|
|
0.34422650933265686,
|
|
0.19808299839496613,
|
|
0.0,
|
|
0.16793887317180634,
|
|
0.2692306637763977,
|
|
0.16107375919818878,
|
|
0.29508185386657715,
|
|
0.16814152896404266,
|
|
0.15748025476932526,
|
|
0.13043473660945892,
|
|
0.1307188868522644,
|
|
0.059113241732120514,
|
|
0.18134711682796478,
|
|
0.13888882100582123,
|
|
0.1279999315738678,
|
|
0.13740453124046326,
|
|
0.23529404401779175,
|
|
0.4265401363372803,
|
|
0.14444437623023987,
|
|
0.19885271787643433,
|
|
0.0753137469291687,
|
|
0.019801972433924675,
|
|
0.12676051259040833,
|
|
0.4502163529396057,
|
|
0.32804223895072937,
|
|
0.20155030488967896,
|
|
0.05882347747683525,
|
|
0.12987005710601807,
|
|
0.4105958938598633,
|
|
0.4120602011680603,
|
|
0.3999998867511749,
|
|
0.04444439709186554,
|
|
0.39778995513916016,
|
|
0.239999920129776,
|
|
0.27814561128616333,
|
|
0.1438848376274109,
|
|
0.6985644102096558,
|
|
0.24539873003959656,
|
|
0.29032251238822937,
|
|
0.1764705330133438,
|
|
0.0,
|
|
0.08888883143663406,
|
|
0.052631527185440063,
|
|
0.2677164673805237,
|
|
0.5906734466552734,
|
|
0.3999999463558197,
|
|
0.33519548177719116,
|
|
0.4919784665107727,
|
|
0.11494245380163193,
|
|
0.30526304244995117,
|
|
0.051281996071338654,
|
|
0.48275846242904663,
|
|
0.3917524814605713,
|
|
0.11764698475599289,
|
|
0.0,
|
|
0.18122972548007965,
|
|
0.0,
|
|
0.14545448124408722,
|
|
0.5227271318435669,
|
|
0.07272724062204361,
|
|
0.09230763465166092,
|
|
0.2033897489309311,
|
|
0.26573416590690613,
|
|
0.1931033730506897,
|
|
0.09142850339412689,
|
|
0.29665064811706543,
|
|
0.17796602845191956,
|
|
0.3874998986721039,
|
|
0.03669722378253937,
|
|
0.10928954929113388,
|
|
0.46486473083496094,
|
|
0.4102562665939331,
|
|
0.22988496720790863,
|
|
0.22131142020225525,
|
|
0.1360946148633957,
|
|
0.12413787841796875
|
|
],
|
|
"time": 180.66326381918043,
|
|
"param": [
|
|
{
|
|
"p": 0.09625692665576935,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007173143676482141,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.17302189767360687,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07232774049043655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09382903575897217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05013571307063103,
|
|
"m": 0.19569870829582214
|
|
},
|
|
{
|
|
"p": 0.09041436016559601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055160798132419586,
|
|
"m": 0.9072750806808472
|
|
},
|
|
{
|
|
"p": 0.049345046281814575,
|
|
"m": 0.8289552330970764
|
|
},
|
|
{
|
|
"p": 0.03420253098011017,
|
|
"m": 0.7768893837928772
|
|
},
|
|
{
|
|
"p": 0.0007173143676482141,
|
|
"m": 0.796838104724884
|
|
},
|
|
{
|
|
"p": 0.1195717602968216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16358225047588348,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007173143676482141,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 7.106657981872559,
|
|
"val_loss": 3.1314172744750977,
|
|
"acc": 24.26,
|
|
"f1": [
|
|
0.4581817388534546,
|
|
0.26600977778434753,
|
|
0.09090904891490936,
|
|
0.12738847732543945,
|
|
0.04137926548719406,
|
|
0.16379304230213165,
|
|
0.27428561449050903,
|
|
0.05714283511042595,
|
|
0.17021270096302032,
|
|
0.2712765336036682,
|
|
0.11347512155771255,
|
|
0.12738847732543945,
|
|
0.0,
|
|
0.2211054563522339,
|
|
0.1921396702528,
|
|
0.1029411256313324,
|
|
0.13333328068256378,
|
|
0.36065563559532166,
|
|
0.23497261106967926,
|
|
0.16935478150844574,
|
|
0.425531804561615,
|
|
0.3565216362476349,
|
|
0.1971830427646637,
|
|
0.23076915740966797,
|
|
0.5142855644226074,
|
|
0.15894033014774323,
|
|
0.1445782482624054,
|
|
0.18025743961334229,
|
|
0.25589218735694885,
|
|
0.18791939318180084,
|
|
0.31088075041770935,
|
|
0.1694914698600769,
|
|
0.21621613204479218,
|
|
0.22297292947769165,
|
|
0.20420417189598083,
|
|
0.07042248547077179,
|
|
0.2555064857006073,
|
|
0.19672127068042755,
|
|
0.09937881678342819,
|
|
0.08849553763866425,
|
|
0.20472435653209686,
|
|
0.46829259395599365,
|
|
0.13991764187812805,
|
|
0.2692306935787201,
|
|
0.0639999583363533,
|
|
0.14925366640090942,
|
|
0.1763085126876831,
|
|
0.37174713611602783,
|
|
0.3703702688217163,
|
|
0.30097079277038574,
|
|
0.04240277409553528,
|
|
0.21978017687797546,
|
|
0.5483869910240173,
|
|
0.4542772173881531,
|
|
0.33823519945144653,
|
|
0.0336134098470211,
|
|
0.279411643743515,
|
|
0.12173908948898315,
|
|
0.2193547636270523,
|
|
0.1550387144088745,
|
|
0.6105261445045471,
|
|
0.31914883852005005,
|
|
0.3499998450279236,
|
|
0.2629106938838959,
|
|
0.03389827162027359,
|
|
0.16853927075862885,
|
|
0.1307189017534256,
|
|
0.20634911954402924,
|
|
0.5753422975540161,
|
|
0.3924526870250702,
|
|
0.37583884596824646,
|
|
0.3950616121292114,
|
|
0.0,
|
|
0.20134222507476807,
|
|
0.08571423590183258,
|
|
0.5161288380622864,
|
|
0.46511611342430115,
|
|
0.10638293623924255,
|
|
0.12834219634532928,
|
|
0.2488478720188141,
|
|
0.04678357020020485,
|
|
0.20689646899700165,
|
|
0.5454543828964233,
|
|
0.017391279339790344,
|
|
0.019801972433924675,
|
|
0.3076922297477722,
|
|
0.3141360282897949,
|
|
0.2512076497077942,
|
|
0.0,
|
|
0.320441871881485,
|
|
0.03773583099246025,
|
|
0.36649200320243835,
|
|
0.0,
|
|
0.15699653327465057,
|
|
0.38888880610466003,
|
|
0.4259258210659027,
|
|
0.21301770210266113,
|
|
0.19047614932060242,
|
|
0.06369420886039734,
|
|
0.1809954047203064
|
|
],
|
|
"time": 183.00261428114027,
|
|
"param": [
|
|
{
|
|
"p": 0.14910592138767242,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.000705139827914536,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08504756540060043,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0892072468996048,
|
|
"m": 0.931726336479187
|
|
},
|
|
{
|
|
"p": 0.06956962496042252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056552156805992126,
|
|
"m": 0.2080044448375702
|
|
},
|
|
{
|
|
"p": 0.04147092252969742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07369446009397507,
|
|
"m": 0.8732635378837585
|
|
},
|
|
{
|
|
"p": 0.031871598213911057,
|
|
"m": 0.7498391270637512
|
|
},
|
|
{
|
|
"p": 0.06317726522684097,
|
|
"m": 0.831672728061676
|
|
},
|
|
{
|
|
"p": 0.04538317769765854,
|
|
"m": 0.6845381855964661
|
|
},
|
|
{
|
|
"p": 0.10485793650150299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18865178525447845,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.000705139827914536,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 6.5743818283081055,
|
|
"val_loss": 3.2262041568756104,
|
|
"acc": 25.44,
|
|
"f1": [
|
|
0.4053155481815338,
|
|
0.2705313265323639,
|
|
0.09523804485797882,
|
|
0.03389827162027359,
|
|
0.08465602248907089,
|
|
0.2256097048521042,
|
|
0.23628684878349304,
|
|
0.14414408802986145,
|
|
0.1732851266860962,
|
|
0.2746478021144867,
|
|
0.04799995943903923,
|
|
0.16999994218349457,
|
|
0.31284910440444946,
|
|
0.14925366640090942,
|
|
0.1611374169588089,
|
|
0.14285708963871002,
|
|
0.1709401160478592,
|
|
0.4191615581512451,
|
|
0.17391295731067657,
|
|
0.12499994784593582,
|
|
0.40282678604125977,
|
|
0.366972416639328,
|
|
0.21705420315265656,
|
|
0.45360812544822693,
|
|
0.3478260338306427,
|
|
0.1789472997188568,
|
|
0.07499993592500687,
|
|
0.11570242792367935,
|
|
0.37777766585350037,
|
|
0.18064509332180023,
|
|
0.2792791724205017,
|
|
0.16793887317180634,
|
|
0.228260800242424,
|
|
0.3041473925113678,
|
|
0.1777777075767517,
|
|
0.1452513188123703,
|
|
0.24154582619667053,
|
|
0.18439710140228271,
|
|
0.15652167797088623,
|
|
0.20858889818191528,
|
|
0.26086947321891785,
|
|
0.526829183101654,
|
|
0.10344821214675903,
|
|
0.26804113388061523,
|
|
0.03278684988617897,
|
|
0.12435225397348404,
|
|
0.2181817591190338,
|
|
0.36842095851898193,
|
|
0.27647051215171814,
|
|
0.27777767181396484,
|
|
0.01626013033092022,
|
|
0.13888882100582123,
|
|
0.5765123963356018,
|
|
0.41095879673957825,
|
|
0.35179150104522705,
|
|
0.09090903401374817,
|
|
0.4137929677963257,
|
|
0.2173912227153778,
|
|
0.25157222151756287,
|
|
0.1290321946144104,
|
|
0.6560845375061035,
|
|
0.3703702688217163,
|
|
0.37154141068458557,
|
|
0.238805890083313,
|
|
0.033707812428474426,
|
|
0.1242937222123146,
|
|
0.11985013633966446,
|
|
0.12389375269412994,
|
|
0.6173911690711975,
|
|
0.4694834351539612,
|
|
0.299465149641037,
|
|
0.45901623368263245,
|
|
0.03389827162027359,
|
|
0.2643677294254303,
|
|
0.03448272496461868,
|
|
0.5428570508956909,
|
|
0.4972374439239502,
|
|
0.08187128603458405,
|
|
0.15221984684467316,
|
|
0.14705875515937805,
|
|
0.0,
|
|
0.18390797078609467,
|
|
0.5145226716995239,
|
|
0.20168060064315796,
|
|
0.06611566245555878,
|
|
0.33816415071487427,
|
|
0.2645913362503052,
|
|
0.2513660192489624,
|
|
0.0,
|
|
0.2758620083332062,
|
|
0.23188398778438568,
|
|
0.25806447863578796,
|
|
0.11244974285364151,
|
|
0.0,
|
|
0.397163063287735,
|
|
0.33802807331085205,
|
|
0.11666662245988846,
|
|
0.13114748895168304,
|
|
0.08938541263341904,
|
|
0.2527880370616913
|
|
],
|
|
"time": 182.66466405708343,
|
|
"param": [
|
|
{
|
|
"p": 0.12465027719736099,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007114541949704289,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08594535291194916,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07761052995920181,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08765142410993576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058844465762376785,
|
|
"m": 0.24719759821891785
|
|
},
|
|
{
|
|
"p": 0.050263550132513046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13055270910263062,
|
|
"m": 0.8207072615623474
|
|
},
|
|
{
|
|
"p": 0.06563259661197662,
|
|
"m": 0.8343715071678162
|
|
},
|
|
{
|
|
"p": 0.03177855163812637,
|
|
"m": 0.8771133422851562
|
|
},
|
|
{
|
|
"p": 0.0049108900129795074,
|
|
"m": 0.7890617847442627
|
|
},
|
|
{
|
|
"p": 0.10668881982564926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17404791712760925,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007114541949704289,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 6.586496353149414,
|
|
"val_loss": 3.038365364074707,
|
|
"acc": 26.23,
|
|
"f1": [
|
|
0.5263156294822693,
|
|
0.3049326539039612,
|
|
0.1855669468641281,
|
|
0.14379078149795532,
|
|
0.0,
|
|
0.19727885723114014,
|
|
0.26388877630233765,
|
|
0.2585550546646118,
|
|
0.22304826974868774,
|
|
0.4155843257904053,
|
|
0.10144922137260437,
|
|
0.1494252234697342,
|
|
0.16883111000061035,
|
|
0.1550387144088745,
|
|
0.16107375919818878,
|
|
0.16774186491966248,
|
|
0.20437949895858765,
|
|
0.38575661182403564,
|
|
0.27083325386047363,
|
|
0.20095685124397278,
|
|
0.49999988079071045,
|
|
0.4102562665939331,
|
|
0.22950810194015503,
|
|
0.4453440308570862,
|
|
0.4816325008869171,
|
|
0.26190465688705444,
|
|
0.13930343091487885,
|
|
0.17573215067386627,
|
|
0.42528724670410156,
|
|
0.19847320020198822,
|
|
0.306122362613678,
|
|
0.22360241413116455,
|
|
0.23076915740966797,
|
|
0.18461529910564423,
|
|
0.19867545366287231,
|
|
0.052631545811891556,
|
|
0.28415289521217346,
|
|
0.17171710729599,
|
|
0.12307686358690262,
|
|
0.3091786503791809,
|
|
0.30337071418762207,
|
|
0.49429649114608765,
|
|
0.12824954092502594,
|
|
0.27118638157844543,
|
|
0.10344821214675903,
|
|
0.12621353566646576,
|
|
0.2097901701927185,
|
|
0.24999994039535522,
|
|
0.4021162986755371,
|
|
0.2413792610168457,
|
|
0.03508768975734711,
|
|
0.10687018185853958,
|
|
0.4662575423717499,
|
|
0.4533332586288452,
|
|
0.4666665494441986,
|
|
0.02941172383725643,
|
|
0.11214949190616608,
|
|
0.2824857831001282,
|
|
0.283950537443161,
|
|
0.15789467096328735,
|
|
0.666666567325592,
|
|
0.39705875515937805,
|
|
0.3636362850666046,
|
|
0.2878786623477936,
|
|
0.04166661947965622,
|
|
0.10256405174732208,
|
|
0.12627984583377838,
|
|
0.19696961343288422,
|
|
0.6082472205162048,
|
|
0.48076915740966797,
|
|
0.1454544961452484,
|
|
0.5784311890602112,
|
|
0.10447756201028824,
|
|
0.35294109582901,
|
|
0.07462681084871292,
|
|
0.43421047925949097,
|
|
0.5172412395477295,
|
|
0.017093989998102188,
|
|
0.12048187851905823,
|
|
0.13445372879505157,
|
|
0.09821421653032303,
|
|
0.21551716327667236,
|
|
0.5435895919799805,
|
|
0.23041465878486633,
|
|
0.06779656559228897,
|
|
0.34254133701324463,
|
|
0.34374991059303284,
|
|
0.2774565517902374,
|
|
0.017699090763926506,
|
|
0.24844713509082794,
|
|
0.18292675912380219,
|
|
0.4277455508708954,
|
|
0.0958903580904007,
|
|
0.1131105050444603,
|
|
0.44444435834884644,
|
|
0.4030417203903198,
|
|
0.29268285632133484,
|
|
0.1694914847612381,
|
|
0.10256403684616089,
|
|
0.23829780519008636
|
|
],
|
|
"time": 181.15488083660603,
|
|
"param": [
|
|
{
|
|
"p": 0.15809282660484314,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.002582532586529851,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10569905489683151,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03859862685203552,
|
|
"m": 0.9462137818336487
|
|
},
|
|
{
|
|
"p": 0.06153815984725952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07797101885080338,
|
|
"m": 0.3175704777240753
|
|
},
|
|
{
|
|
"p": 0.04713895916938782,
|
|
"m": 0.9889573454856873
|
|
},
|
|
{
|
|
"p": 0.06006024777889252,
|
|
"m": 0.9084276556968689
|
|
},
|
|
{
|
|
"p": 0.10182446986436844,
|
|
"m": 0.8710469007492065
|
|
},
|
|
{
|
|
"p": 0.0007221355917863548,
|
|
"m": 0.7583478093147278
|
|
},
|
|
{
|
|
"p": 0.06562718003988266,
|
|
"m": 0.7886454463005066
|
|
},
|
|
{
|
|
"p": 0.11262708157300949,
|
|
"m": 0.997524082660675
|
|
},
|
|
{
|
|
"p": 0.1667955070734024,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007221355917863548,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 6.280755996704102,
|
|
"val_loss": 2.9476001262664795,
|
|
"acc": 27.12,
|
|
"f1": [
|
|
0.49999988079071045,
|
|
0.30069923400878906,
|
|
0.19999991357326508,
|
|
0.11464963108301163,
|
|
0.0,
|
|
0.20192298293113708,
|
|
0.1499999463558197,
|
|
0.2745097577571869,
|
|
0.1940297782421112,
|
|
0.4111110270023346,
|
|
0.018691571429371834,
|
|
0.14705875515937805,
|
|
0.28965505957603455,
|
|
0.14977967739105225,
|
|
0.20083676278591156,
|
|
0.19736838340759277,
|
|
0.2424241602420807,
|
|
0.44444432854652405,
|
|
0.1061946451663971,
|
|
0.152671679854393,
|
|
0.47916653752326965,
|
|
0.3911438286304474,
|
|
0.1971830427646637,
|
|
0.48039206862449646,
|
|
0.4404331147670746,
|
|
0.2097901701927185,
|
|
0.11678826063871384,
|
|
0.1307188868522644,
|
|
0.31724128127098083,
|
|
0.2569831311702728,
|
|
0.31770825386047363,
|
|
0.22278475761413574,
|
|
0.24870456755161285,
|
|
0.3076922297477722,
|
|
0.10256405174732208,
|
|
0.03603601083159447,
|
|
0.28015556931495667,
|
|
0.13114747405052185,
|
|
0.09937881678342819,
|
|
0.29687491059303284,
|
|
0.27681654691696167,
|
|
0.4417669475078583,
|
|
0.11965807527303696,
|
|
0.2820512056350708,
|
|
0.1333332657814026,
|
|
0.1481480747461319,
|
|
0.2105262577533722,
|
|
0.4105958938598633,
|
|
0.37130793929100037,
|
|
0.2790696918964386,
|
|
0.07692301273345947,
|
|
0.15602830052375793,
|
|
0.5714284181594849,
|
|
0.4615383744239807,
|
|
0.4577113389968872,
|
|
0.09248548746109009,
|
|
0.3708608150482178,
|
|
0.19867542386054993,
|
|
0.2570532262325287,
|
|
0.2622949779033661,
|
|
0.704761803150177,
|
|
0.37575745582580566,
|
|
0.42051267623901367,
|
|
0.27160486578941345,
|
|
0.11387894302606583,
|
|
0.1970442682504654,
|
|
0.11282043904066086,
|
|
0.16666661202907562,
|
|
0.6120217442512512,
|
|
0.4424777626991272,
|
|
0.39148926734924316,
|
|
0.2879999279975891,
|
|
0.09271517395973206,
|
|
0.2783504128456116,
|
|
0.10810806602239609,
|
|
0.44673532247543335,
|
|
0.47843125462532043,
|
|
0.12994346022605896,
|
|
0.12738847732543945,
|
|
0.08928567916154861,
|
|
0.03252029046416283,
|
|
0.11678826063871384,
|
|
0.4426229000091553,
|
|
0.12307687103748322,
|
|
0.10144922137260437,
|
|
0.3414633274078369,
|
|
0.3615383505821228,
|
|
0.2606382369995117,
|
|
0.10112354159355164,
|
|
0.26158031821250916,
|
|
0.19219215214252472,
|
|
0.44571414589881897,
|
|
0.03773583099246025,
|
|
0.07185622304677963,
|
|
0.47524741291999817,
|
|
0.4387753903865814,
|
|
0.2810809910297394,
|
|
0.16528919339179993,
|
|
0.11825189739465714,
|
|
0.23469379544258118
|
|
],
|
|
"time": 181.71426360774785,
|
|
"param": [
|
|
{
|
|
"p": 0.1743663251399994,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007151393219828606,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12226269394159317,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.040753018110990524,
|
|
"m": 0.9896456599235535
|
|
},
|
|
{
|
|
"p": 0.0638001412153244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05491526797413826,
|
|
"m": 0.40021994709968567
|
|
},
|
|
{
|
|
"p": 0.0404290035367012,
|
|
"m": 0.9566763639450073
|
|
},
|
|
{
|
|
"p": 0.05540994554758072,
|
|
"m": 0.9617416262626648
|
|
},
|
|
{
|
|
"p": 0.07599402219057083,
|
|
"m": 0.8712162375450134
|
|
},
|
|
{
|
|
"p": 0.031369466334581375,
|
|
"m": 0.7683764696121216
|
|
},
|
|
{
|
|
"p": 0.010134000331163406,
|
|
"m": 0.7973262071609497
|
|
},
|
|
{
|
|
"p": 0.13049936294555664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19863653182983398,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007151393219828606,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 6.1471967697143555,
|
|
"val_loss": 3.058417797088623,
|
|
"acc": 26.73,
|
|
"f1": [
|
|
0.5320196151733398,
|
|
0.2470587193965912,
|
|
0.20512813329696655,
|
|
0.19016388058662415,
|
|
0.04799995943903923,
|
|
0.25301194190979004,
|
|
0.29629620909690857,
|
|
0.3162054419517517,
|
|
0.23030294477939606,
|
|
0.36470577120780945,
|
|
0.061538416892290115,
|
|
0.14285710453987122,
|
|
0.2456139326095581,
|
|
0.1558440923690796,
|
|
0.19791658222675323,
|
|
0.18300646543502808,
|
|
0.2578124403953552,
|
|
0.43523305654525757,
|
|
0.22073574364185333,
|
|
0.07207204401493073,
|
|
0.4246574342250824,
|
|
0.41406238079071045,
|
|
0.2037036269903183,
|
|
0.33333322405815125,
|
|
0.3096773326396942,
|
|
0.17948710918426514,
|
|
0.09174308180809021,
|
|
0.03478258103132248,
|
|
0.3800903856754303,
|
|
0.20304562151432037,
|
|
0.27917617559432983,
|
|
0.21395343542099,
|
|
0.24999992549419403,
|
|
0.2467191070318222,
|
|
0.21897803246974945,
|
|
0.1538461148738861,
|
|
0.1639343649148941,
|
|
0.12765952944755554,
|
|
0.12865489721298218,
|
|
0.24657529592514038,
|
|
0.2340424805879593,
|
|
0.4055943191051483,
|
|
0.19999995827674866,
|
|
0.30541861057281494,
|
|
0.11111104488372803,
|
|
0.15602830052375793,
|
|
0.07936502993106842,
|
|
0.4344826936721802,
|
|
0.4148934781551361,
|
|
0.23529404401779175,
|
|
0.15999993681907654,
|
|
0.1983470320701599,
|
|
0.2948717176914215,
|
|
0.4133332371711731,
|
|
0.5024153590202332,
|
|
0.0,
|
|
0.3874344527721405,
|
|
0.19047611951828003,
|
|
0.30232545733451843,
|
|
0.21428565680980682,
|
|
0.6280191540718079,
|
|
0.3208954334259033,
|
|
0.39560428261756897,
|
|
0.30857133865356445,
|
|
0.051281996071338654,
|
|
0.05555552989244461,
|
|
0.11983467638492584,
|
|
0.2611939311027527,
|
|
0.580357015132904,
|
|
0.425855427980423,
|
|
0.3924526870250702,
|
|
0.5131577849388123,
|
|
0.07407402247190475,
|
|
0.3387095630168915,
|
|
0.13636356592178345,
|
|
0.5033111572265625,
|
|
0.43870964646339417,
|
|
0.07407402247190475,
|
|
0.16030527651309967,
|
|
0.2426469922065735,
|
|
0.04054049029946327,
|
|
0.18292678892612457,
|
|
0.5757573843002319,
|
|
0.2684563100337982,
|
|
0.08391603082418442,
|
|
0.36601296067237854,
|
|
0.35714274644851685,
|
|
0.2906976044178009,
|
|
0.018348604440689087,
|
|
0.30555543303489685,
|
|
0.20588228106498718,
|
|
0.4086955785751343,
|
|
0.01851850003004074,
|
|
0.017093989998102188,
|
|
0.40597009658813477,
|
|
0.4098359942436218,
|
|
0.10344822704792023,
|
|
0.20312494039535522,
|
|
0.10227267444133759,
|
|
0.14062495529651642
|
|
],
|
|
"time": 183.5042015556246,
|
|
"param": [
|
|
{
|
|
"p": 0.1775520145893097,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007200791733339429,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1646047681570053,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.060845356434583664,
|
|
"m": 0.999891996383667
|
|
},
|
|
{
|
|
"p": 0.09071604162454605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013801426626741886,
|
|
"m": 0.4390248954296112
|
|
},
|
|
{
|
|
"p": 0.0007200791733339429,
|
|
"m": 0.9847950339317322
|
|
},
|
|
{
|
|
"p": 0.08793852478265762,
|
|
"m": 0.9993000626564026
|
|
},
|
|
{
|
|
"p": 0.0007200791733339429,
|
|
"m": 0.8227918148040771
|
|
},
|
|
{
|
|
"p": 0.05715566501021385,
|
|
"m": 0.7285306453704834
|
|
},
|
|
{
|
|
"p": 0.0012902210000902414,
|
|
"m": 0.7749921083450317
|
|
},
|
|
{
|
|
"p": 0.1424865424633026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20072908699512482,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007200791733339429,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 5.890085697174072,
|
|
"val_loss": 2.980739116668701,
|
|
"acc": 28.68,
|
|
"f1": [
|
|
0.5198236703872681,
|
|
0.29245272278785706,
|
|
0.05357140302658081,
|
|
0.10169486701488495,
|
|
0.08275856822729111,
|
|
0.1868131160736084,
|
|
0.2695034444332123,
|
|
0.18181811273097992,
|
|
0.2792791724205017,
|
|
0.3699999153614044,
|
|
0.037037014961242676,
|
|
0.085470050573349,
|
|
0.26046502590179443,
|
|
0.22666659951210022,
|
|
0.17307688295841217,
|
|
0.154545396566391,
|
|
0.29629620909690857,
|
|
0.39111098647117615,
|
|
0.33463025093078613,
|
|
0.17346931993961334,
|
|
0.4919784665107727,
|
|
0.42857134342193604,
|
|
0.20779213309288025,
|
|
0.46632111072540283,
|
|
0.5096152424812317,
|
|
0.23170723021030426,
|
|
0.19672125577926636,
|
|
0.16774186491966248,
|
|
0.4242422878742218,
|
|
0.24875615537166595,
|
|
0.31944435834884644,
|
|
0.2677164673805237,
|
|
0.2758620083332062,
|
|
0.30720996856689453,
|
|
0.21446380019187927,
|
|
0.07751933485269547,
|
|
0.20259734988212585,
|
|
0.166666641831398,
|
|
0.10687018185853958,
|
|
0.3240739703178406,
|
|
0.3249998986721039,
|
|
0.553672194480896,
|
|
0.13872826099395752,
|
|
0.11382109671831131,
|
|
0.14201176166534424,
|
|
0.1655171811580658,
|
|
0.11023616790771484,
|
|
0.4907405972480774,
|
|
0.4432430863380432,
|
|
0.28235283493995667,
|
|
0.08562686294317245,
|
|
0.23414628207683563,
|
|
0.5579708814620972,
|
|
0.4522967040538788,
|
|
0.4183005690574646,
|
|
0.031007712706923485,
|
|
0.3271027207374573,
|
|
0.2475246638059616,
|
|
0.3287670612335205,
|
|
0.2424241602420807,
|
|
0.5620913505554199,
|
|
0.3117869794368744,
|
|
0.413043349981308,
|
|
0.32888880372047424,
|
|
0.08362363278865814,
|
|
0.19101116061210632,
|
|
0.03149602562189102,
|
|
0.1777777075767517,
|
|
0.6607928276062012,
|
|
0.4923075735569,
|
|
0.43749991059303284,
|
|
0.538461446762085,
|
|
0.018017996102571487,
|
|
0.28368785977363586,
|
|
0.15331006050109863,
|
|
0.5671641230583191,
|
|
0.4530743658542633,
|
|
0.0707964226603508,
|
|
0.20408155024051666,
|
|
0.28571417927742004,
|
|
0.12669678032398224,
|
|
0.2117646485567093,
|
|
0.6018517017364502,
|
|
0.1855669468641281,
|
|
0.15757569670677185,
|
|
0.33720916509628296,
|
|
0.36018943786621094,
|
|
0.29437223076820374,
|
|
0.05084741488099098,
|
|
0.35714274644851685,
|
|
0.035398200154304504,
|
|
0.4242423474788666,
|
|
0.1081080511212349,
|
|
0.17252391576766968,
|
|
0.4744184911251068,
|
|
0.4772725999355316,
|
|
0.2097901701927185,
|
|
0.21551716327667236,
|
|
0.15737700462341309,
|
|
0.2512076497077942
|
|
],
|
|
"time": 184.224900463596,
|
|
"param": [
|
|
{
|
|
"p": 0.1644853800535202,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007105509284883738,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1614231914281845,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03405928984284401,
|
|
"m": 0.9935073852539062
|
|
},
|
|
{
|
|
"p": 0.09162123501300812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0007105509284883738,
|
|
"m": 0.3805612027645111
|
|
},
|
|
{
|
|
"p": 0.0007105509284883738,
|
|
"m": 0.9677647948265076
|
|
},
|
|
{
|
|
"p": 0.10058090090751648,
|
|
"m": 0.9253320693969727
|
|
},
|
|
{
|
|
"p": 0.0007105509284883738,
|
|
"m": 0.834015429019928
|
|
},
|
|
{
|
|
"p": 0.07179874926805496,
|
|
"m": 0.8034722805023193
|
|
},
|
|
{
|
|
"p": 0.03286845237016678,
|
|
"m": 0.7549138069152832
|
|
},
|
|
{
|
|
"p": 0.12440758943557739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21520237624645233,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007105509284883738,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 5.979255676269531,
|
|
"val_loss": 2.9363150596618652,
|
|
"acc": 28.98,
|
|
"f1": [
|
|
0.5505616068840027,
|
|
0.3503648638725281,
|
|
0.23529404401779175,
|
|
0.18867920339107513,
|
|
0.1126759946346283,
|
|
0.2682925760746002,
|
|
0.2117646485567093,
|
|
0.32989683747291565,
|
|
0.23225797712802887,
|
|
0.22807011008262634,
|
|
0.15602830052375793,
|
|
0.1734103411436081,
|
|
0.18032778799533844,
|
|
0.20689649879932404,
|
|
0.228571355342865,
|
|
0.18269222974777222,
|
|
0.28947359323501587,
|
|
0.39805811643600464,
|
|
0.26086944341659546,
|
|
0.20746882259845734,
|
|
0.5063289999961853,
|
|
0.3983401656150818,
|
|
0.23584897816181183,
|
|
0.47120407223701477,
|
|
0.5757573843002319,
|
|
0.24539868533611298,
|
|
0.19540224969387054,
|
|
0.17834389209747314,
|
|
0.42528724670410156,
|
|
0.2588233947753906,
|
|
0.309278279542923,
|
|
0.26484012603759766,
|
|
0.2638888359069824,
|
|
0.25352105498313904,
|
|
0.26797381043434143,
|
|
0.11510787159204483,
|
|
0.32124343514442444,
|
|
0.1965811401605606,
|
|
0.19767434895038605,
|
|
0.4142010807991028,
|
|
0.3111110329627991,
|
|
0.5699998736381531,
|
|
0.1935483068227768,
|
|
0.27649760246276855,
|
|
0.0967741385102272,
|
|
0.16176463663578033,
|
|
0.12499994784593582,
|
|
0.491227924823761,
|
|
0.37962955236434937,
|
|
0.31932762265205383,
|
|
0.1278194934129715,
|
|
0.24083760380744934,
|
|
0.5214722752571106,
|
|
0.518518328666687,
|
|
0.4417669475078583,
|
|
0.0,
|
|
0.4347825050354004,
|
|
0.33684200048446655,
|
|
0.255208283662796,
|
|
0.11594197899103165,
|
|
0.6638653874397278,
|
|
0.372413694858551,
|
|
0.40740731358528137,
|
|
0.2592591643333435,
|
|
0.07462681084871292,
|
|
0.2021275758743286,
|
|
0.11510787159204483,
|
|
0.24719089269638062,
|
|
0.5917158722877502,
|
|
0.487499862909317,
|
|
0.2686566412448883,
|
|
0.5599998831748962,
|
|
0.04999995976686478,
|
|
0.2941175401210785,
|
|
0.12941168248653412,
|
|
0.49333325028419495,
|
|
0.48809507489204407,
|
|
0.1258740872144699,
|
|
0.1661720722913742,
|
|
0.2721087336540222,
|
|
0.13765177130699158,
|
|
0.2681991159915924,
|
|
0.5405404567718506,
|
|
0.30456843972206116,
|
|
0.13888882100582123,
|
|
0.28764042258262634,
|
|
0.31901830434799194,
|
|
0.33333322405815125,
|
|
0.07947013527154922,
|
|
0.2815883457660675,
|
|
0.16326524317264557,
|
|
0.4307691156864166,
|
|
0.03199996426701546,
|
|
0.18300649523735046,
|
|
0.5121949315071106,
|
|
0.3953487277030945,
|
|
0.2583731412887573,
|
|
0.26765793561935425,
|
|
0.12048186361789703,
|
|
0.05607474222779274
|
|
],
|
|
"time": 182.83352459035814,
|
|
"param": [
|
|
{
|
|
"p": 0.1473347544670105,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007083175587467849,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.12753215432167053,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.061934102326631546,
|
|
"m": 0.9904627203941345
|
|
},
|
|
{
|
|
"p": 0.06210542470216751,
|
|
"m": 0.9890619516372681
|
|
},
|
|
{
|
|
"p": 0.0007083175587467849,
|
|
"m": 0.4277324378490448
|
|
},
|
|
{
|
|
"p": 0.025916090235114098,
|
|
"m": 0.9644787907600403
|
|
},
|
|
{
|
|
"p": 0.09624359756708145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05277553200721741,
|
|
"m": 0.798930823802948
|
|
},
|
|
{
|
|
"p": 0.020928388461470604,
|
|
"m": 0.8519385457038879
|
|
},
|
|
{
|
|
"p": 0.1163058876991272,
|
|
"m": 0.7105358839035034
|
|
},
|
|
{
|
|
"p": 0.07130464166402817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21549442410469055,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007083175587467849,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 5.9098711013793945,
|
|
"val_loss": 2.808087110519409,
|
|
"acc": 31.17,
|
|
"f1": [
|
|
0.5445543527603149,
|
|
0.33333322405815125,
|
|
0.29629620909690857,
|
|
0.12173908948898315,
|
|
0.13114748895168304,
|
|
0.26710090041160583,
|
|
0.3165466785430908,
|
|
0.33333322405815125,
|
|
0.24999989569187164,
|
|
0.40641695261001587,
|
|
0.10852707922458649,
|
|
0.15384609997272491,
|
|
0.2753622233867645,
|
|
0.18532812595367432,
|
|
0.20930226147174835,
|
|
0.19999991357326508,
|
|
0.2843601107597351,
|
|
0.44642844796180725,
|
|
0.26461535692214966,
|
|
0.24087584018707275,
|
|
0.5744680166244507,
|
|
0.3567838668823242,
|
|
0.23684203624725342,
|
|
0.4257424473762512,
|
|
0.5316454768180847,
|
|
0.24203814566135406,
|
|
0.1129031702876091,
|
|
0.2314814031124115,
|
|
0.43715834617614746,
|
|
0.2723003923892975,
|
|
0.32222211360931396,
|
|
0.27322396636009216,
|
|
0.31724128127098083,
|
|
0.2843601107597351,
|
|
0.28099164366722107,
|
|
0.17391297221183777,
|
|
0.32704389095306396,
|
|
0.1960783749818802,
|
|
0.15053758025169373,
|
|
0.3529411256313324,
|
|
0.30232545733451843,
|
|
0.5106382369995117,
|
|
0.22346359491348267,
|
|
0.2545453608036041,
|
|
0.08474572747945786,
|
|
0.13846148550510406,
|
|
0.11382109671831131,
|
|
0.4840763211250305,
|
|
0.3575418293476105,
|
|
0.30456843972206116,
|
|
0.1321585476398468,
|
|
0.25125616788864136,
|
|
0.5733786821365356,
|
|
0.5934064984321594,
|
|
0.43921560049057007,
|
|
0.06802716106176376,
|
|
0.4120170772075653,
|
|
0.3034482002258301,
|
|
0.29585790634155273,
|
|
0.22972965240478516,
|
|
0.6502056121826172,
|
|
0.4338623583316803,
|
|
0.4303796589374542,
|
|
0.29268285632133484,
|
|
0.04580147936940193,
|
|
0.2211054563522339,
|
|
0.13749992847442627,
|
|
0.2944784462451935,
|
|
0.6824643611907959,
|
|
0.5464479923248291,
|
|
0.4271843731403351,
|
|
0.5674417018890381,
|
|
0.07042248547077179,
|
|
0.37668150663375854,
|
|
0.14334464073181152,
|
|
0.5688071846961975,
|
|
0.5795453190803528,
|
|
0.14659680426120758,
|
|
0.18502195179462433,
|
|
0.19230762124061584,
|
|
0.03305782005190849,
|
|
0.24915818870067596,
|
|
0.6097559928894043,
|
|
0.25116273760795593,
|
|
0.18181809782981873,
|
|
0.31304341554641724,
|
|
0.3161763846874237,
|
|
0.3135133981704712,
|
|
0.06106865406036377,
|
|
0.3842363655567169,
|
|
0.2236841470003128,
|
|
0.3969464600086212,
|
|
0.04958673566579819,
|
|
0.21468918025493622,
|
|
0.5454543828964233,
|
|
0.43362823128700256,
|
|
0.25906726717948914,
|
|
0.24516122043132782,
|
|
0.10738249123096466,
|
|
0.3069306015968323
|
|
],
|
|
"time": 181.73476639483124,
|
|
"param": [
|
|
{
|
|
"p": 0.10884103924036026,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.004104293417185545,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11052990704774857,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.042176976799964905,
|
|
"m": 0.998167097568512
|
|
},
|
|
{
|
|
"p": 0.09414974600076675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050940051674842834,
|
|
"m": 0.45880094170570374
|
|
},
|
|
{
|
|
"p": 0.046915050595998764,
|
|
"m": 0.8808973431587219
|
|
},
|
|
{
|
|
"p": 0.06639415770769119,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05060461163520813,
|
|
"m": 0.7515395879745483
|
|
},
|
|
{
|
|
"p": 0.07030509412288666,
|
|
"m": 0.8622643947601318
|
|
},
|
|
{
|
|
"p": 0.07298733294010162,
|
|
"m": 0.8458300232887268
|
|
},
|
|
{
|
|
"p": 0.11954022943973541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1617964506149292,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.000714966852683574,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 5.863833427429199,
|
|
"val_loss": 2.7846505641937256,
|
|
"acc": 29.25,
|
|
"f1": [
|
|
0.5212119817733765,
|
|
0.3827749788761139,
|
|
0.2719297707080841,
|
|
0.1290321946144104,
|
|
0.07633582502603531,
|
|
0.17721512913703918,
|
|
0.290502667427063,
|
|
0.33333325386047363,
|
|
0.19498604536056519,
|
|
0.4210525155067444,
|
|
0.09917350858449936,
|
|
0.09599995613098145,
|
|
0.3253587782382965,
|
|
0.21596238017082214,
|
|
0.19689112901687622,
|
|
0.22598862648010254,
|
|
0.2840908169746399,
|
|
0.38666656613349915,
|
|
0.3076922297477722,
|
|
0.2758619785308838,
|
|
0.5084744095802307,
|
|
0.2846299409866333,
|
|
0.228260800242424,
|
|
0.4293783903121948,
|
|
0.5895952582359314,
|
|
0.22222213447093964,
|
|
0.2430938482284546,
|
|
0.18939387798309326,
|
|
0.38216549158096313,
|
|
0.2929935157299042,
|
|
0.3579765260219574,
|
|
0.17424236238002777,
|
|
0.23391805589199066,
|
|
0.30567678809165955,
|
|
0.28426387906074524,
|
|
0.07339446991682053,
|
|
0.3398691415786743,
|
|
0.19338417053222656,
|
|
0.16806717216968536,
|
|
0.3850930631160736,
|
|
0.30769219994544983,
|
|
0.47963786125183105,
|
|
0.2545453608036041,
|
|
0.3385826051235199,
|
|
0.05172409862279892,
|
|
0.03738315775990486,
|
|
0.22471901774406433,
|
|
0.38993698358535767,
|
|
0.27272722125053406,
|
|
0.40659332275390625,
|
|
0.11764700710773468,
|
|
0.21428564190864563,
|
|
0.5283017754554749,
|
|
0.5149698853492737,
|
|
0.43835607171058655,
|
|
0.016528895124793053,
|
|
0.37804868817329407,
|
|
0.3269230127334595,
|
|
0.29508185386657715,
|
|
0.2857142388820648,
|
|
0.7348835468292236,
|
|
0.376623272895813,
|
|
0.40677958726882935,
|
|
0.3211008310317993,
|
|
0.045714229345321655,
|
|
0.13414627313613892,
|
|
0.1648350954055786,
|
|
0.31404948234558105,
|
|
0.6325579881668091,
|
|
0.5303866267204285,
|
|
0.40217384696006775,
|
|
0.5494503974914551,
|
|
0.16216211020946503,
|
|
0.32034626603126526,
|
|
0.1282050907611847,
|
|
0.506122350692749,
|
|
0.4525546431541443,
|
|
0.08510631322860718,
|
|
0.15517236292362213,
|
|
0.24580998718738556,
|
|
0.1029411256313324,
|
|
0.2176164984703064,
|
|
0.5981307029724121,
|
|
0.13445372879505157,
|
|
0.1619046926498413,
|
|
0.30649346113204956,
|
|
0.4072396755218506,
|
|
0.3516482412815094,
|
|
0.03149602562189102,
|
|
0.2830768823623657,
|
|
0.1550387144088745,
|
|
0.4042551815509796,
|
|
0.15028895437717438,
|
|
0.1376146376132965,
|
|
0.4740739166736603,
|
|
0.36111101508140564,
|
|
0.239999920129776,
|
|
0.26190465688705444,
|
|
0.019230758771300316,
|
|
0.1061946451663971
|
|
],
|
|
"time": 185.17784588225186,
|
|
"param": [
|
|
{
|
|
"p": 0.13829199969768524,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007235786761157215,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07856156677007675,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.059108980000019073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07707063853740692,
|
|
"m": 0.9873225092887878
|
|
},
|
|
{
|
|
"p": 0.02613092213869095,
|
|
"m": 0.46425387263298035
|
|
},
|
|
{
|
|
"p": 0.028397951275110245,
|
|
"m": 0.9975468516349792
|
|
},
|
|
{
|
|
"p": 0.141192227602005,
|
|
"m": 0.9952738285064697
|
|
},
|
|
{
|
|
"p": 0.06520263105630875,
|
|
"m": 0.8068106770515442
|
|
},
|
|
{
|
|
"p": 0.02298097312450409,
|
|
"m": 0.8839182257652283
|
|
},
|
|
{
|
|
"p": 0.008554880507290363,
|
|
"m": 0.9684123992919922
|
|
},
|
|
{
|
|
"p": 0.1630822867155075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18997782468795776,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007235786761157215,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 5.842831611633301,
|
|
"val_loss": 2.775063991546631,
|
|
"acc": 30.31,
|
|
"f1": [
|
|
0.5368419289588928,
|
|
0.32624104619026184,
|
|
0.22360241413116455,
|
|
0.2181817591190338,
|
|
0.09599995613098145,
|
|
0.18181811273097992,
|
|
0.21505369246006012,
|
|
0.30578503012657166,
|
|
0.24472565948963165,
|
|
0.38135582208633423,
|
|
0.17757000029087067,
|
|
0.1734103411436081,
|
|
0.3050846457481384,
|
|
0.21714277565479279,
|
|
0.22058817744255066,
|
|
0.1774192750453949,
|
|
0.30487796664237976,
|
|
0.45238080620765686,
|
|
0.29437223076820374,
|
|
0.1891891211271286,
|
|
0.43771034479141235,
|
|
0.38993698358535767,
|
|
0.24719089269638062,
|
|
0.40579700469970703,
|
|
0.5035969614982605,
|
|
0.24999992549419403,
|
|
0.210526242852211,
|
|
0.23346298933029175,
|
|
0.3816792964935303,
|
|
0.2211054563522339,
|
|
0.2096773386001587,
|
|
0.2682926058769226,
|
|
0.31081071496009827,
|
|
0.23107562959194183,
|
|
0.22096307575702667,
|
|
0.145695298910141,
|
|
0.280898779630661,
|
|
0.20138882100582123,
|
|
0.1052631139755249,
|
|
0.33333325386047363,
|
|
0.32335323095321655,
|
|
0.46913570165634155,
|
|
0.19230763614177704,
|
|
0.2713567018508911,
|
|
0.12030069530010223,
|
|
0.04799995943903923,
|
|
0.220779150724411,
|
|
0.4545453190803528,
|
|
0.419999897480011,
|
|
0.13223135471343994,
|
|
0.027026981115341187,
|
|
0.21621616184711456,
|
|
0.49746179580688477,
|
|
0.5990337133407593,
|
|
0.47794100642204285,
|
|
0.11428564786911011,
|
|
0.38485801219940186,
|
|
0.31535258889198303,
|
|
0.28571420907974243,
|
|
0.2685184180736542,
|
|
0.5992778539657593,
|
|
0.4269661605358124,
|
|
0.4266665577888489,
|
|
0.329268217086792,
|
|
0.07575751841068268,
|
|
0.09174308180809021,
|
|
0.1769230216741562,
|
|
0.3319147825241089,
|
|
0.6181817054748535,
|
|
0.48648640513420105,
|
|
0.43269219994544983,
|
|
0.4736841022968292,
|
|
0.11023616045713425,
|
|
0.3587442934513092,
|
|
0.11363628506660461,
|
|
0.5519999265670776,
|
|
0.5470851063728333,
|
|
0.05970144271850586,
|
|
0.17801040410995483,
|
|
0.2909089922904968,
|
|
0.13924044370651245,
|
|
0.03636360913515091,
|
|
0.5454544425010681,
|
|
0.18300646543502808,
|
|
0.18181811273097992,
|
|
0.36601296067237854,
|
|
0.34817805886268616,
|
|
0.3584904372692108,
|
|
0.09459453821182251,
|
|
0.2964959144592285,
|
|
0.18064509332180023,
|
|
0.4459458291530609,
|
|
0.07339446991682053,
|
|
0.10687018185853958,
|
|
0.48739489912986755,
|
|
0.47368407249450684,
|
|
0.28059694170951843,
|
|
0.25675666332244873,
|
|
0.018017996102571487,
|
|
0.22680403292179108
|
|
],
|
|
"time": 184.29023556411266,
|
|
"param": [
|
|
{
|
|
"p": 0.13228601217269897,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0012052464298903942,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13532891869544983,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.039778780192136765,
|
|
"m": 0.9755575656890869
|
|
},
|
|
{
|
|
"p": 0.09248387813568115,
|
|
"m": 0.9997838735580444
|
|
},
|
|
{
|
|
"p": 0.02557861991226673,
|
|
"m": 0.4328193962574005
|
|
},
|
|
{
|
|
"p": 0.02011554315686226,
|
|
"m": 0.9773960709571838
|
|
},
|
|
{
|
|
"p": 0.08788160979747772,
|
|
"m": 0.9524348974227905
|
|
},
|
|
{
|
|
"p": 0.07069238275289536,
|
|
"m": 0.8532614707946777
|
|
},
|
|
{
|
|
"p": 0.051494766026735306,
|
|
"m": 0.8614740371704102
|
|
},
|
|
{
|
|
"p": 0.04811950400471687,
|
|
"m": 0.8465103507041931
|
|
},
|
|
{
|
|
"p": 0.12813225388526917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16619956493377686,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007028174004517496,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 5.700084209442139,
|
|
"val_loss": 2.9700794219970703,
|
|
"acc": 30.47,
|
|
"f1": [
|
|
0.5504586100578308,
|
|
0.26277366280555725,
|
|
0.210526242852211,
|
|
0.1749999076128006,
|
|
0.0967741385102272,
|
|
0.24137921631336212,
|
|
0.25185176730155945,
|
|
0.3428570628166199,
|
|
0.21428565680980682,
|
|
0.4083768427371979,
|
|
0.13235288858413696,
|
|
0.1550387144088745,
|
|
0.20338977873325348,
|
|
0.1100916936993599,
|
|
0.2525251507759094,
|
|
0.1758241057395935,
|
|
0.20799992978572845,
|
|
0.3749999403953552,
|
|
0.23140490055084229,
|
|
0.20731700956821442,
|
|
0.5955054759979248,
|
|
0.4183005392551422,
|
|
0.20276491343975067,
|
|
0.46153831481933594,
|
|
0.5398228764533997,
|
|
0.24034328758716583,
|
|
0.21621614694595337,
|
|
0.17391298711299896,
|
|
0.4331796169281006,
|
|
0.2758619785308838,
|
|
0.2769230008125305,
|
|
0.2470587193965912,
|
|
0.3414633274078369,
|
|
0.20512817800045013,
|
|
0.24999989569187164,
|
|
0.05555552989244461,
|
|
0.30487796664237976,
|
|
0.15384609997272491,
|
|
0.19138747453689575,
|
|
0.43749985098838806,
|
|
0.3318776488304138,
|
|
0.5643563270568848,
|
|
0.19999992847442627,
|
|
0.2721087336540222,
|
|
0.12048187851905823,
|
|
0.16216209530830383,
|
|
0.24999988079071045,
|
|
0.38983044028282166,
|
|
0.47169798612594604,
|
|
0.26086950302124023,
|
|
0.05970144271850586,
|
|
0.25125616788864136,
|
|
0.4753361940383911,
|
|
0.5075756311416626,
|
|
0.5291004180908203,
|
|
0.11688306927680969,
|
|
0.38043469190597534,
|
|
0.271493136882782,
|
|
0.3311257064342499,
|
|
0.16666661202907562,
|
|
0.663967490196228,
|
|
0.2635658085346222,
|
|
0.46534639596939087,
|
|
0.3426293730735779,
|
|
0.08108101785182953,
|
|
0.18823520839214325,
|
|
0.11764701455831528,
|
|
0.35294109582901,
|
|
0.5352111458778381,
|
|
0.4954127371311188,
|
|
0.4108106791973114,
|
|
0.5622488856315613,
|
|
0.08974353224039078,
|
|
0.2264150232076645,
|
|
0.17441853880882263,
|
|
0.5971562266349792,
|
|
0.501818060874939,
|
|
0.13968250155448914,
|
|
0.1971830278635025,
|
|
0.326315701007843,
|
|
0.017699090763926506,
|
|
0.2533332407474518,
|
|
0.5312498807907104,
|
|
0.28368785977363586,
|
|
0.15555550158023834,
|
|
0.3874998986721039,
|
|
0.3523315489292145,
|
|
0.3425924777984619,
|
|
0.15436236560344696,
|
|
0.32911381125450134,
|
|
0.2705313265323639,
|
|
0.3422459661960602,
|
|
0.15957440435886383,
|
|
0.14399996399879456,
|
|
0.41999995708465576,
|
|
0.49090901017189026,
|
|
0.20765019953250885,
|
|
0.31638407707214355,
|
|
0.07575751841068268,
|
|
0.23809516429901123
|
|
],
|
|
"time": 183.04855848103762,
|
|
"param": [
|
|
{
|
|
"p": 0.11836642026901245,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0030648945830762386,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1174357458949089,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.035947978496551514,
|
|
"m": 0.9958323240280151
|
|
},
|
|
{
|
|
"p": 0.10380249470472336,
|
|
"m": 0.9612139463424683
|
|
},
|
|
{
|
|
"p": 0.04796542972326279,
|
|
"m": 0.3922366797924042
|
|
},
|
|
{
|
|
"p": 0.07029396295547485,
|
|
"m": 0.9045410752296448
|
|
},
|
|
{
|
|
"p": 0.06169712916016579,
|
|
"m": 0.9238354563713074
|
|
},
|
|
{
|
|
"p": 0.06546947360038757,
|
|
"m": 0.9375391006469727
|
|
},
|
|
{
|
|
"p": 0.01915348879992962,
|
|
"m": 0.8493393063545227
|
|
},
|
|
{
|
|
"p": 0.08346281945705414,
|
|
"m": 0.8299973607063293
|
|
},
|
|
{
|
|
"p": 0.11752238124608994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15510982275009155,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007079352508299053,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 5.589075088500977,
|
|
"val_loss": 2.9378323554992676,
|
|
"acc": 31.28,
|
|
"f1": [
|
|
0.5575219988822937,
|
|
0.34042543172836304,
|
|
0.2589927613735199,
|
|
0.251428484916687,
|
|
0.09022551029920578,
|
|
0.2547769844532013,
|
|
0.3166022300720215,
|
|
0.358024537563324,
|
|
0.26666656136512756,
|
|
0.4102562665939331,
|
|
0.0,
|
|
0.19217076897621155,
|
|
0.26666659116744995,
|
|
0.1866666078567505,
|
|
0.20462042093276978,
|
|
0.16058386862277985,
|
|
0.27777767181396484,
|
|
0.5062239766120911,
|
|
0.32599109411239624,
|
|
0.1983470320701599,
|
|
0.5326631665229797,
|
|
0.4046241343021393,
|
|
0.26573416590690613,
|
|
0.5029938817024231,
|
|
0.5828570127487183,
|
|
0.28025469183921814,
|
|
0.24277448654174805,
|
|
0.2094240039587021,
|
|
0.45976996421813965,
|
|
0.255143940448761,
|
|
0.34554967284202576,
|
|
0.2485205978155136,
|
|
0.3113771378993988,
|
|
0.2793295383453369,
|
|
0.28193822503089905,
|
|
0.1625441163778305,
|
|
0.3290042281150818,
|
|
0.19393931329250336,
|
|
0.17964066565036774,
|
|
0.47257372736930847,
|
|
0.30097079277038574,
|
|
0.4899597465991974,
|
|
0.19108274579048157,
|
|
0.27999988198280334,
|
|
0.15228420495986938,
|
|
0.12173908948898315,
|
|
0.2444443702697754,
|
|
0.44628089666366577,
|
|
0.43564343452453613,
|
|
0.25165554881095886,
|
|
0.05714280158281326,
|
|
0.13740453124046326,
|
|
0.47169798612594604,
|
|
0.6145250201225281,
|
|
0.5188283324241638,
|
|
0.06965168565511703,
|
|
0.4634144902229309,
|
|
0.35714274644851685,
|
|
0.31205666065216064,
|
|
0.322274774312973,
|
|
0.7309643626213074,
|
|
0.37499991059303284,
|
|
0.43850257992744446,
|
|
0.3316061198711395,
|
|
0.09999994933605194,
|
|
0.22009563446044922,
|
|
0.14364632964134216,
|
|
0.12068961560726166,
|
|
0.6488887667655945,
|
|
0.5175436735153198,
|
|
0.4162435233592987,
|
|
0.5821594595909119,
|
|
0.13017743825912476,
|
|
0.3373492956161499,
|
|
0.18248169124126434,
|
|
0.5572518110275269,
|
|
0.5987259745597839,
|
|
0.11347513645887375,
|
|
0.11111105233430862,
|
|
0.2485874742269516,
|
|
0.1327800303697586,
|
|
0.2298850268125534,
|
|
0.6111109852790833,
|
|
0.2193547636270523,
|
|
0.16867463290691376,
|
|
0.15789470076560974,
|
|
0.3763439953327179,
|
|
0.3510637581348419,
|
|
0.20264311134815216,
|
|
0.2915600538253784,
|
|
0.22742466628551483,
|
|
0.40740731358528137,
|
|
0.018691571429371834,
|
|
0.22598862648010254,
|
|
0.5671641230583191,
|
|
0.42580634355545044,
|
|
0.28099164366722107,
|
|
0.2560974657535553,
|
|
0.0666666254401207,
|
|
0.28758159279823303
|
|
],
|
|
"time": 184.5346115557477,
|
|
"param": [
|
|
{
|
|
"p": 0.1142430528998375,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.030774829909205437,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09841294586658478,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.046891480684280396,
|
|
"m": 0.9576608538627625
|
|
},
|
|
{
|
|
"p": 0.08248034119606018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06269986182451248,
|
|
"m": 0.3739400804042816
|
|
},
|
|
{
|
|
"p": 0.06453593820333481,
|
|
"m": 0.9202460050582886
|
|
},
|
|
{
|
|
"p": 0.0545366071164608,
|
|
"m": 0.969509482383728
|
|
},
|
|
{
|
|
"p": 0.05251574143767357,
|
|
"m": 0.7838133573532104
|
|
},
|
|
{
|
|
"p": 0.06006069853901863,
|
|
"m": 0.857864260673523
|
|
},
|
|
{
|
|
"p": 0.08129493147134781,
|
|
"m": 0.8467546701431274
|
|
},
|
|
{
|
|
"p": 0.11670754104852676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13414044678211212,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007056295871734619,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 5.487302303314209,
|
|
"val_loss": 2.8342504501342773,
|
|
"acc": 31.24,
|
|
"f1": [
|
|
0.5714284777641296,
|
|
0.3846152722835541,
|
|
0.2682926058769226,
|
|
0.21965309977531433,
|
|
0.048780445009469986,
|
|
0.2774565517902374,
|
|
0.32214754819869995,
|
|
0.34394893050193787,
|
|
0.24516120553016663,
|
|
0.4083332419395447,
|
|
0.019230758771300316,
|
|
0.2025315910577774,
|
|
0.2099446803331375,
|
|
0.06837603449821472,
|
|
0.2378377616405487,
|
|
0.178313210606575,
|
|
0.29197070002555847,
|
|
0.42145586013793945,
|
|
0.3880595862865448,
|
|
0.21965309977531433,
|
|
0.49999991059303284,
|
|
0.46231144666671753,
|
|
0.23357655107975006,
|
|
0.3703702986240387,
|
|
0.5400842428207397,
|
|
0.2424241602420807,
|
|
0.22485199570655823,
|
|
0.2533332407474518,
|
|
0.42857131361961365,
|
|
0.24719089269638062,
|
|
0.31638407707214355,
|
|
0.2699999213218689,
|
|
0.2780747711658478,
|
|
0.3186812400817871,
|
|
0.3167419731616974,
|
|
0.13924044370651245,
|
|
0.2716048061847687,
|
|
0.1449274718761444,
|
|
0.19158872961997986,
|
|
0.4024389386177063,
|
|
0.34254133701324463,
|
|
0.46099281311035156,
|
|
0.16666659712791443,
|
|
0.2674771547317505,
|
|
0.1514195203781128,
|
|
0.18320602178573608,
|
|
0.19251330196857452,
|
|
0.418118417263031,
|
|
0.4550897181034088,
|
|
0.43749991059303284,
|
|
0.13333328068256378,
|
|
0.2716048061847687,
|
|
0.5363634824752808,
|
|
0.5454544425010681,
|
|
0.5280897617340088,
|
|
0.07999993860721588,
|
|
0.4265401363372803,
|
|
0.2952028810977936,
|
|
0.30270257592201233,
|
|
0.25274714827537537,
|
|
0.6484017372131348,
|
|
0.3943660855293274,
|
|
0.44943806529045105,
|
|
0.2928869426250458,
|
|
0.11173177510499954,
|
|
0.1855669468641281,
|
|
0.052173878997564316,
|
|
0.2769230008125305,
|
|
0.6076922416687012,
|
|
0.48510628938674927,
|
|
0.3975902497768402,
|
|
0.5836575031280518,
|
|
0.13114747405052185,
|
|
0.29319363832473755,
|
|
0.1940927654504776,
|
|
0.653465211391449,
|
|
0.509090781211853,
|
|
0.12615951895713806,
|
|
0.19999994337558746,
|
|
0.2191779911518097,
|
|
0.09729723632335663,
|
|
0.253807008266449,
|
|
0.580357015132904,
|
|
0.1290322095155716,
|
|
0.15624994039535522,
|
|
0.4632767140865326,
|
|
0.35454532504081726,
|
|
0.3552630543708801,
|
|
0.13978487253189087,
|
|
0.3542855978012085,
|
|
0.24262291193008423,
|
|
0.4818180501461029,
|
|
0.14545448124408722,
|
|
0.1660376787185669,
|
|
0.4857141971588135,
|
|
0.47715723514556885,
|
|
0.24489788711071014,
|
|
0.2959182858467102,
|
|
0.0759493038058281,
|
|
0.2269502729177475
|
|
],
|
|
"time": 180.8983020465821,
|
|
"param": [
|
|
{
|
|
"p": 0.12192296236753464,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007082694210112095,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1270216703414917,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05565965175628662,
|
|
"m": 0.8671272993087769
|
|
},
|
|
{
|
|
"p": 0.0991220474243164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03846319764852524,
|
|
"m": 0.30123835802078247
|
|
},
|
|
{
|
|
"p": 0.05748733878135681,
|
|
"m": 0.8092679977416992
|
|
},
|
|
{
|
|
"p": 0.06455548107624054,
|
|
"m": 0.9097415208816528
|
|
},
|
|
{
|
|
"p": 0.07679882645606995,
|
|
"m": 0.783062756061554
|
|
},
|
|
{
|
|
"p": 0.05309678241610527,
|
|
"m": 0.9300891160964966
|
|
},
|
|
{
|
|
"p": 0.054456982761621475,
|
|
"m": 0.8496060967445374
|
|
},
|
|
{
|
|
"p": 0.11216680705547333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13783173263072968,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007082694210112095,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 4.683870315551758,
|
|
"val_loss": 2.7698917388916016,
|
|
"acc": 32.08,
|
|
"f1": [
|
|
0.5628139972686768,
|
|
0.32335323095321655,
|
|
0.27999988198280334,
|
|
0.20105813443660736,
|
|
0.19795216619968414,
|
|
0.13533830642700195,
|
|
0.3186812400817871,
|
|
0.41975298523902893,
|
|
0.2812499403953552,
|
|
0.37130793929100037,
|
|
0.154929518699646,
|
|
0.2116401493549347,
|
|
0.2577318847179413,
|
|
0.22377613186836243,
|
|
0.08928567916154861,
|
|
0.1914892941713333,
|
|
0.3670884966850281,
|
|
0.46788978576660156,
|
|
0.28136876225471497,
|
|
0.23529404401779175,
|
|
0.6107783317565918,
|
|
0.5196077227592468,
|
|
0.2150537222623825,
|
|
0.502564013004303,
|
|
0.6086955666542053,
|
|
0.24590153992176056,
|
|
0.22598862648010254,
|
|
0.20930227637290955,
|
|
0.38738730549812317,
|
|
0.26373615860939026,
|
|
0.36820071935653687,
|
|
0.25543472170829773,
|
|
0.35294109582901,
|
|
0.2620086967945099,
|
|
0.30150744318962097,
|
|
0.19791658222675323,
|
|
0.3064514994621277,
|
|
0.18749994039535522,
|
|
0.14598533511161804,
|
|
0.434782475233078,
|
|
0.2697673439979553,
|
|
0.6077346205711365,
|
|
0.2264150083065033,
|
|
0.3568074107170105,
|
|
0.1704544872045517,
|
|
0.19230762124061584,
|
|
0.15748025476932526,
|
|
0.4947367310523987,
|
|
0.41935470700263977,
|
|
0.39285704493522644,
|
|
0.03448272496461868,
|
|
0.2564101815223694,
|
|
0.5078123807907104,
|
|
0.5446008443832397,
|
|
0.44210517406463623,
|
|
0.10370365530252457,
|
|
0.4152541756629944,
|
|
0.28244268894195557,
|
|
0.3026314675807953,
|
|
0.24786315858364105,
|
|
0.741463303565979,
|
|
0.3209875524044037,
|
|
0.3793102502822876,
|
|
0.3113771378993988,
|
|
0.08187128603458405,
|
|
0.1226993277668953,
|
|
0.14843745529651642,
|
|
0.2598869204521179,
|
|
0.6772485375404358,
|
|
0.5502644181251526,
|
|
0.37158459424972534,
|
|
0.4720495045185089,
|
|
0.12931029498577118,
|
|
0.3756905198097229,
|
|
0.13888882100582123,
|
|
0.6153844594955444,
|
|
0.5454544425010681,
|
|
0.14876028895378113,
|
|
0.19905206561088562,
|
|
0.2842104732990265,
|
|
0.0958903580904007,
|
|
0.2521738111972809,
|
|
0.6161615252494812,
|
|
0.3102039694786072,
|
|
0.1971830427646637,
|
|
0.40701743960380554,
|
|
0.37704911828041077,
|
|
0.34246566891670227,
|
|
0.09032251685857773,
|
|
0.34509798884391785,
|
|
0.2191779911518097,
|
|
0.4792625606060028,
|
|
0.14545448124408722,
|
|
0.17272719740867615,
|
|
0.5666665434837341,
|
|
0.4218749403953552,
|
|
0.27309226989746094,
|
|
0.22685183584690094,
|
|
0.11199995130300522,
|
|
0.2843601107597351
|
|
],
|
|
"time": 178.75896847061813,
|
|
"param": [
|
|
{
|
|
"p": 0.10546327382326126,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0006864711758680642,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10028410702943802,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08592464029788971,
|
|
"m": 0.9366866946220398
|
|
},
|
|
{
|
|
"p": 0.07302828878164291,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05931592732667923,
|
|
"m": 0.36571645736694336
|
|
},
|
|
{
|
|
"p": 0.09502152353525162,
|
|
"m": 0.9348629713058472
|
|
},
|
|
{
|
|
"p": 0.0697338730096817,
|
|
"m": 0.9850523471832275
|
|
},
|
|
{
|
|
"p": 0.0787525549530983,
|
|
"m": 0.78460693359375
|
|
},
|
|
{
|
|
"p": 0.04059085622429848,
|
|
"m": 0.9377903342247009
|
|
},
|
|
{
|
|
"p": 0.058416370302438736,
|
|
"m": 0.8287845253944397
|
|
},
|
|
{
|
|
"p": 0.11933419853448868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11276134848594666,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0006864711758680642,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 5.2523345947265625,
|
|
"val_loss": 2.8659727573394775,
|
|
"acc": 31.61,
|
|
"f1": [
|
|
0.5519999265670776,
|
|
0.39069753885269165,
|
|
0.1749999076128006,
|
|
0.21698106825351715,
|
|
0.16170208156108856,
|
|
0.2999999225139618,
|
|
0.36464083194732666,
|
|
0.3121386468410492,
|
|
0.256410151720047,
|
|
0.4516127407550812,
|
|
0.16058386862277985,
|
|
0.20224712789058685,
|
|
0.20312491059303284,
|
|
0.19999994337558746,
|
|
0.16783210635185242,
|
|
0.23232315480709076,
|
|
0.3147207200527191,
|
|
0.43979042768478394,
|
|
0.3609755337238312,
|
|
0.23287664353847504,
|
|
0.5272725820541382,
|
|
0.4362138509750366,
|
|
0.23236507177352905,
|
|
0.522612988948822,
|
|
0.4675324261188507,
|
|
0.2097901701927185,
|
|
0.29213473200798035,
|
|
0.2519083321094513,
|
|
0.38571420311927795,
|
|
0.255638986825943,
|
|
0.3143811821937561,
|
|
0.2901553809642792,
|
|
0.30769217014312744,
|
|
0.2014387845993042,
|
|
0.283950537443161,
|
|
0.0967741385102272,
|
|
0.31818172335624695,
|
|
0.1503758728504181,
|
|
0.19230762124061584,
|
|
0.4418603479862213,
|
|
0.329268217086792,
|
|
0.5074625611305237,
|
|
0.25510191917419434,
|
|
0.3418802320957184,
|
|
0.04444439709186554,
|
|
0.16724732518196106,
|
|
0.21874992549419403,
|
|
0.48068660497665405,
|
|
0.4606740176677704,
|
|
0.3399999141693115,
|
|
0.16744180023670197,
|
|
0.24489788711071014,
|
|
0.5147057771682739,
|
|
0.566523551940918,
|
|
0.4387753903865814,
|
|
0.1126759946346283,
|
|
0.4292682111263275,
|
|
0.3087247312068939,
|
|
0.3003194332122803,
|
|
0.20895513892173767,
|
|
0.7171715497970581,
|
|
0.3537413775920868,
|
|
0.44559577107429504,
|
|
0.3050846457481384,
|
|
0.07920785993337631,
|
|
0.1754385381937027,
|
|
0.11764698475599289,
|
|
0.2804426848888397,
|
|
0.6086955666542053,
|
|
0.5699998736381531,
|
|
0.43373483419418335,
|
|
0.6146787405014038,
|
|
0.06578941643238068,
|
|
0.3217390477657318,
|
|
0.16091948747634888,
|
|
0.5587043762207031,
|
|
0.5084744095802307,
|
|
0.10071936994791031,
|
|
0.17801040410995483,
|
|
0.2233501821756363,
|
|
0.13836471736431122,
|
|
0.20930226147174835,
|
|
0.6171427369117737,
|
|
0.1594202220439911,
|
|
0.13333328068256378,
|
|
0.41441428661346436,
|
|
0.41148313879966736,
|
|
0.28767114877700806,
|
|
0.15172408521175385,
|
|
0.3278687596321106,
|
|
0.18149463832378387,
|
|
0.4485980272293091,
|
|
0.14925366640090942,
|
|
0.15999993681907654,
|
|
0.5555554628372192,
|
|
0.37944653630256653,
|
|
0.3016759157180786,
|
|
0.2612243890762329,
|
|
0.11594196408987045,
|
|
0.2272726595401764
|
|
],
|
|
"time": 183.47185564227402,
|
|
"param": [
|
|
{
|
|
"p": 0.0992419496178627,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0220622681081295,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.13663113117218018,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028239993378520012,
|
|
"m": 0.954890787601471
|
|
},
|
|
{
|
|
"p": 0.0865759328007698,
|
|
"m": 0.9678286910057068
|
|
},
|
|
{
|
|
"p": 0.06779643893241882,
|
|
"m": 0.4848450720310211
|
|
},
|
|
{
|
|
"p": 0.05387713015079498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061447422951459885,
|
|
"m": 0.9589045643806458
|
|
},
|
|
{
|
|
"p": 0.07034410536289215,
|
|
"m": 0.7902839183807373
|
|
},
|
|
{
|
|
"p": 0.06132619455456734,
|
|
"m": 0.9991958737373352
|
|
},
|
|
{
|
|
"p": 0.042268820106983185,
|
|
"m": 0.8472152948379517
|
|
},
|
|
{
|
|
"p": 0.11919674277305603,
|
|
"m": 0.9985042810440063
|
|
},
|
|
{
|
|
"p": 0.15027201175689697,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007198141538538039,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 4.757987976074219,
|
|
"val_loss": 2.651928663253784,
|
|
"acc": 32.17,
|
|
"f1": [
|
|
0.5447153449058533,
|
|
0.3720929026603699,
|
|
0.18604643642902374,
|
|
0.0806451216340065,
|
|
0.15909084677696228,
|
|
0.2576685845851898,
|
|
0.3794870972633362,
|
|
0.3107568919658661,
|
|
0.2624998986721039,
|
|
0.3971630334854126,
|
|
0.08571423590183258,
|
|
0.17241372168064117,
|
|
0.3315507173538208,
|
|
0.24221445620059967,
|
|
0.30337071418762207,
|
|
0.15384609997272491,
|
|
0.275229275226593,
|
|
0.45643141865730286,
|
|
0.3318384885787964,
|
|
0.25688064098358154,
|
|
0.4949493706226349,
|
|
0.37297290563583374,
|
|
0.2692306935787201,
|
|
0.5193368792533875,
|
|
0.5101213455200195,
|
|
0.23676005005836487,
|
|
0.20689646899700165,
|
|
0.1951218843460083,
|
|
0.4397162199020386,
|
|
0.2333332747220993,
|
|
0.36269423365592957,
|
|
0.31279608607292175,
|
|
0.28846150636672974,
|
|
0.3248729705810547,
|
|
0.24390234053134918,
|
|
0.17857135832309723,
|
|
0.3098590672016144,
|
|
0.19591830670833588,
|
|
0.145695298910141,
|
|
0.4380951225757599,
|
|
0.292307585477829,
|
|
0.5490195155143738,
|
|
0.18439710140228271,
|
|
0.33333322405815125,
|
|
0.15833325684070587,
|
|
0.17307688295841217,
|
|
0.20125779509544373,
|
|
0.47368407249450684,
|
|
0.36090216040611267,
|
|
0.3636362552642822,
|
|
0.1395348161458969,
|
|
0.18461529910564423,
|
|
0.624390184879303,
|
|
0.5619046092033386,
|
|
0.48648640513420105,
|
|
0.13824880123138428,
|
|
0.5113635063171387,
|
|
0.35294109582901,
|
|
0.28571417927742004,
|
|
0.29677411913871765,
|
|
0.6077346205711365,
|
|
0.4077668786048889,
|
|
0.4198893904685974,
|
|
0.3016759157180786,
|
|
0.09271517395973206,
|
|
0.1818181276321411,
|
|
0.170940101146698,
|
|
0.31724128127098083,
|
|
0.6543776988983154,
|
|
0.5283017754554749,
|
|
0.49484527111053467,
|
|
0.5570468306541443,
|
|
0.14285708963871002,
|
|
0.35193121433258057,
|
|
0.1240309551358223,
|
|
0.6178008913993835,
|
|
0.590908944606781,
|
|
0.0701754093170166,
|
|
0.2029850333929062,
|
|
0.28124991059303284,
|
|
0.07575751841068268,
|
|
0.23611104488372803,
|
|
0.6735749840736389,
|
|
0.17391297221183777,
|
|
0.15023468434810638,
|
|
0.39999985694885254,
|
|
0.36082467436790466,
|
|
0.33532923460006714,
|
|
0.13333328068256378,
|
|
0.37768232822418213,
|
|
0.2099446803331375,
|
|
0.36721307039260864,
|
|
0.19580411911010742,
|
|
0.2127658873796463,
|
|
0.5595853924751282,
|
|
0.4824119210243225,
|
|
0.24999988079071045,
|
|
0.22459883987903595,
|
|
0.11702121049165726,
|
|
0.19999991357326508
|
|
],
|
|
"time": 182.86524411384016,
|
|
"param": [
|
|
{
|
|
"p": 0.08961685746908188,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.015420040115714073,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08525010943412781,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.049023013561964035,
|
|
"m": 0.9131399393081665
|
|
},
|
|
{
|
|
"p": 0.1053914800286293,
|
|
"m": 0.9987186193466187
|
|
},
|
|
{
|
|
"p": 0.07991673052310944,
|
|
"m": 0.41551128029823303
|
|
},
|
|
{
|
|
"p": 0.06831474602222443,
|
|
"m": 0.9966735243797302
|
|
},
|
|
{
|
|
"p": 0.09571810811758041,
|
|
"m": 0.9366896748542786
|
|
},
|
|
{
|
|
"p": 0.06905001401901245,
|
|
"m": 0.8763513565063477
|
|
},
|
|
{
|
|
"p": 0.055623553693294525,
|
|
"m": 0.9977839589118958
|
|
},
|
|
{
|
|
"p": 0.04890948161482811,
|
|
"m": 0.8932746648788452
|
|
},
|
|
{
|
|
"p": 0.10395099967718124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13311128318309784,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007035697344690561,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 5.419402599334717,
|
|
"val_loss": 2.9115560054779053,
|
|
"acc": 32.58,
|
|
"f1": [
|
|
0.5821594595909119,
|
|
0.3710406422615051,
|
|
0.2690582275390625,
|
|
0.21333326399326324,
|
|
0.13636358082294464,
|
|
0.27999991178512573,
|
|
0.372413694858551,
|
|
0.3563217520713806,
|
|
0.28723397850990295,
|
|
0.4645159840583801,
|
|
0.13471496105194092,
|
|
0.2193547636270523,
|
|
0.3300969898700714,
|
|
0.24050623178482056,
|
|
0.16901402175426483,
|
|
0.22413785755634308,
|
|
0.31858399510383606,
|
|
0.4311925768852234,
|
|
0.2528734505176544,
|
|
0.1971830427646637,
|
|
0.5951218605041504,
|
|
0.47761180996894836,
|
|
0.2485205978155136,
|
|
0.48484835028648376,
|
|
0.5617020726203918,
|
|
0.26751580834388733,
|
|
0.2485874742269516,
|
|
0.23350247740745544,
|
|
0.4945053458213806,
|
|
0.2929935157299042,
|
|
0.37349390983581543,
|
|
0.3316061198711395,
|
|
0.2614377737045288,
|
|
0.2790696918964386,
|
|
0.27472516894340515,
|
|
0.12345672398805618,
|
|
0.2941175401210785,
|
|
0.17757000029087067,
|
|
0.18867918848991394,
|
|
0.46511611342430115,
|
|
0.28688517212867737,
|
|
0.5544553399085999,
|
|
0.2661289572715759,
|
|
0.30046939849853516,
|
|
0.15706801414489746,
|
|
0.23030294477939606,
|
|
0.052631545811891556,
|
|
0.45405393838882446,
|
|
0.5046727657318115,
|
|
0.20289847254753113,
|
|
0.19374994933605194,
|
|
0.23448269069194794,
|
|
0.5873605012893677,
|
|
0.5657369494438171,
|
|
0.425531804561615,
|
|
0.07339446991682053,
|
|
0.3592813014984131,
|
|
0.3175964951515198,
|
|
0.32989683747291565,
|
|
0.210526242852211,
|
|
0.642857015132904,
|
|
0.3714284598827362,
|
|
0.4347825348377228,
|
|
0.2580644488334656,
|
|
0.06249995529651642,
|
|
0.1854303926229477,
|
|
0.14237281680107117,
|
|
0.2269502729177475,
|
|
0.6037734150886536,
|
|
0.5599998831748962,
|
|
0.4022987186908722,
|
|
0.5440612435340881,
|
|
0.14901955425739288,
|
|
0.3050846457481384,
|
|
0.1725887656211853,
|
|
0.6272726058959961,
|
|
0.5375493168830872,
|
|
0.15126045048236847,
|
|
0.1983470320701599,
|
|
0.3636362552642822,
|
|
0.11111106723546982,
|
|
0.26086950302124023,
|
|
0.6403939127922058,
|
|
0.09599995613098145,
|
|
0.20532315969467163,
|
|
0.37499991059303284,
|
|
0.3908045291900635,
|
|
0.32835814356803894,
|
|
0.13846148550510406,
|
|
0.3697478175163269,
|
|
0.2588233947753906,
|
|
0.4413144290447235,
|
|
0.16842098534107208,
|
|
0.14444437623023987,
|
|
0.5595237016677856,
|
|
0.4242422580718994,
|
|
0.33913031220436096,
|
|
0.27999991178512573,
|
|
0.15633417665958405,
|
|
0.321428507566452
|
|
],
|
|
"time": 184.48686383571476,
|
|
"param": [
|
|
{
|
|
"p": 0.11538742482662201,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03155916929244995,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09371525049209595,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0651819184422493,
|
|
"m": 0.9533642530441284
|
|
},
|
|
{
|
|
"p": 0.0630120113492012,
|
|
"m": 0.9988658428192139
|
|
},
|
|
{
|
|
"p": 0.07771970331668854,
|
|
"m": 0.42328348755836487
|
|
},
|
|
{
|
|
"p": 0.05065356194972992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07426261156797409,
|
|
"m": 0.8706520795822144
|
|
},
|
|
{
|
|
"p": 0.05724340304732323,
|
|
"m": 0.914551317691803
|
|
},
|
|
{
|
|
"p": 0.07459472864866257,
|
|
"m": 0.9587169289588928
|
|
},
|
|
{
|
|
"p": 0.06881885230541229,
|
|
"m": 0.8921305537223816
|
|
},
|
|
{
|
|
"p": 0.08237826079130173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14477761089801788,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0006954032578505576,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 5.539308071136475,
|
|
"val_loss": 2.707738161087036,
|
|
"acc": 32.92,
|
|
"f1": [
|
|
0.5803107619285583,
|
|
0.40552979707717896,
|
|
0.22222214937210083,
|
|
0.193548321723938,
|
|
0.07633582502603531,
|
|
0.2719297707080841,
|
|
0.3580785095691681,
|
|
0.3621397912502289,
|
|
0.2716048061847687,
|
|
0.44670039415359497,
|
|
0.1758241057395935,
|
|
0.24680845439434052,
|
|
0.2758619785308838,
|
|
0.24427475035190582,
|
|
0.22988496720790863,
|
|
0.236453115940094,
|
|
0.3708608150482178,
|
|
0.43999987840652466,
|
|
0.3711339235305786,
|
|
0.2406638264656067,
|
|
0.5858584046363831,
|
|
0.4499998688697815,
|
|
0.26548662781715393,
|
|
0.5128204226493835,
|
|
0.5599998831748962,
|
|
0.32369929552078247,
|
|
0.28415289521217346,
|
|
0.21698109805583954,
|
|
0.4099377691745758,
|
|
0.26041656732559204,
|
|
0.33121007680892944,
|
|
0.30994144082069397,
|
|
0.31818172335624695,
|
|
0.2571427822113037,
|
|
0.309859037399292,
|
|
0.1683167666196823,
|
|
0.2769230008125305,
|
|
0.1909089982509613,
|
|
0.18784524500370026,
|
|
0.46376800537109375,
|
|
0.3122362196445465,
|
|
0.5089284181594849,
|
|
0.212290421128273,
|
|
0.2258063703775406,
|
|
0.17040351033210754,
|
|
0.1768706887960434,
|
|
0.16455689072608948,
|
|
0.4675323963165283,
|
|
0.48044681549072266,
|
|
0.34615373611450195,
|
|
0.09230764210224152,
|
|
0.25870639085769653,
|
|
0.5348836779594421,
|
|
0.5894736051559448,
|
|
0.4379561245441437,
|
|
0.07643306255340576,
|
|
0.4018690288066864,
|
|
0.2890172600746155,
|
|
0.29629620909690857,
|
|
0.31538453698158264,
|
|
0.6486485004425049,
|
|
0.38709667325019836,
|
|
0.4694834351539612,
|
|
0.38095223903656006,
|
|
0.16267937421798706,
|
|
0.1855669468641281,
|
|
0.14925366640090942,
|
|
0.2948717176914215,
|
|
0.6696831583976746,
|
|
0.5308640599250793,
|
|
0.4861876964569092,
|
|
0.5839415192604065,
|
|
0.1449274867773056,
|
|
0.32835814356803894,
|
|
0.08633087575435638,
|
|
0.44134077429771423,
|
|
0.6113988757133484,
|
|
0.05454542860388756,
|
|
0.19047611951828003,
|
|
0.23611101508140564,
|
|
0.1548386514186859,
|
|
0.2810809910297394,
|
|
0.5901638269424438,
|
|
0.2824857831001282,
|
|
0.2025315761566162,
|
|
0.4313724637031555,
|
|
0.4631577730178833,
|
|
0.34905651211738586,
|
|
0.21305835247039795,
|
|
0.21848730742931366,
|
|
0.21698109805583954,
|
|
0.4157705307006836,
|
|
0.19534875452518463,
|
|
0.228571355342865,
|
|
0.556212842464447,
|
|
0.4646463394165039,
|
|
0.21621614694595337,
|
|
0.3157893717288971,
|
|
0.07518791407346725,
|
|
0.12612608075141907
|
|
],
|
|
"time": 179.1275292467326,
|
|
"param": [
|
|
{
|
|
"p": 0.09152835607528687,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.018720664083957672,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1193956583738327,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05287252366542816,
|
|
"m": 0.9465399980545044
|
|
},
|
|
{
|
|
"p": 0.09071064740419388,
|
|
"m": 0.9941751956939697
|
|
},
|
|
{
|
|
"p": 0.04921576380729675,
|
|
"m": 0.3791693150997162
|
|
},
|
|
{
|
|
"p": 0.050488829612731934,
|
|
"m": 0.9406164288520813
|
|
},
|
|
{
|
|
"p": 0.0739203467965126,
|
|
"m": 0.972935140132904
|
|
},
|
|
{
|
|
"p": 0.07412397116422653,
|
|
"m": 0.977283775806427
|
|
},
|
|
{
|
|
"p": 0.07898523658514023,
|
|
"m": 0.8963693380355835
|
|
},
|
|
{
|
|
"p": 0.07082806527614594,
|
|
"m": 0.8193720579147339
|
|
},
|
|
{
|
|
"p": 0.08634396642446518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1421668529510498,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0006991244154050946,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 5.3628740310668945,
|
|
"val_loss": 2.9802310466766357,
|
|
"acc": 32.94,
|
|
"f1": [
|
|
0.635837972164154,
|
|
0.3456788957118988,
|
|
0.10434778034687042,
|
|
0.09929072856903076,
|
|
0.12413787841796875,
|
|
0.25862061977386475,
|
|
0.4020099639892578,
|
|
0.34710732102394104,
|
|
0.2591361105442047,
|
|
0.4634144902229309,
|
|
0.12949636578559875,
|
|
0.23448269069194794,
|
|
0.28464412689208984,
|
|
0.21951211988925934,
|
|
0.23115570843219757,
|
|
0.2048192024230957,
|
|
0.31645557284355164,
|
|
0.494381844997406,
|
|
0.2769230008125305,
|
|
0.24844713509082794,
|
|
0.5624998807907104,
|
|
0.445282906293869,
|
|
0.2644627094268799,
|
|
0.45901623368263245,
|
|
0.5933012366294861,
|
|
0.28723397850990295,
|
|
0.26724129915237427,
|
|
0.19289332628250122,
|
|
0.41840997338294983,
|
|
0.2753622233867645,
|
|
0.3985764682292938,
|
|
0.32258057594299316,
|
|
0.33333322405815125,
|
|
0.3592231869697571,
|
|
0.29152533411979675,
|
|
0.12578611075878143,
|
|
0.3209875524044037,
|
|
0.16326524317264557,
|
|
0.2687745988368988,
|
|
0.44444432854652405,
|
|
0.29629620909690857,
|
|
0.5917158722877502,
|
|
0.24999991059303284,
|
|
0.2941175699234009,
|
|
0.16931210458278656,
|
|
0.18390797078609467,
|
|
0.1629629135131836,
|
|
0.4186045825481415,
|
|
0.4549761712551117,
|
|
0.3454544246196747,
|
|
0.1528661698102951,
|
|
0.27999988198280334,
|
|
0.5333332419395447,
|
|
0.5387453436851501,
|
|
0.49664416909217834,
|
|
0.08588951081037521,
|
|
0.41212108731269836,
|
|
0.3699420988559723,
|
|
0.33064505457878113,
|
|
0.25870639085769653,
|
|
0.675324559211731,
|
|
0.44571414589881897,
|
|
0.4502616822719574,
|
|
0.3290042281150818,
|
|
0.12499993294477463,
|
|
0.18791939318180084,
|
|
0.0336134098470211,
|
|
0.34389129281044006,
|
|
0.6289306282997131,
|
|
0.5730335712432861,
|
|
0.429447740316391,
|
|
0.5544553399085999,
|
|
0.12499994784593582,
|
|
0.32183900475502014,
|
|
0.1900825798511505,
|
|
0.5311201810836792,
|
|
0.5714284181594849,
|
|
0.10144922137260437,
|
|
0.2566037178039551,
|
|
0.3037973642349243,
|
|
0.16774186491966248,
|
|
0.2913385033607483,
|
|
0.642857015132904,
|
|
0.304526686668396,
|
|
0.18848159909248352,
|
|
0.4476189613342285,
|
|
0.43093910813331604,
|
|
0.39325833320617676,
|
|
0.1290322095155716,
|
|
0.3886638879776001,
|
|
0.22602730989456177,
|
|
0.3999998867511749,
|
|
0.21649475395679474,
|
|
0.16589856147766113,
|
|
0.509316623210907,
|
|
0.3711339235305786,
|
|
0.22047236561775208,
|
|
0.2575106620788574,
|
|
0.06535942107439041,
|
|
0.2264150232076645
|
|
],
|
|
"time": 180.17982466891408,
|
|
"param": [
|
|
{
|
|
"p": 0.10002776235342026,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.044340845197439194,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08345666527748108,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06708387285470963,
|
|
"m": 0.9997546672821045
|
|
},
|
|
{
|
|
"p": 0.08633846044540405,
|
|
"m": 0.9815725684165955
|
|
},
|
|
{
|
|
"p": 0.07666946202516556,
|
|
"m": 0.3626537024974823
|
|
},
|
|
{
|
|
"p": 0.0716567412018776,
|
|
"m": 0.9236927032470703
|
|
},
|
|
{
|
|
"p": 0.045336656272411346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06115838140249252,
|
|
"m": 0.9383511543273926
|
|
},
|
|
{
|
|
"p": 0.05823510140180588,
|
|
"m": 0.9413074851036072
|
|
},
|
|
{
|
|
"p": 0.07319923490285873,
|
|
"m": 0.7815346121788025
|
|
},
|
|
{
|
|
"p": 0.08941332250833511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13126179575920105,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.01182173378765583,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 4.725022315979004,
|
|
"val_loss": 2.985469341278076,
|
|
"acc": 33.07,
|
|
"f1": [
|
|
0.654761791229248,
|
|
0.35714274644851685,
|
|
0.28571417927742004,
|
|
0.2933332324028015,
|
|
0.1354581117630005,
|
|
0.2840908169746399,
|
|
0.4022345542907715,
|
|
0.31249991059303284,
|
|
0.2909089922904968,
|
|
0.38674020767211914,
|
|
0.16267937421798706,
|
|
0.1911763846874237,
|
|
0.32402223348617554,
|
|
0.19689112901687622,
|
|
0.27777770161628723,
|
|
0.27777770161628723,
|
|
0.3308269679546356,
|
|
0.47513800859451294,
|
|
0.35602086782455444,
|
|
0.2399999350309372,
|
|
0.5688071846961975,
|
|
0.4907405972480774,
|
|
0.3066665530204773,
|
|
0.4705880880355835,
|
|
0.5951218605041504,
|
|
0.2770269513130188,
|
|
0.2838708758354187,
|
|
0.20430104434490204,
|
|
0.47190994024276733,
|
|
0.2758619785308838,
|
|
0.35658904910087585,
|
|
0.284671425819397,
|
|
0.3152172863483429,
|
|
0.33777767419815063,
|
|
0.3402060866355896,
|
|
0.145695298910141,
|
|
0.3047617971897125,
|
|
0.19999994337558746,
|
|
0.1951218843460083,
|
|
0.45637571811676025,
|
|
0.31168824434280396,
|
|
0.4558822512626648,
|
|
0.2514968812465668,
|
|
0.33976826071739197,
|
|
0.15476183593273163,
|
|
0.1866666078567505,
|
|
0.13924044370651245,
|
|
0.4142010807991028,
|
|
0.4410255253314972,
|
|
0.3734438419342041,
|
|
0.15277770161628723,
|
|
0.24161066114902496,
|
|
0.5222551226615906,
|
|
0.6113536357879639,
|
|
0.4670657217502594,
|
|
0.15564197301864624,
|
|
0.42352932691574097,
|
|
0.34615373611450195,
|
|
0.3482586145401001,
|
|
0.2577318847179413,
|
|
0.6864405274391174,
|
|
0.4814813435077667,
|
|
0.393063485622406,
|
|
0.3129250705242157,
|
|
0.1379309743642807,
|
|
0.17283941805362701,
|
|
0.09790203720331192,
|
|
0.291139155626297,
|
|
0.6358972787857056,
|
|
0.5471696853637695,
|
|
0.4593299925327301,
|
|
0.5982905030250549,
|
|
0.12592588365077972,
|
|
0.3363635540008545,
|
|
0.07207204401493073,
|
|
0.5507245063781738,
|
|
0.5538460612297058,
|
|
0.15873010456562042,
|
|
0.0934579074382782,
|
|
0.31764698028564453,
|
|
0.09599994122982025,
|
|
0.25179845094680786,
|
|
0.633165717124939,
|
|
0.24161066114902496,
|
|
0.19587622582912445,
|
|
0.36585354804992676,
|
|
0.33962252736091614,
|
|
0.3656715452671051,
|
|
0.13888882100582123,
|
|
0.3798881769180298,
|
|
0.24376723170280457,
|
|
0.38585200905799866,
|
|
0.1531914472579956,
|
|
0.10389603674411774,
|
|
0.5284972786903381,
|
|
0.35866254568099976,
|
|
0.28272244334220886,
|
|
0.29577454924583435,
|
|
0.1256038099527359,
|
|
0.32142847776412964
|
|
],
|
|
"time": 181.05576527491212,
|
|
"param": [
|
|
{
|
|
"p": 0.1052919402718544,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013834032230079174,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09088673442602158,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04390604794025421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10254766047000885,
|
|
"m": 0.9899685382843018
|
|
},
|
|
{
|
|
"p": 0.07217211276292801,
|
|
"m": 0.2921699583530426
|
|
},
|
|
{
|
|
"p": 0.04494278132915497,
|
|
"m": 0.826138436794281
|
|
},
|
|
{
|
|
"p": 0.07435297966003418,
|
|
"m": 0.9962959885597229
|
|
},
|
|
{
|
|
"p": 0.0731240063905716,
|
|
"m": 0.8588420152664185
|
|
},
|
|
{
|
|
"p": 0.07118234783411026,
|
|
"m": 0.9619076251983643
|
|
},
|
|
{
|
|
"p": 0.07516054809093475,
|
|
"m": 0.7906787991523743
|
|
},
|
|
{
|
|
"p": 0.08720479160547256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14468708634376526,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0007069053826853633,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 4.733277320861816,
|
|
"val_loss": 2.561609983444214,
|
|
"acc": 32.88,
|
|
"f1": [
|
|
0.5236363410949707,
|
|
0.40358731150627136,
|
|
0.2941175699234009,
|
|
0.13636358082294464,
|
|
0.09448814392089844,
|
|
0.3016759157180786,
|
|
0.37908485531806946,
|
|
0.35918357968330383,
|
|
0.28220847249031067,
|
|
0.396624356508255,
|
|
0.14965979754924774,
|
|
0.1931033730506897,
|
|
0.33333322405815125,
|
|
0.24210518598556519,
|
|
0.19230762124061584,
|
|
0.23437495529651642,
|
|
0.33333322405815125,
|
|
0.4491977095603943,
|
|
0.3121950626373291,
|
|
0.17834389209747314,
|
|
0.6082472205162048,
|
|
0.47916653752326965,
|
|
0.22314044833183289,
|
|
0.5112106204032898,
|
|
0.5490195155143738,
|
|
0.251308798789978,
|
|
0.2653060257434845,
|
|
0.23188398778438568,
|
|
0.47474732995033264,
|
|
0.2870369255542755,
|
|
0.38541653752326965,
|
|
0.2465115487575531,
|
|
0.2399999350309372,
|
|
0.2877192199230194,
|
|
0.25352105498313904,
|
|
0.1461186707019806,
|
|
0.29166656732559204,
|
|
0.13008125126361847,
|
|
0.19875767827033997,
|
|
0.434782475233078,
|
|
0.2873562276363373,
|
|
0.5194804668426514,
|
|
0.2264150232076645,
|
|
0.3050846457481384,
|
|
0.19209031760692596,
|
|
0.17073164880275726,
|
|
0.23391805589199066,
|
|
0.4460965692996979,
|
|
0.415094256401062,
|
|
0.40999990701675415,
|
|
0.08571423590183258,
|
|
0.24060142040252686,
|
|
0.4766837954521179,
|
|
0.5494503974914551,
|
|
0.43790844082832336,
|
|
0.15686269104480743,
|
|
0.40677958726882935,
|
|
0.29166659712791443,
|
|
0.39784935116767883,
|
|
0.2694299519062042,
|
|
0.6235740184783936,
|
|
0.37777766585350037,
|
|
0.4493390619754791,
|
|
0.31088075041770935,
|
|
0.11764701455831528,
|
|
0.14285707473754883,
|
|
0.14473678171634674,
|
|
0.3833332657814026,
|
|
0.6206895112991333,
|
|
0.5367964506149292,
|
|
0.39285704493522644,
|
|
0.5699480772018433,
|
|
0.15204671025276184,
|
|
0.29473677277565,
|
|
0.14207643270492554,
|
|
0.452458918094635,
|
|
0.5555554032325745,
|
|
0.13937276601791382,
|
|
0.1775147169828415,
|
|
0.3131312429904938,
|
|
0.10687018185853958,
|
|
0.31818172335624695,
|
|
0.6249998807907104,
|
|
0.31818169355392456,
|
|
0.18604643642902374,
|
|
0.3975902497768402,
|
|
0.4019606411457062,
|
|
0.2710842788219452,
|
|
0.17346931993961334,
|
|
0.35294109582901,
|
|
0.2906976044178009,
|
|
0.4827585518360138,
|
|
0.10062886029481888,
|
|
0.16326524317264557,
|
|
0.521008312702179,
|
|
0.41975298523902893,
|
|
0.30555546283721924,
|
|
0.28571417927742004,
|
|
0.10945267230272293,
|
|
0.18897630274295807
|
|
],
|
|
"time": 182.72068352531642,
|
|
"param": [
|
|
{
|
|
"p": 0.08449656516313553,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.055606305599212646,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09662305563688278,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.054965902119874954,
|
|
"m": 0.9655159115791321
|
|
},
|
|
{
|
|
"p": 0.10650856792926788,
|
|
"m": 0.9837925434112549
|
|
},
|
|
{
|
|
"p": 0.06685658544301987,
|
|
"m": 0.24651148915290833
|
|
},
|
|
{
|
|
"p": 0.06533277779817581,
|
|
"m": 0.7474517822265625
|
|
},
|
|
{
|
|
"p": 0.08036887645721436,
|
|
"m": 0.9970628023147583
|
|
},
|
|
{
|
|
"p": 0.08491721749305725,
|
|
"m": 0.7274694442749023
|
|
},
|
|
{
|
|
"p": 0.058715298771858215,
|
|
"m": 0.9661496877670288
|
|
},
|
|
{
|
|
"p": 0.055799197405576706,
|
|
"m": 0.7006105184555054
|
|
},
|
|
{
|
|
"p": 0.08315680921077728,
|
|
"m": 0.9913845062255859
|
|
},
|
|
{
|
|
"p": 0.10085368156433105,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.005799106787890196,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 4.6811747550964355,
|
|
"val_loss": 2.924182176589966,
|
|
"acc": 32.92,
|
|
"f1": [
|
|
0.6063346862792969,
|
|
0.37860071659088135,
|
|
0.28260859847068787,
|
|
0.2229507565498352,
|
|
0.09917350858449936,
|
|
0.2525251507759094,
|
|
0.3272726535797119,
|
|
0.38918909430503845,
|
|
0.309859037399292,
|
|
0.3937007188796997,
|
|
0.1650484949350357,
|
|
0.2528734505176544,
|
|
0.33333319425582886,
|
|
0.26136353611946106,
|
|
0.21989519894123077,
|
|
0.19047613441944122,
|
|
0.28019312024116516,
|
|
0.553672194480896,
|
|
0.2956520915031433,
|
|
0.21518979966640472,
|
|
0.5555554032325745,
|
|
0.4939270317554474,
|
|
0.27631568908691406,
|
|
0.46511611342430115,
|
|
0.5098037719726562,
|
|
0.2923975884914398,
|
|
0.23529402911663055,
|
|
0.15789470076560974,
|
|
0.37860071659088135,
|
|
0.23963125050067902,
|
|
0.35294109582901,
|
|
0.28571420907974243,
|
|
0.36842095851898193,
|
|
0.3147207200527191,
|
|
0.3440859317779541,
|
|
0.17142851650714874,
|
|
0.31055888533592224,
|
|
0.15151509642601013,
|
|
0.2211054563522339,
|
|
0.40624988079071045,
|
|
0.2181817591190338,
|
|
0.5853657722473145,
|
|
0.18404902517795563,
|
|
0.3170730471611023,
|
|
0.1648350954055786,
|
|
0.188888818025589,
|
|
0.2446807622909546,
|
|
0.467661589384079,
|
|
0.47513800859451294,
|
|
0.28767114877700806,
|
|
0.1913042813539505,
|
|
0.2672064006328583,
|
|
0.5728154182434082,
|
|
0.5874997973442078,
|
|
0.5371427536010742,
|
|
0.14912275969982147,
|
|
0.4685713052749634,
|
|
0.2756182849407196,
|
|
0.34482747316360474,
|
|
0.34513264894485474,
|
|
0.6461536884307861,
|
|
0.4046241343021393,
|
|
0.43333321809768677,
|
|
0.32558128237724304,
|
|
0.19607838988304138,
|
|
0.2124999314546585,
|
|
0.15899574756622314,
|
|
0.21390368044376373,
|
|
0.599250853061676,
|
|
0.4043126106262207,
|
|
0.4717947542667389,
|
|
0.6161136031150818,
|
|
0.12121205031871796,
|
|
0.35897427797317505,
|
|
0.09448814392089844,
|
|
0.613756537437439,
|
|
0.5107913017272949,
|
|
0.1836734265089035,
|
|
0.17647051811218262,
|
|
0.3168315887451172,
|
|
0.08641968667507172,
|
|
0.251428484916687,
|
|
0.5337837338447571,
|
|
0.3091786503791809,
|
|
0.1818181723356247,
|
|
0.46231144666671753,
|
|
0.44578301906585693,
|
|
0.2730157971382141,
|
|
0.1748633086681366,
|
|
0.3459458649158478,
|
|
0.23595495522022247,
|
|
0.4785274565219879,
|
|
0.11320747435092926,
|
|
0.1648350954055786,
|
|
0.4249999523162842,
|
|
0.38666656613349915,
|
|
0.3232322335243225,
|
|
0.2749998867511749,
|
|
0.14049580693244934,
|
|
0.22399991750717163
|
|
],
|
|
"time": 181.25071989372373,
|
|
"param": [
|
|
{
|
|
"p": 0.11721158772706985,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04616674408316612,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0913308784365654,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04717867448925972,
|
|
"m": 0.9769250750541687
|
|
},
|
|
{
|
|
"p": 0.08768099546432495,
|
|
"m": 0.9914283156394958
|
|
},
|
|
{
|
|
"p": 0.05256260186433792,
|
|
"m": 0.2827705442905426
|
|
},
|
|
{
|
|
"p": 0.06899452954530716,
|
|
"m": 0.5795450806617737
|
|
},
|
|
{
|
|
"p": 0.07846081256866455,
|
|
"m": 0.9776332378387451
|
|
},
|
|
{
|
|
"p": 0.07675328850746155,
|
|
"m": 0.8203681111335754
|
|
},
|
|
{
|
|
"p": 0.06584154814481735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07366830110549927,
|
|
"m": 0.763563334941864
|
|
},
|
|
{
|
|
"p": 0.11017883569002151,
|
|
"m": 0.9664075374603271
|
|
},
|
|
{
|
|
"p": 0.07456619292497635,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.009405038319528103,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 5.147640228271484,
|
|
"val_loss": 2.7820382118225098,
|
|
"acc": 32.19,
|
|
"f1": [
|
|
0.560509443283081,
|
|
0.38578668236732483,
|
|
0.265060156583786,
|
|
0.18045106530189514,
|
|
0.16271181404590607,
|
|
0.2456139326095581,
|
|
0.364531934261322,
|
|
0.3157893419265747,
|
|
0.2283950001001358,
|
|
0.4397162199020386,
|
|
0.18784524500370026,
|
|
0.2674417495727539,
|
|
0.21705420315265656,
|
|
0.22598862648010254,
|
|
0.20869559049606323,
|
|
0.17021270096302032,
|
|
0.3409090042114258,
|
|
0.4705880880355835,
|
|
0.2444443702697754,
|
|
0.14754094183444977,
|
|
0.5301203727722168,
|
|
0.4427480101585388,
|
|
0.27083322405815125,
|
|
0.4632767140865326,
|
|
0.525139570236206,
|
|
0.23469379544258118,
|
|
0.28742504119873047,
|
|
0.22053225338459015,
|
|
0.5128203630447388,
|
|
0.2214285135269165,
|
|
0.34364253282546997,
|
|
0.3435582220554352,
|
|
0.3265305161476135,
|
|
0.31932762265205383,
|
|
0.33333325386047363,
|
|
0.16888882219791412,
|
|
0.3566878139972687,
|
|
0.19745215773582458,
|
|
0.17283941805362701,
|
|
0.36809808015823364,
|
|
0.34101372957229614,
|
|
0.5988698601722717,
|
|
0.26153838634490967,
|
|
0.2181817591190338,
|
|
0.15384608507156372,
|
|
0.18749991059303284,
|
|
0.19047611951828003,
|
|
0.497175008058548,
|
|
0.4405285120010376,
|
|
0.3707864284515381,
|
|
0.1226993277668953,
|
|
0.27096766233444214,
|
|
0.5222928524017334,
|
|
0.6105261445045471,
|
|
0.5061726570129395,
|
|
0.12738847732543945,
|
|
0.3118278980255127,
|
|
0.3592813014984131,
|
|
0.2999999225139618,
|
|
0.2739725410938263,
|
|
0.7236180305480957,
|
|
0.45569607615470886,
|
|
0.425855427980423,
|
|
0.3352600038051605,
|
|
0.08391603082418442,
|
|
0.20512813329696655,
|
|
0.2231075018644333,
|
|
0.3433475196361542,
|
|
0.6846845149993896,
|
|
0.4938269853591919,
|
|
0.41666656732559204,
|
|
0.633165717124939,
|
|
0.13714279234409332,
|
|
0.13846148550510406,
|
|
0.15333329141139984,
|
|
0.5313652157783508,
|
|
0.6163520216941833,
|
|
0.12213735282421112,
|
|
0.1777777224779129,
|
|
0.35051536560058594,
|
|
0.1509433388710022,
|
|
0.22222214937210083,
|
|
0.6363635063171387,
|
|
0.32291656732559204,
|
|
0.212290421128273,
|
|
0.3609466552734375,
|
|
0.3756905198097229,
|
|
0.31081071496009827,
|
|
0.14432983100414276,
|
|
0.3274335563182831,
|
|
0.2276422381401062,
|
|
0.4827585518360138,
|
|
0.07299264520406723,
|
|
0.19999992847442627,
|
|
0.550898015499115,
|
|
0.40151503682136536,
|
|
0.30057793855667114,
|
|
0.2944161295890808,
|
|
0.09230763465166092,
|
|
0.23021577298641205
|
|
],
|
|
"time": 180.46818156447262,
|
|
"param": [
|
|
{
|
|
"p": 0.09116827696561813,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05878083035349846,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09816057235002518,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04107057303190231,
|
|
"m": 0.9778322577476501
|
|
},
|
|
{
|
|
"p": 0.08084988594055176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0782204195857048,
|
|
"m": 0.2713167667388916
|
|
},
|
|
{
|
|
"p": 0.0669364258646965,
|
|
"m": 0.6304503083229065
|
|
},
|
|
{
|
|
"p": 0.08106961101293564,
|
|
"m": 0.9767189025878906
|
|
},
|
|
{
|
|
"p": 0.07871317863464355,
|
|
"m": 0.7636632323265076
|
|
},
|
|
{
|
|
"p": 0.06681334972381592,
|
|
"m": 0.9990138411521912
|
|
},
|
|
{
|
|
"p": 0.05841141939163208,
|
|
"m": 0.7519882321357727
|
|
},
|
|
{
|
|
"p": 0.07218179851770401,
|
|
"m": 0.9958656430244446
|
|
},
|
|
{
|
|
"p": 0.1128048300743103,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.014818799681961536,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 4.398799419403076,
|
|
"val_loss": 2.654508113861084,
|
|
"acc": 33.22,
|
|
"f1": [
|
|
0.5387753844261169,
|
|
0.4059404730796814,
|
|
0.212454155087471,
|
|
0.11382109671831131,
|
|
0.14705875515937805,
|
|
0.24193541705608368,
|
|
0.30075180530548096,
|
|
0.3409090042114258,
|
|
0.280898779630661,
|
|
0.4306218922138214,
|
|
0.1704544872045517,
|
|
0.21719448268413544,
|
|
0.32291656732559204,
|
|
0.2323942929506302,
|
|
0.13333328068256378,
|
|
0.20553353428840637,
|
|
0.3703702688217163,
|
|
0.486274391412735,
|
|
0.29906532168388367,
|
|
0.25104594230651855,
|
|
0.5514017343521118,
|
|
0.4311925768852234,
|
|
0.30232545733451843,
|
|
0.4772725999355316,
|
|
0.5588233470916748,
|
|
0.19259251654148102,
|
|
0.2598869204521179,
|
|
0.24999991059303284,
|
|
0.4670049846172333,
|
|
0.28571417927742004,
|
|
0.4343433380126953,
|
|
0.3663002848625183,
|
|
0.29166656732559204,
|
|
0.2695651352405548,
|
|
0.3088802397251129,
|
|
0.1333332657814026,
|
|
0.33816415071487427,
|
|
0.19323663413524628,
|
|
0.24277448654174805,
|
|
0.40174663066864014,
|
|
0.3510637581348419,
|
|
0.49350637197494507,
|
|
0.1866666078567505,
|
|
0.24999992549419403,
|
|
0.16049376130104065,
|
|
0.22549012303352356,
|
|
0.23703694343566895,
|
|
0.4646463394165039,
|
|
0.42253509163856506,
|
|
0.33333322405815125,
|
|
0.13274329900741577,
|
|
0.27777770161628723,
|
|
0.5514948964118958,
|
|
0.5929647088050842,
|
|
0.5272725820541382,
|
|
0.12765952944755554,
|
|
0.4347825050354004,
|
|
0.3208555281162262,
|
|
0.3478260040283203,
|
|
0.2345678210258484,
|
|
0.6403160691261292,
|
|
0.42452818155288696,
|
|
0.4176705777645111,
|
|
0.3308822214603424,
|
|
0.08917191624641418,
|
|
0.03636360913515091,
|
|
0.16666661202907562,
|
|
0.3529410660266876,
|
|
0.6731706857681274,
|
|
0.4859153926372528,
|
|
0.41052618622779846,
|
|
0.5081079602241516,
|
|
0.15909084677696228,
|
|
0.32291656732559204,
|
|
0.1734103411436081,
|
|
0.6249998807907104,
|
|
0.6187844276428223,
|
|
0.14953264594078064,
|
|
0.19002372026443481,
|
|
0.2784809172153473,
|
|
0.1103447824716568,
|
|
0.28054288029670715,
|
|
0.6666664481163025,
|
|
0.22222213447093964,
|
|
0.16455689072608948,
|
|
0.38150280714035034,
|
|
0.4265401363372803,
|
|
0.3459458649158478,
|
|
0.1639343500137329,
|
|
0.32317063212394714,
|
|
0.24390234053134918,
|
|
0.45405393838882446,
|
|
0.15384607017040253,
|
|
0.16853927075862885,
|
|
0.5699998736381531,
|
|
0.38888880610466003,
|
|
0.2647058069705963,
|
|
0.27385884523391724,
|
|
0.09859149903059006,
|
|
0.25157222151756287
|
|
],
|
|
"time": 181.659833134152,
|
|
"param": [
|
|
{
|
|
"p": 0.07000511884689331,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02968282625079155,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10336221754550934,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07007899880409241,
|
|
"m": 0.9777339100837708
|
|
},
|
|
{
|
|
"p": 0.07554423063993454,
|
|
"m": 0.9896199703216553
|
|
},
|
|
{
|
|
"p": 0.08787631243467331,
|
|
"m": 0.2660059928894043
|
|
},
|
|
{
|
|
"p": 0.061704233288764954,
|
|
"m": 0.7541143298149109
|
|
},
|
|
{
|
|
"p": 0.06529735028743744,
|
|
"m": 0.9968613386154175
|
|
},
|
|
{
|
|
"p": 0.08008261770009995,
|
|
"m": 0.6916576623916626
|
|
},
|
|
{
|
|
"p": 0.06927396357059479,
|
|
"m": 0.9866573214530945
|
|
},
|
|
{
|
|
"p": 0.07366055995225906,
|
|
"m": 0.7385765910148621
|
|
},
|
|
{
|
|
"p": 0.05979803577065468,
|
|
"m": 0.9872278571128845
|
|
},
|
|
{
|
|
"p": 0.1299174576997757,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023716017603874207,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 4.784014701843262,
|
|
"val_loss": 2.800576686859131,
|
|
"acc": 34.33,
|
|
"f1": [
|
|
0.5622488856315613,
|
|
0.4248703718185425,
|
|
0.22857137024402618,
|
|
0.19999991357326508,
|
|
0.1438848376274109,
|
|
0.24836595356464386,
|
|
0.4311376214027405,
|
|
0.36842095851898193,
|
|
0.2898550033569336,
|
|
0.5031445622444153,
|
|
0.1594202220439911,
|
|
0.18382348120212555,
|
|
0.3135133981704712,
|
|
0.26086950302124023,
|
|
0.17460310459136963,
|
|
0.21897803246974945,
|
|
0.3478259742259979,
|
|
0.49999988079071045,
|
|
0.3469386696815491,
|
|
0.22598862648010254,
|
|
0.5641024112701416,
|
|
0.47899147868156433,
|
|
0.28571420907974243,
|
|
0.5384613871574402,
|
|
0.5744680166244507,
|
|
0.2838708758354187,
|
|
0.2653060257434845,
|
|
0.21725237369537354,
|
|
0.4132230579853058,
|
|
0.29677411913871765,
|
|
0.41693800687789917,
|
|
0.2773721516132355,
|
|
0.26845628023147583,
|
|
0.3523315489292145,
|
|
0.3196346163749695,
|
|
0.09090902656316757,
|
|
0.2962961792945862,
|
|
0.14379078149795532,
|
|
0.23076915740966797,
|
|
0.4206008017063141,
|
|
0.3499998450279236,
|
|
0.5773194432258606,
|
|
0.30769219994544983,
|
|
0.2941175699234009,
|
|
0.22222214937210083,
|
|
0.21145367622375488,
|
|
0.17525769770145416,
|
|
0.4489794969558716,
|
|
0.47916653752326965,
|
|
0.376623272895813,
|
|
0.18122972548007965,
|
|
0.28571420907974243,
|
|
0.5859374403953552,
|
|
0.6311109066009521,
|
|
0.535353422164917,
|
|
0.12413787841796875,
|
|
0.48587560653686523,
|
|
0.3152172863483429,
|
|
0.35820886492729187,
|
|
0.28571417927742004,
|
|
0.6598983407020569,
|
|
0.43548381328582764,
|
|
0.39106133580207825,
|
|
0.34920626878738403,
|
|
0.06201545521616936,
|
|
0.14012733101844788,
|
|
0.15957440435886383,
|
|
0.33476385474205017,
|
|
0.6050419211387634,
|
|
0.563380241394043,
|
|
0.4362138509750366,
|
|
0.5868724584579468,
|
|
0.16216209530830383,
|
|
0.3765689730644226,
|
|
0.1449274718761444,
|
|
0.5937498807907104,
|
|
0.575916051864624,
|
|
0.18181811273097992,
|
|
0.17910441756248474,
|
|
0.2647058069705963,
|
|
0.1450776606798172,
|
|
0.3071160316467285,
|
|
0.6190474629402161,
|
|
0.26027390360832214,
|
|
0.18823520839214325,
|
|
0.4363635182380676,
|
|
0.3579765260219574,
|
|
0.35121941566467285,
|
|
0.1499999314546585,
|
|
0.3228345811367035,
|
|
0.23529402911663055,
|
|
0.46376800537109375,
|
|
0.12499994784593582,
|
|
0.21428564190864563,
|
|
0.5454544425010681,
|
|
0.4102562963962555,
|
|
0.3076922297477722,
|
|
0.2999999523162842,
|
|
0.141592875123024,
|
|
0.34615373611450195
|
|
],
|
|
"time": 182.0328116118908,
|
|
"param": [
|
|
{
|
|
"p": 0.09330347925424576,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06023837625980377,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08302820473909378,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08938055485486984,
|
|
"m": 0.9826671481132507
|
|
},
|
|
{
|
|
"p": 0.08101613819599152,
|
|
"m": 0.9793089628219604
|
|
},
|
|
{
|
|
"p": 0.07977239042520523,
|
|
"m": 0.38992226123809814
|
|
},
|
|
{
|
|
"p": 0.080405592918396,
|
|
"m": 0.938854992389679
|
|
},
|
|
{
|
|
"p": 0.08135610818862915,
|
|
"m": 0.9485722184181213
|
|
},
|
|
{
|
|
"p": 0.049157124012708664,
|
|
"m": 0.7899124026298523
|
|
},
|
|
{
|
|
"p": 0.06532920897006989,
|
|
"m": 0.9885374903678894
|
|
},
|
|
{
|
|
"p": 0.055087972432374954,
|
|
"m": 0.8246045708656311
|
|
},
|
|
{
|
|
"p": 0.08554261177778244,
|
|
"m": 0.9874049425125122
|
|
},
|
|
{
|
|
"p": 0.09398571401834488,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.002396481577306986,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 4.797049522399902,
|
|
"val_loss": 2.7814996242523193,
|
|
"acc": 34.81,
|
|
"f1": [
|
|
0.6274508833885193,
|
|
0.44651150703430176,
|
|
0.28310492634773254,
|
|
0.25233638286590576,
|
|
0.1619046926498413,
|
|
0.26315778493881226,
|
|
0.38216549158096313,
|
|
0.3647797703742981,
|
|
0.3175964951515198,
|
|
0.4705880880355835,
|
|
0.16113737225532532,
|
|
0.23021577298641205,
|
|
0.34042543172836304,
|
|
0.24870456755161285,
|
|
0.12499994784593582,
|
|
0.19607838988304138,
|
|
0.34883710741996765,
|
|
0.4736841320991516,
|
|
0.367346853017807,
|
|
0.2812499403953552,
|
|
0.5933012366294861,
|
|
0.46530601382255554,
|
|
0.27118635177612305,
|
|
0.505154550075531,
|
|
0.5726870894432068,
|
|
0.2508710026741028,
|
|
0.27814561128616333,
|
|
0.2415093332529068,
|
|
0.4854367673397064,
|
|
0.24999991059303284,
|
|
0.3781817555427551,
|
|
0.3496502637863159,
|
|
0.28846150636672974,
|
|
0.33035704493522644,
|
|
0.3592231869697571,
|
|
0.19689112901687622,
|
|
0.3157894015312195,
|
|
0.18749992549419403,
|
|
0.1655171811580658,
|
|
0.5030673146247864,
|
|
0.28571420907974243,
|
|
0.5291478633880615,
|
|
0.2901234030723572,
|
|
0.36521732807159424,
|
|
0.1931033730506897,
|
|
0.15894033014774323,
|
|
0.206060528755188,
|
|
0.5174128413200378,
|
|
0.4606740176677704,
|
|
0.3470318615436554,
|
|
0.18390797078609467,
|
|
0.2580644488334656,
|
|
0.5462554097175598,
|
|
0.6179773807525635,
|
|
0.5510202646255493,
|
|
0.11678826063871384,
|
|
0.47963786125183105,
|
|
0.3783782720565796,
|
|
0.36815908551216125,
|
|
0.30158719420433044,
|
|
0.6782606840133667,
|
|
0.38095226883888245,
|
|
0.45976996421813965,
|
|
0.3196346163749695,
|
|
0.14736837148666382,
|
|
0.20408158004283905,
|
|
0.1126759946346283,
|
|
0.4018263518810272,
|
|
0.6007603406906128,
|
|
0.5064376592636108,
|
|
0.413043349981308,
|
|
0.6306304931640625,
|
|
0.14893612265586853,
|
|
0.35772350430488586,
|
|
0.16161610186100006,
|
|
0.4854368269443512,
|
|
0.5523808598518372,
|
|
0.15999993681907654,
|
|
0.24390237033367157,
|
|
0.24460424482822418,
|
|
0.12121205031871796,
|
|
0.2583731412887573,
|
|
0.6403939127922058,
|
|
0.2634729743003845,
|
|
0.20125779509544373,
|
|
0.4453124403953552,
|
|
0.37623751163482666,
|
|
0.22950811684131622,
|
|
0.19565211236476898,
|
|
0.3980098366737366,
|
|
0.2727271616458893,
|
|
0.4933919608592987,
|
|
0.10884349048137665,
|
|
0.18181811273097992,
|
|
0.5544553399085999,
|
|
0.3970036506652832,
|
|
0.265060156583786,
|
|
0.3018867075443268,
|
|
0.04615379497408867,
|
|
0.2999998927116394
|
|
],
|
|
"time": 183.53467344027013,
|
|
"param": [
|
|
{
|
|
"p": 0.0879412442445755,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.057442620396614075,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0876786857843399,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07786945253610611,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08213258534669876,
|
|
"m": 0.9721774458885193
|
|
},
|
|
{
|
|
"p": 0.07004864513874054,
|
|
"m": 0.33792075514793396
|
|
},
|
|
{
|
|
"p": 0.06086716055870056,
|
|
"m": 0.7859894037246704
|
|
},
|
|
{
|
|
"p": 0.066014364361763,
|
|
"m": 0.8757030963897705
|
|
},
|
|
{
|
|
"p": 0.07226041704416275,
|
|
"m": 0.9027960896492004
|
|
},
|
|
{
|
|
"p": 0.07530336827039719,
|
|
"m": 0.9990591406822205
|
|
},
|
|
{
|
|
"p": 0.07504158467054367,
|
|
"m": 0.6296812295913696
|
|
},
|
|
{
|
|
"p": 0.0813199132680893,
|
|
"m": 0.9296222925186157
|
|
},
|
|
{
|
|
"p": 0.09546401351690292,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.010615971870720387,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 4.6074676513671875,
|
|
"val_loss": 2.6439154148101807,
|
|
"acc": 33.92,
|
|
"f1": [
|
|
0.625640869140625,
|
|
0.4052862524986267,
|
|
0.22660093009471893,
|
|
0.18421046435832977,
|
|
0.17218534648418427,
|
|
0.2794116735458374,
|
|
0.38095226883888245,
|
|
0.39999985694885254,
|
|
0.34736835956573486,
|
|
0.3999999165534973,
|
|
0.07142851501703262,
|
|
0.2251655012369156,
|
|
0.2721087336540222,
|
|
0.19428564608097076,
|
|
0.23684203624725342,
|
|
0.21590900421142578,
|
|
0.37305691838264465,
|
|
0.446808397769928,
|
|
0.3739129900932312,
|
|
0.2795697748661041,
|
|
0.5560973882675171,
|
|
0.5281383991241455,
|
|
0.28318578004837036,
|
|
0.49999988079071045,
|
|
0.5789473056793213,
|
|
0.24489787220954895,
|
|
0.2694299519062042,
|
|
0.22891558706760406,
|
|
0.42857128381729126,
|
|
0.2464454174041748,
|
|
0.3837208151817322,
|
|
0.3118278682231903,
|
|
0.33492809534072876,
|
|
0.33333325386047363,
|
|
0.31279608607292175,
|
|
0.11249993741512299,
|
|
0.31249991059303284,
|
|
0.19920313358306885,
|
|
0.23387089371681213,
|
|
0.42477864027023315,
|
|
0.3037974238395691,
|
|
0.4558822512626648,
|
|
0.3314284682273865,
|
|
0.3170730471611023,
|
|
0.1258740872144699,
|
|
0.16455689072608948,
|
|
0.15642453730106354,
|
|
0.4878047704696655,
|
|
0.4239630401134491,
|
|
0.4214874804019928,
|
|
0.17241373658180237,
|
|
0.30697670578956604,
|
|
0.5724380612373352,
|
|
0.6017698049545288,
|
|
0.5614033341407776,
|
|
0.052631545811891556,
|
|
0.4607841968536377,
|
|
0.32258057594299316,
|
|
0.3516482412815094,
|
|
0.26890748739242554,
|
|
0.672268807888031,
|
|
0.40322571992874146,
|
|
0.37398362159729004,
|
|
0.31249991059303284,
|
|
0.14117640256881714,
|
|
0.17142851650714874,
|
|
0.17595304548740387,
|
|
0.34482747316360474,
|
|
0.644067645072937,
|
|
0.4589039981365204,
|
|
0.4210525155067444,
|
|
0.59227454662323,
|
|
0.09523803740739822,
|
|
0.3545149564743042,
|
|
0.15315312147140503,
|
|
0.5054150819778442,
|
|
0.5568180084228516,
|
|
0.09090903401374817,
|
|
0.23529404401779175,
|
|
0.3374998867511749,
|
|
0.10738249123096466,
|
|
0.2680411636829376,
|
|
0.6195651292800903,
|
|
0.2658226788043976,
|
|
0.19999994337558746,
|
|
0.4474884569644928,
|
|
0.3575417995452881,
|
|
0.34726682305336,
|
|
0.11666662245988846,
|
|
0.3152172863483429,
|
|
0.28019312024116516,
|
|
0.4608694612979889,
|
|
0.1029411256313324,
|
|
0.13513506948947906,
|
|
0.579234778881073,
|
|
0.44210511445999146,
|
|
0.22093015909194946,
|
|
0.28048771619796753,
|
|
0.12345674633979797,
|
|
0.20408158004283905
|
|
],
|
|
"time": 182.4647228140384,
|
|
"param": [
|
|
{
|
|
"p": 0.09281691163778305,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05422167852520943,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09422659128904343,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07396955788135529,
|
|
"m": 0.8875657320022583
|
|
},
|
|
{
|
|
"p": 0.05436563864350319,
|
|
"m": 0.9999760389328003
|
|
},
|
|
{
|
|
"p": 0.06830275803804398,
|
|
"m": 0.30021628737449646
|
|
},
|
|
{
|
|
"p": 0.06489796936511993,
|
|
"m": 0.7790366411209106
|
|
},
|
|
{
|
|
"p": 0.05830260366201401,
|
|
"m": 0.8385303020477295
|
|
},
|
|
{
|
|
"p": 0.06700055301189423,
|
|
"m": 0.921757161617279
|
|
},
|
|
{
|
|
"p": 0.08077756315469742,
|
|
"m": 0.9908543825149536
|
|
},
|
|
{
|
|
"p": 0.07677703350782394,
|
|
"m": 0.7163165211677551
|
|
},
|
|
{
|
|
"p": 0.10073408484458923,
|
|
"m": 0.998370885848999
|
|
},
|
|
{
|
|
"p": 0.09120269119739532,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022404437884688377,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 4.90963077545166,
|
|
"val_loss": 2.9824419021606445,
|
|
"acc": 34.28,
|
|
"f1": [
|
|
0.6338796615600586,
|
|
0.3853819966316223,
|
|
0.24675315618515015,
|
|
0.19999994337558746,
|
|
0.19811314344406128,
|
|
0.22614836692810059,
|
|
0.368663489818573,
|
|
0.40609124302864075,
|
|
0.3057323694229126,
|
|
0.4347825050354004,
|
|
0.14184391498565674,
|
|
0.2526314854621887,
|
|
0.3441859781742096,
|
|
0.2629481256008148,
|
|
0.19101116061210632,
|
|
0.210526242852211,
|
|
0.36158180236816406,
|
|
0.4933919608592987,
|
|
0.34920626878738403,
|
|
0.20547938346862793,
|
|
0.6327682137489319,
|
|
0.4864863455295563,
|
|
0.30303019285202026,
|
|
0.466666579246521,
|
|
0.5882351398468018,
|
|
0.2580644488334656,
|
|
0.29166656732559204,
|
|
0.2553190290927887,
|
|
0.4886362552642822,
|
|
0.25961530208587646,
|
|
0.39622631669044495,
|
|
0.28820955753326416,
|
|
0.29803910851478577,
|
|
0.2236841470003128,
|
|
0.30656924843788147,
|
|
0.1445782482624054,
|
|
0.3315507173538208,
|
|
0.19636358320713043,
|
|
0.1548386514186859,
|
|
0.442952960729599,
|
|
0.3731342554092407,
|
|
0.6153845191001892,
|
|
0.210526242852211,
|
|
0.3278687596321106,
|
|
0.1990049034357071,
|
|
0.09756092727184296,
|
|
0.08695648610591888,
|
|
0.4646463394165039,
|
|
0.4688993990421295,
|
|
0.40579700469970703,
|
|
0.18439710140228271,
|
|
0.3373492956161499,
|
|
0.5470851063728333,
|
|
0.5581393837928772,
|
|
0.4417177140712738,
|
|
0.16064251959323883,
|
|
0.42857134342193604,
|
|
0.3225805461406708,
|
|
0.32214754819869995,
|
|
0.29743579030036926,
|
|
0.689361572265625,
|
|
0.47120407223701477,
|
|
0.45833322405815125,
|
|
0.35502949357032776,
|
|
0.16589856147766113,
|
|
0.15517236292362213,
|
|
0.20809243619441986,
|
|
0.34374991059303284,
|
|
0.6431716680526733,
|
|
0.5573769211769104,
|
|
0.4748857021331787,
|
|
0.6039602756500244,
|
|
0.11063823103904724,
|
|
0.36559128761291504,
|
|
0.20238088071346283,
|
|
0.6008967757225037,
|
|
0.5520360469818115,
|
|
0.16981124877929688,
|
|
0.17518241703510284,
|
|
0.3598325252532959,
|
|
0.11074914038181305,
|
|
0.30769217014312744,
|
|
0.6255142092704773,
|
|
0.3269230127334595,
|
|
0.18604643642902374,
|
|
0.43243229389190674,
|
|
0.3557691276073456,
|
|
0.3931623101234436,
|
|
0.19999992847442627,
|
|
0.3804876506328583,
|
|
0.2931033670902252,
|
|
0.42911872267723083,
|
|
0.09929072856903076,
|
|
0.1898733526468277,
|
|
0.5906734466552734,
|
|
0.3576158285140991,
|
|
0.3505975306034088,
|
|
0.31067952513694763,
|
|
0.12875531613826752,
|
|
0.20869557559490204
|
|
],
|
|
"time": 180.36688801739365,
|
|
"param": [
|
|
{
|
|
"p": 0.09101022779941559,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05185702070593834,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10392552614212036,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06458675116300583,
|
|
"m": 0.9614523649215698
|
|
},
|
|
{
|
|
"p": 0.08936484158039093,
|
|
"m": 0.974976658821106
|
|
},
|
|
{
|
|
"p": 0.07048546522855759,
|
|
"m": 0.2440422922372818
|
|
},
|
|
{
|
|
"p": 0.06691158562898636,
|
|
"m": 0.6858891844749451
|
|
},
|
|
{
|
|
"p": 0.09089573472738266,
|
|
"m": 0.8261753916740417
|
|
},
|
|
{
|
|
"p": 0.04705758020281792,
|
|
"m": 0.9971698522567749
|
|
},
|
|
{
|
|
"p": 0.05752170830965042,
|
|
"m": 0.9963480234146118
|
|
},
|
|
{
|
|
"p": 0.0660991445183754,
|
|
"m": 0.9088342189788818
|
|
},
|
|
{
|
|
"p": 0.07925915718078613,
|
|
"m": 0.9944683313369751
|
|
},
|
|
{
|
|
"p": 0.10770844668149948,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.013316710479557514,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 4.373706340789795,
|
|
"val_loss": 3.0219810009002686,
|
|
"acc": 33.79,
|
|
"f1": [
|
|
0.6601940989494324,
|
|
0.4302324652671814,
|
|
0.30697670578956604,
|
|
0.2264150232076645,
|
|
0.15999993681907654,
|
|
0.2697673439979553,
|
|
0.3974357545375824,
|
|
0.37558677792549133,
|
|
0.30857133865356445,
|
|
0.4311376214027405,
|
|
0.1914892941713333,
|
|
0.2583025097846985,
|
|
0.2962961792945862,
|
|
0.27433618903160095,
|
|
0.25157222151756287,
|
|
0.19251330196857452,
|
|
0.37696322798728943,
|
|
0.4623654782772064,
|
|
0.27999988198280334,
|
|
0.2731706500053406,
|
|
0.5517240166664124,
|
|
0.45669278502464294,
|
|
0.299465149641037,
|
|
0.49999988079071045,
|
|
0.6145831942558289,
|
|
0.24999991059303284,
|
|
0.24999991059303284,
|
|
0.24999991059303284,
|
|
0.45161277055740356,
|
|
0.30769217014312744,
|
|
0.3873516917228699,
|
|
0.3123122453689575,
|
|
0.3708608150482178,
|
|
0.26993855834007263,
|
|
0.27604159712791443,
|
|
0.1390373706817627,
|
|
0.3267972767353058,
|
|
0.2124999612569809,
|
|
0.24590153992176056,
|
|
0.45714274048805237,
|
|
0.3387095630168915,
|
|
0.5595853924751282,
|
|
0.17241372168064117,
|
|
0.26815634965896606,
|
|
0.23312875628471375,
|
|
0.23684203624725342,
|
|
0.16666659712791443,
|
|
0.5425531268119812,
|
|
0.4595744013786316,
|
|
0.3369564116001129,
|
|
0.09009005129337311,
|
|
0.32941165566444397,
|
|
0.46511611342430115,
|
|
0.5714284777641296,
|
|
0.4907974302768707,
|
|
0.1410255879163742,
|
|
0.45161277055740356,
|
|
0.29787224531173706,
|
|
0.32941165566444397,
|
|
0.33228832483291626,
|
|
0.7219511270523071,
|
|
0.4183005392551422,
|
|
0.4431816637516022,
|
|
0.3502824008464813,
|
|
0.17241372168064117,
|
|
0.1655171811580658,
|
|
0.16874995827674866,
|
|
0.3170730471611023,
|
|
0.6767675280570984,
|
|
0.619289219379425,
|
|
0.4046241343021393,
|
|
0.619246780872345,
|
|
0.12459011375904083,
|
|
0.32467523217201233,
|
|
0.17910441756248474,
|
|
0.5840706825256348,
|
|
0.6268655061721802,
|
|
0.10169486701488495,
|
|
0.20740735530853271,
|
|
0.2887699604034424,
|
|
0.14237281680107117,
|
|
0.22485199570655823,
|
|
0.696132481098175,
|
|
0.16923071444034576,
|
|
0.22972965240478516,
|
|
0.36423835158348083,
|
|
0.37499988079071045,
|
|
0.3123122453689575,
|
|
0.12244893610477448,
|
|
0.39639630913734436,
|
|
0.22598862648010254,
|
|
0.42471033334732056,
|
|
0.18518511950969696,
|
|
0.0869564637541771,
|
|
0.5407723784446716,
|
|
0.4502163529396057,
|
|
0.16806717216968536,
|
|
0.2605862617492676,
|
|
0.13043473660945892,
|
|
0.3707864284515381
|
|
],
|
|
"time": 184.85909842792898,
|
|
"param": [
|
|
{
|
|
"p": 0.06273895502090454,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06363578140735626,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08465499430894852,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07568560540676117,
|
|
"m": 0.8876938819885254
|
|
},
|
|
{
|
|
"p": 0.08371399343013763,
|
|
"m": 0.8637901544570923
|
|
},
|
|
{
|
|
"p": 0.06218481808900833,
|
|
"m": 0.21450157463550568
|
|
},
|
|
{
|
|
"p": 0.08046916872262955,
|
|
"m": 0.6863957047462463
|
|
},
|
|
{
|
|
"p": 0.07989828288555145,
|
|
"m": 0.9059722423553467
|
|
},
|
|
{
|
|
"p": 0.07204055041074753,
|
|
"m": 0.8001792430877686
|
|
},
|
|
{
|
|
"p": 0.06890829652547836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06742013990879059,
|
|
"m": 0.8143596053123474
|
|
},
|
|
{
|
|
"p": 0.09319496899843216,
|
|
"m": 0.9905887246131897
|
|
},
|
|
{
|
|
"p": 0.07273031771183014,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.032724205404520035,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 4.505033493041992,
|
|
"val_loss": 2.722721576690674,
|
|
"acc": 34.89,
|
|
"f1": [
|
|
0.6735749840736389,
|
|
0.4320986270904541,
|
|
0.30057793855667114,
|
|
0.06106865406036377,
|
|
0.16666659712791443,
|
|
0.30769217014312744,
|
|
0.40740731358528137,
|
|
0.3583814203739166,
|
|
0.34482747316360474,
|
|
0.3758388161659241,
|
|
0.16842098534107208,
|
|
0.26136353611946106,
|
|
0.345177561044693,
|
|
0.1985815018415451,
|
|
0.16793887317180634,
|
|
0.1793721318244934,
|
|
0.35897424817085266,
|
|
0.5157893896102905,
|
|
0.2749998867511749,
|
|
0.23107562959194183,
|
|
0.5497629642486572,
|
|
0.5263156890869141,
|
|
0.29885047674179077,
|
|
0.5027931928634644,
|
|
0.596858561038971,
|
|
0.28444433212280273,
|
|
0.299999862909317,
|
|
0.2127659022808075,
|
|
0.46913570165634155,
|
|
0.31034475564956665,
|
|
0.4043714702129364,
|
|
0.3419688045978546,
|
|
0.33789944648742676,
|
|
0.2799999415874481,
|
|
0.29473677277565,
|
|
0.19480513036251068,
|
|
0.3232322335243225,
|
|
0.1938774734735489,
|
|
0.20779214799404144,
|
|
0.497175008058548,
|
|
0.27777767181396484,
|
|
0.6010927557945251,
|
|
0.28571420907974243,
|
|
0.3152708411216736,
|
|
0.21428564190864563,
|
|
0.1629629135131836,
|
|
0.21989519894123077,
|
|
0.5125626921653748,
|
|
0.5048542022705078,
|
|
0.3964756429195404,
|
|
0.09638547897338867,
|
|
0.2594141364097595,
|
|
0.5287355184555054,
|
|
0.6124400496482849,
|
|
0.5549736618995667,
|
|
0.11612897366285324,
|
|
0.43537402153015137,
|
|
0.3134327530860901,
|
|
0.4293783903121948,
|
|
0.27118635177612305,
|
|
0.687999963760376,
|
|
0.42780739068984985,
|
|
0.44776105880737305,
|
|
0.310558944940567,
|
|
0.17125378549098969,
|
|
0.1912349909543991,
|
|
0.17307688295841217,
|
|
0.3118278682231903,
|
|
0.7204300165176392,
|
|
0.6249998807907104,
|
|
0.4711109697818756,
|
|
0.5363127589225769,
|
|
0.1545064002275467,
|
|
0.4031619727611542,
|
|
0.17391295731067657,
|
|
0.5607475638389587,
|
|
0.5698922872543335,
|
|
0.15111105144023895,
|
|
0.21354161202907562,
|
|
0.38775497674942017,
|
|
0.13432830572128296,
|
|
0.28999990224838257,
|
|
0.654761791229248,
|
|
0.2682925760746002,
|
|
0.23076915740966797,
|
|
0.4595744013786316,
|
|
0.43269219994544983,
|
|
0.34576261043548584,
|
|
0.20238088071346283,
|
|
0.38766512274742126,
|
|
0.27777770161628723,
|
|
0.45814967155456543,
|
|
0.1503758728504181,
|
|
0.2333332598209381,
|
|
0.5800864696502686,
|
|
0.42857131361961365,
|
|
0.24083760380744934,
|
|
0.2795698046684265,
|
|
0.07650267332792282,
|
|
0.40552979707717896
|
|
],
|
|
"time": 183.16005601547658,
|
|
"param": [
|
|
{
|
|
"p": 0.08396322280168533,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06048686057329178,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07892686873674393,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07211479544639587,
|
|
"m": 0.8727107048034668
|
|
},
|
|
{
|
|
"p": 0.0685991421341896,
|
|
"m": 0.9206757545471191
|
|
},
|
|
{
|
|
"p": 0.068587526679039,
|
|
"m": 0.1413659155368805
|
|
},
|
|
{
|
|
"p": 0.08547639101743698,
|
|
"m": 0.7405977249145508
|
|
},
|
|
{
|
|
"p": 0.06518932431936264,
|
|
"m": 0.8110721707344055
|
|
},
|
|
{
|
|
"p": 0.0594661571085453,
|
|
"m": 0.8811926245689392
|
|
},
|
|
{
|
|
"p": 0.0684167891740799,
|
|
"m": 0.938656210899353
|
|
},
|
|
{
|
|
"p": 0.07693831622600555,
|
|
"m": 0.9025115966796875
|
|
},
|
|
{
|
|
"p": 0.10662426799535751,
|
|
"m": 0.9869661331176758
|
|
},
|
|
{
|
|
"p": 0.08350689709186554,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.02170339785516262,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 4.677722930908203,
|
|
"val_loss": 2.796177625656128,
|
|
"acc": 33.24,
|
|
"f1": [
|
|
0.592920184135437,
|
|
0.41176459193229675,
|
|
0.22499993443489075,
|
|
0.23437495529651642,
|
|
0.13559316098690033,
|
|
0.26548662781715393,
|
|
0.34246566891670227,
|
|
0.36464083194732666,
|
|
0.29940110445022583,
|
|
0.4099377691745758,
|
|
0.10218973457813263,
|
|
0.245353102684021,
|
|
0.28571420907974243,
|
|
0.24580998718738556,
|
|
0.20111726224422455,
|
|
0.19576714932918549,
|
|
0.29508185386657715,
|
|
0.44559577107429504,
|
|
0.26315781474113464,
|
|
0.2240663468837738,
|
|
0.5929647088050842,
|
|
0.4330707788467407,
|
|
0.3037973642349243,
|
|
0.47321414947509766,
|
|
0.509090781211853,
|
|
0.2485205978155136,
|
|
0.30674833059310913,
|
|
0.25157222151756287,
|
|
0.419580340385437,
|
|
0.28235283493995667,
|
|
0.38775497674942017,
|
|
0.30065348744392395,
|
|
0.3537413775920868,
|
|
0.24580998718738556,
|
|
0.23357655107975006,
|
|
0.14012733101844788,
|
|
0.36529669165611267,
|
|
0.10526309907436371,
|
|
0.20833326876163483,
|
|
0.42352932691574097,
|
|
0.28440356254577637,
|
|
0.616278886795044,
|
|
0.2674417495727539,
|
|
0.31050220131874084,
|
|
0.17142851650714874,
|
|
0.18274106085300446,
|
|
0.1554403454065323,
|
|
0.45226117968559265,
|
|
0.41891881823539734,
|
|
0.389891654253006,
|
|
0.17525766789913177,
|
|
0.2148759514093399,
|
|
0.5271965861320496,
|
|
0.5544553399085999,
|
|
0.5177663564682007,
|
|
0.11515147238969803,
|
|
0.4734298884868622,
|
|
0.3399999141693115,
|
|
0.34042543172836304,
|
|
0.26008957624435425,
|
|
0.6311785578727722,
|
|
0.4772725999355316,
|
|
0.39130425453186035,
|
|
0.30281683802604675,
|
|
0.14173223078250885,
|
|
0.20930226147174835,
|
|
0.22966498136520386,
|
|
0.2953585684299469,
|
|
0.5725190043449402,
|
|
0.49792519211769104,
|
|
0.4607328474521637,
|
|
0.5725805163383484,
|
|
0.1526716947555542,
|
|
0.3923075795173645,
|
|
0.17142851650714874,
|
|
0.5990782380104065,
|
|
0.5217390656471252,
|
|
0.19753079116344452,
|
|
0.2424241602420807,
|
|
0.36909863352775574,
|
|
0.13197962939739227,
|
|
0.2399999350309372,
|
|
0.6390531063079834,
|
|
0.24120594561100006,
|
|
0.18840573728084564,
|
|
0.4077668786048889,
|
|
0.3592231869697571,
|
|
0.40178558230400085,
|
|
0.08928567916154861,
|
|
0.28571417927742004,
|
|
0.2877192199230194,
|
|
0.44221094250679016,
|
|
0.10218973457813263,
|
|
0.2176869958639145,
|
|
0.509505569934845,
|
|
0.43404245376586914,
|
|
0.31535258889198303,
|
|
0.3248729705810547,
|
|
0.09386274963617325,
|
|
0.34977567195892334
|
|
],
|
|
"time": 183.5476527446881,
|
|
"param": [
|
|
{
|
|
"p": 0.0896809920668602,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07230841368436813,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11881881952285767,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06593868881464005,
|
|
"m": 0.8870812654495239
|
|
},
|
|
{
|
|
"p": 0.07046639919281006,
|
|
"m": 0.997907817363739
|
|
},
|
|
{
|
|
"p": 0.06225422024726868,
|
|
"m": 0.1531803160905838
|
|
},
|
|
{
|
|
"p": 0.05474914610385895,
|
|
"m": 0.7435622811317444
|
|
},
|
|
{
|
|
"p": 0.07726733386516571,
|
|
"m": 0.776919424533844
|
|
},
|
|
{
|
|
"p": 0.05498916655778885,
|
|
"m": 0.9329004287719727
|
|
},
|
|
{
|
|
"p": 0.061656802892684937,
|
|
"m": 0.9823657274246216
|
|
},
|
|
{
|
|
"p": 0.0468955859541893,
|
|
"m": 0.899082601070404
|
|
},
|
|
{
|
|
"p": 0.09358827769756317,
|
|
"m": 0.9755266904830933
|
|
},
|
|
{
|
|
"p": 0.10197991877794266,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0294062290340662,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 4.033952236175537,
|
|
"val_loss": 3.010693073272705,
|
|
"acc": 35.06,
|
|
"f1": [
|
|
0.6097559928894043,
|
|
0.42857128381729126,
|
|
0.2613064646720886,
|
|
0.2176869958639145,
|
|
0.1494252234697342,
|
|
0.24418595433235168,
|
|
0.3453236222267151,
|
|
0.403755784034729,
|
|
0.2732918858528137,
|
|
0.4670657217502594,
|
|
0.17435890436172485,
|
|
0.24675315618515015,
|
|
0.2649005651473999,
|
|
0.2048192024230957,
|
|
0.282828152179718,
|
|
0.2333332598209381,
|
|
0.3478260338306427,
|
|
0.4972374439239502,
|
|
0.32352936267852783,
|
|
0.17391297221183777,
|
|
0.5699480772018433,
|
|
0.4549018442630768,
|
|
0.3043477237224579,
|
|
0.5257730484008789,
|
|
0.6095237135887146,
|
|
0.2753622531890869,
|
|
0.3316061198711395,
|
|
0.2124999314546585,
|
|
0.48167529702186584,
|
|
0.2775118350982666,
|
|
0.3785713315010071,
|
|
0.36158180236816406,
|
|
0.35643553733825684,
|
|
0.3363635540008545,
|
|
0.29473677277565,
|
|
0.14689259231090546,
|
|
0.3516482412815094,
|
|
0.17441853880882263,
|
|
0.2485874742269516,
|
|
0.5086703896522522,
|
|
0.30331745743751526,
|
|
0.6039602756500244,
|
|
0.2611939311027527,
|
|
0.33333325386047363,
|
|
0.21118006110191345,
|
|
0.20571422576904297,
|
|
0.23703695833683014,
|
|
0.4579438269138336,
|
|
0.48401811718940735,
|
|
0.4065040051937103,
|
|
0.20930227637290955,
|
|
0.3076922297477722,
|
|
0.559210479259491,
|
|
0.5974025130271912,
|
|
0.4999998211860657,
|
|
0.06611566245555878,
|
|
0.449799120426178,
|
|
0.32804223895072937,
|
|
0.3854544162750244,
|
|
0.23463678359985352,
|
|
0.6910993456840515,
|
|
0.4949493706226349,
|
|
0.44827574491500854,
|
|
0.3419688045978546,
|
|
0.17213107645511627,
|
|
0.19607838988304138,
|
|
0.1126759946346283,
|
|
0.2991451919078827,
|
|
0.6889951229095459,
|
|
0.5272725820541382,
|
|
0.4431816637516022,
|
|
0.6062990427017212,
|
|
0.11249993741512299,
|
|
0.3445377051830292,
|
|
0.16249993443489075,
|
|
0.5615383386611938,
|
|
0.6171427369117737,
|
|
0.15706801414489746,
|
|
0.20576126873493195,
|
|
0.37426888942718506,
|
|
0.1499999314546585,
|
|
0.2564101815223694,
|
|
0.6532661318778992,
|
|
0.2780747711658478,
|
|
0.1951218694448471,
|
|
0.40769219398498535,
|
|
0.42735034227371216,
|
|
0.35294109582901,
|
|
0.1759258508682251,
|
|
0.36633655428886414,
|
|
0.24908417463302612,
|
|
0.43555545806884766,
|
|
0.12307687103748322,
|
|
0.23175960779190063,
|
|
0.4999998211860657,
|
|
0.42857131361961365,
|
|
0.13008125126361847,
|
|
0.3314284682273865,
|
|
0.09859149903059006,
|
|
0.36129021644592285
|
|
],
|
|
"time": 182.63991633057594,
|
|
"param": [
|
|
{
|
|
"p": 0.07695366442203522,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.044014763087034225,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0648786798119545,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06975526362657547,
|
|
"m": 0.8008152842521667
|
|
},
|
|
{
|
|
"p": 0.07278838753700256,
|
|
"m": 0.9402451515197754
|
|
},
|
|
{
|
|
"p": 0.07906448096036911,
|
|
"m": 0.13048192858695984
|
|
},
|
|
{
|
|
"p": 0.06942187994718552,
|
|
"m": 0.8131319880485535
|
|
},
|
|
{
|
|
"p": 0.07771408557891846,
|
|
"m": 0.8386992812156677
|
|
},
|
|
{
|
|
"p": 0.09331411868333817,
|
|
"m": 0.8811295032501221
|
|
},
|
|
{
|
|
"p": 0.07417353987693787,
|
|
"m": 0.9415651559829712
|
|
},
|
|
{
|
|
"p": 0.07197079062461853,
|
|
"m": 0.9087582230567932
|
|
},
|
|
{
|
|
"p": 0.07986865937709808,
|
|
"m": 0.9385491609573364
|
|
},
|
|
{
|
|
"p": 0.1028386726975441,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.023243097588419914,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 4.695669651031494,
|
|
"val_loss": 2.682220220565796,
|
|
"acc": 34.06,
|
|
"f1": [
|
|
0.6483515501022339,
|
|
0.4266665577888489,
|
|
0.2403845638036728,
|
|
0.20238088071346283,
|
|
0.19178074598312378,
|
|
0.22627730667591095,
|
|
0.3043477535247803,
|
|
0.37499988079071045,
|
|
0.29714274406433105,
|
|
0.43979042768478394,
|
|
0.16993455588817596,
|
|
0.2272726595401764,
|
|
0.24844713509082794,
|
|
0.23728805780410767,
|
|
0.16793887317180634,
|
|
0.170940101146698,
|
|
0.3417084515094757,
|
|
0.4339621663093567,
|
|
0.303703635931015,
|
|
0.20338977873325348,
|
|
0.5806450843811035,
|
|
0.4717947542667389,
|
|
0.3265305161476135,
|
|
0.5284972786903381,
|
|
0.5432097911834717,
|
|
0.28455275297164917,
|
|
0.32291656732559204,
|
|
0.206060528755188,
|
|
0.3946187198162079,
|
|
0.30150744318962097,
|
|
0.35344812273979187,
|
|
0.3152708411216736,
|
|
0.2745096981525421,
|
|
0.3041473925113678,
|
|
0.3319147825241089,
|
|
0.0990990400314331,
|
|
0.2721087336540222,
|
|
0.1731601059436798,
|
|
0.22222214937210083,
|
|
0.42471033334732056,
|
|
0.309278279542923,
|
|
0.5596328973770142,
|
|
0.28758159279823303,
|
|
0.3599999248981476,
|
|
0.18867920339107513,
|
|
0.19433192908763885,
|
|
0.18055549263954163,
|
|
0.4814814031124115,
|
|
0.4537035822868347,
|
|
0.4085105359554291,
|
|
0.19108274579048157,
|
|
0.2585033178329468,
|
|
0.5090908408164978,
|
|
0.5811964869499207,
|
|
0.5099998712539673,
|
|
0.09326418489217758,
|
|
0.506912350654602,
|
|
0.29118767380714417,
|
|
0.3317534327507019,
|
|
0.26415085792541504,
|
|
0.7004607319831848,
|
|
0.47674402594566345,
|
|
0.4623654782772064,
|
|
0.33333322405815125,
|
|
0.08791202306747437,
|
|
0.10852707922458649,
|
|
0.22608689963817596,
|
|
0.27096763253211975,
|
|
0.6484017372131348,
|
|
0.5555554032325745,
|
|
0.522222101688385,
|
|
0.4936707317829132,
|
|
0.1576354056596756,
|
|
0.37696322798728943,
|
|
0.12499993294477463,
|
|
0.5263156890869141,
|
|
0.6071427464485168,
|
|
0.11538457125425339,
|
|
0.21621613204479218,
|
|
0.35897424817085266,
|
|
0.13924044370651245,
|
|
0.28025469183921814,
|
|
0.6442306041717529,
|
|
0.4205606281757355,
|
|
0.19108274579048157,
|
|
0.3923443853855133,
|
|
0.41284388303756714,
|
|
0.3820223808288574,
|
|
0.15686269104480743,
|
|
0.3067092001438141,
|
|
0.24083760380744934,
|
|
0.447368323802948,
|
|
0.07518791407346725,
|
|
0.25125616788864136,
|
|
0.6242773532867432,
|
|
0.44036686420440674,
|
|
0.2767294645309448,
|
|
0.2553190290927887,
|
|
0.12669678032398224,
|
|
0.3383083641529083
|
|
],
|
|
"time": 183.106703129597,
|
|
"param": [
|
|
{
|
|
"p": 0.08367839455604553,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06220575049519539,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07862801104784012,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.048179320991039276,
|
|
"m": 0.8670669794082642
|
|
},
|
|
{
|
|
"p": 0.06877879053354263,
|
|
"m": 0.9794493317604065
|
|
},
|
|
{
|
|
"p": 0.07703550159931183,
|
|
"m": 0.28060415387153625
|
|
},
|
|
{
|
|
"p": 0.06978695839643478,
|
|
"m": 0.9488567113876343
|
|
},
|
|
{
|
|
"p": 0.07737921923398972,
|
|
"m": 0.8773985505104065
|
|
},
|
|
{
|
|
"p": 0.08441553264856339,
|
|
"m": 0.8988676071166992
|
|
},
|
|
{
|
|
"p": 0.07457835972309113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07215289026498795,
|
|
"m": 0.8510004878044128
|
|
},
|
|
{
|
|
"p": 0.0808190405368805,
|
|
"m": 0.9510869979858398
|
|
},
|
|
{
|
|
"p": 0.08909808844327927,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.033264026045799255,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 4.970528602600098,
|
|
"val_loss": 2.5848288536071777,
|
|
"acc": 34.47,
|
|
"f1": [
|
|
0.6139533519744873,
|
|
0.3787877857685089,
|
|
0.2674417495727539,
|
|
0.1951218843460083,
|
|
0.20382159948349,
|
|
0.26315784454345703,
|
|
0.3568074107170105,
|
|
0.3926939368247986,
|
|
0.2913164496421814,
|
|
0.4624998867511749,
|
|
0.046511583030223846,
|
|
0.2512076497077942,
|
|
0.3299999237060547,
|
|
0.24390237033367157,
|
|
0.2430938482284546,
|
|
0.19047611951828003,
|
|
0.3557691276073456,
|
|
0.45454534888267517,
|
|
0.34513264894485474,
|
|
0.23744283616542816,
|
|
0.5118108987808228,
|
|
0.4313724637031555,
|
|
0.27551010251045227,
|
|
0.48214277625083923,
|
|
0.589371919631958,
|
|
0.2891565263271332,
|
|
0.24719089269638062,
|
|
0.20930226147174835,
|
|
0.5524860620498657,
|
|
0.23255807161331177,
|
|
0.3441859781742096,
|
|
0.30107519030570984,
|
|
0.31632643938064575,
|
|
0.35675665736198425,
|
|
0.3778800964355469,
|
|
0.14814810454845428,
|
|
0.32291656732559204,
|
|
0.15300540626049042,
|
|
0.2075471132993698,
|
|
0.5076140761375427,
|
|
0.38596484065055847,
|
|
0.5628139972686768,
|
|
0.24489788711071014,
|
|
0.3215685188770294,
|
|
0.19047611951828003,
|
|
0.21538454294204712,
|
|
0.23589736223220825,
|
|
0.5130888819694519,
|
|
0.4818180501461029,
|
|
0.28571420907974243,
|
|
0.16438350081443787,
|
|
0.2572613060474396,
|
|
0.559139609336853,
|
|
0.6249998807907104,
|
|
0.5316454768180847,
|
|
0.14184391498565674,
|
|
0.5087717771530151,
|
|
0.3228698670864105,
|
|
0.38738730549812317,
|
|
0.3276835083961487,
|
|
0.6761903762817383,
|
|
0.4521738290786743,
|
|
0.4487804174423218,
|
|
0.3418802320957184,
|
|
0.1203702986240387,
|
|
0.1257142275571823,
|
|
0.14285707473754883,
|
|
0.30588221549987793,
|
|
0.6212120056152344,
|
|
0.5698922872543335,
|
|
0.4387753903865814,
|
|
0.5274723768234253,
|
|
0.15315312147140503,
|
|
0.3696681261062622,
|
|
0.17857135832309723,
|
|
0.5585584044456482,
|
|
0.5876776576042175,
|
|
0.10256403684616089,
|
|
0.2765956223011017,
|
|
0.39583319425582886,
|
|
0.1362006664276123,
|
|
0.2624998986721039,
|
|
0.6289306282997131,
|
|
0.36082467436790466,
|
|
0.16058386862277985,
|
|
0.3555554449558258,
|
|
0.346666544675827,
|
|
0.3248406946659088,
|
|
0.20377352833747864,
|
|
0.39810416102409363,
|
|
0.25555548071861267,
|
|
0.4549354910850525,
|
|
0.1725887656211853,
|
|
0.24096378684043884,
|
|
0.5940592885017395,
|
|
0.41340771317481995,
|
|
0.28187909722328186,
|
|
0.2546815574169159,
|
|
0.08333326876163483,
|
|
0.2837836742401123
|
|
],
|
|
"time": 181.8929233076051,
|
|
"param": [
|
|
{
|
|
"p": 0.09070837497711182,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04893650487065315,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09671512246131897,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08680704981088638,
|
|
"m": 0.7443798780441284
|
|
},
|
|
{
|
|
"p": 0.06888233125209808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07359455525875092,
|
|
"m": 0.12914155423641205
|
|
},
|
|
{
|
|
"p": 0.06902819126844406,
|
|
"m": 0.7914974093437195
|
|
},
|
|
{
|
|
"p": 0.08159732073545456,
|
|
"m": 0.8439648747444153
|
|
},
|
|
{
|
|
"p": 0.05851208418607712,
|
|
"m": 0.886096715927124
|
|
},
|
|
{
|
|
"p": 0.05554429069161415,
|
|
"m": 0.9928821325302124
|
|
},
|
|
{
|
|
"p": 0.07074885070323944,
|
|
"m": 0.963239312171936
|
|
},
|
|
{
|
|
"p": 0.08281095325946808,
|
|
"m": 0.9999505877494812
|
|
},
|
|
{
|
|
"p": 0.09101930260658264,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.025095084682106972,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 4.1382832527160645,
|
|
"val_loss": 2.695258617401123,
|
|
"acc": 33.79,
|
|
"f1": [
|
|
0.616278886795044,
|
|
0.4214874804019928,
|
|
0.18518511950969696,
|
|
0.2389935851097107,
|
|
0.1748633086681366,
|
|
0.23492057621479034,
|
|
0.3537413775920868,
|
|
0.40476179122924805,
|
|
0.3389829695224762,
|
|
0.42253512144088745,
|
|
0.17808210849761963,
|
|
0.2275448441505432,
|
|
0.30065348744392395,
|
|
0.20125779509544373,
|
|
0.1891891211271286,
|
|
0.24580998718738556,
|
|
0.4050631821155548,
|
|
0.5094338655471802,
|
|
0.3444443643093109,
|
|
0.24291490018367767,
|
|
0.48421043157577515,
|
|
0.4725273549556732,
|
|
0.29629620909690857,
|
|
0.5411763787269592,
|
|
0.5829595327377319,
|
|
0.2585033178329468,
|
|
0.33333322405815125,
|
|
0.21259836852550507,
|
|
0.3936169147491455,
|
|
0.29213473200798035,
|
|
0.36633655428886414,
|
|
0.31284910440444946,
|
|
0.28455275297164917,
|
|
0.2906976044178009,
|
|
0.27945196628570557,
|
|
0.123287633061409,
|
|
0.2793295085430145,
|
|
0.12738847732543945,
|
|
0.14193542301654816,
|
|
0.4799998700618744,
|
|
0.2941175401210785,
|
|
0.6162160634994507,
|
|
0.22807011008262634,
|
|
0.3559320867061615,
|
|
0.1818181276321411,
|
|
0.17616572976112366,
|
|
0.1818181276321411,
|
|
0.44280433654785156,
|
|
0.49999988079071045,
|
|
0.35744670033454895,
|
|
0.2236841470003128,
|
|
0.3046356737613678,
|
|
0.5244443416595459,
|
|
0.5773194432258606,
|
|
0.5177663564682007,
|
|
0.07633582502603531,
|
|
0.42241373658180237,
|
|
0.3823528587818146,
|
|
0.36820071935653687,
|
|
0.30120471119880676,
|
|
0.707547128200531,
|
|
0.33823519945144653,
|
|
0.3837208151817322,
|
|
0.36129021644592285,
|
|
0.16140346229076385,
|
|
0.152671679854393,
|
|
0.210526242852211,
|
|
0.28272244334220886,
|
|
0.707547128200531,
|
|
0.5641024708747864,
|
|
0.3758388161659241,
|
|
0.5793650150299072,
|
|
0.18823520839214325,
|
|
0.404958575963974,
|
|
0.20895515382289886,
|
|
0.6077346205711365,
|
|
0.603550136089325,
|
|
0.123287633061409,
|
|
0.24999991059303284,
|
|
0.29629620909690857,
|
|
0.1307189017534256,
|
|
0.21917803585529327,
|
|
0.6982247233390808,
|
|
0.30409345030784607,
|
|
0.1824103742837906,
|
|
0.4347825348377228,
|
|
0.36180898547172546,
|
|
0.34999993443489075,
|
|
0.16243648529052734,
|
|
0.39090898633003235,
|
|
0.22872336208820343,
|
|
0.5140186548233032,
|
|
0.18999992311000824,
|
|
0.19188186526298523,
|
|
0.5608464479446411,
|
|
0.4111110270023346,
|
|
0.2603549063205719,
|
|
0.2556390166282654,
|
|
0.1302681565284729,
|
|
0.35185176134109497
|
|
],
|
|
"time": 184.22443068679422,
|
|
"param": [
|
|
{
|
|
"p": 0.05649331212043762,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07357891649007797,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06703860312700272,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06762487441301346,
|
|
"m": 0.7078363299369812
|
|
},
|
|
{
|
|
"p": 0.08958803117275238,
|
|
"m": 0.9819170832633972
|
|
},
|
|
{
|
|
"p": 0.07111041992902756,
|
|
"m": 0.13512280583381653
|
|
},
|
|
{
|
|
"p": 0.07856044173240662,
|
|
"m": 0.7282754182815552
|
|
},
|
|
{
|
|
"p": 0.07012853026390076,
|
|
"m": 0.7864273190498352
|
|
},
|
|
{
|
|
"p": 0.07753802090883255,
|
|
"m": 0.755943238735199
|
|
},
|
|
{
|
|
"p": 0.0762224942445755,
|
|
"m": 0.9084438681602478
|
|
},
|
|
{
|
|
"p": 0.05400383099913597,
|
|
"m": 0.9916285276412964
|
|
},
|
|
{
|
|
"p": 0.08476363122463226,
|
|
"m": 0.9727238416671753
|
|
},
|
|
{
|
|
"p": 0.10529112070798874,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.028057798743247986,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 4.431973457336426,
|
|
"val_loss": 2.7819266319274902,
|
|
"acc": 33.87,
|
|
"f1": [
|
|
0.5747125148773193,
|
|
0.37914684414863586,
|
|
0.25870639085769653,
|
|
0.24358965456485748,
|
|
0.17254894971847534,
|
|
0.2399999350309372,
|
|
0.36871495842933655,
|
|
0.3542434275150299,
|
|
0.2824857831001282,
|
|
0.4840763211250305,
|
|
0.13245026767253876,
|
|
0.18749991059303284,
|
|
0.24999991059303284,
|
|
0.2366863191127777,
|
|
0.21111102402210236,
|
|
0.19199992716312408,
|
|
0.3534882664680481,
|
|
0.4727271497249603,
|
|
0.3034482002258301,
|
|
0.291139155626297,
|
|
0.492537260055542,
|
|
0.46808499097824097,
|
|
0.29473677277565,
|
|
0.419580340385437,
|
|
0.5393257737159729,
|
|
0.2761903405189514,
|
|
0.25599992275238037,
|
|
0.19931264221668243,
|
|
0.5026736855506897,
|
|
0.2629106938838959,
|
|
0.4245808720588684,
|
|
0.28571420907974243,
|
|
0.2783504128456116,
|
|
0.3157893717288971,
|
|
0.2771083414554596,
|
|
0.18487389385700226,
|
|
0.2840908169746399,
|
|
0.11188805103302002,
|
|
0.2340424805879593,
|
|
0.5423727631568909,
|
|
0.32075464725494385,
|
|
0.5714284777641296,
|
|
0.27631568908691406,
|
|
0.3577980697154999,
|
|
0.14285710453987122,
|
|
0.15789467096328735,
|
|
0.18749994039535522,
|
|
0.4161490201950073,
|
|
0.41984719038009644,
|
|
0.363636314868927,
|
|
0.1509433388710022,
|
|
0.31896543502807617,
|
|
0.4495411515235901,
|
|
0.5743588209152222,
|
|
0.5316454172134399,
|
|
0.1497325599193573,
|
|
0.47169798612594604,
|
|
0.32335323095321655,
|
|
0.35102033615112305,
|
|
0.24186037480831146,
|
|
0.6859902143478394,
|
|
0.46428558230400085,
|
|
0.40601494908332825,
|
|
0.3594468832015991,
|
|
0.13333328068256378,
|
|
0.2571427822113037,
|
|
0.15476183593273163,
|
|
0.28846150636672974,
|
|
0.6396394968032837,
|
|
0.5439329743385315,
|
|
0.42241373658180237,
|
|
0.5075756311416626,
|
|
0.11299428343772888,
|
|
0.3216782510280609,
|
|
0.18390797078609467,
|
|
0.5767440795898438,
|
|
0.5700933337211609,
|
|
0.18079088628292084,
|
|
0.19018401205539703,
|
|
0.3168315887451172,
|
|
0.16176463663578033,
|
|
0.220779150724411,
|
|
0.6461536884307861,
|
|
0.2597401440143585,
|
|
0.20547938346862793,
|
|
0.3675212860107422,
|
|
0.4549761712551117,
|
|
0.3707864284515381,
|
|
0.17333325743675232,
|
|
0.30877184867858887,
|
|
0.280373752117157,
|
|
0.4595744013786316,
|
|
0.06837603449821472,
|
|
0.21186435222625732,
|
|
0.6021503806114197,
|
|
0.3999998867511749,
|
|
0.2264150232076645,
|
|
0.3537413775920868,
|
|
0.08433729410171509,
|
|
0.3141360282897949
|
|
],
|
|
"time": 182.679605868645,
|
|
"param": [
|
|
{
|
|
"p": 0.06600908190011978,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.054528627544641495,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10787193477153778,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.057408373802900314,
|
|
"m": 0.6723926663398743
|
|
},
|
|
{
|
|
"p": 0.07872738689184189,
|
|
"m": 0.9507641196250916
|
|
},
|
|
{
|
|
"p": 0.0845310389995575,
|
|
"m": 0.1628752201795578
|
|
},
|
|
{
|
|
"p": 0.06303934752941132,
|
|
"m": 0.4591881334781647
|
|
},
|
|
{
|
|
"p": 0.076517254114151,
|
|
"m": 0.8204024434089661
|
|
},
|
|
{
|
|
"p": 0.05634105205535889,
|
|
"m": 0.8764557242393494
|
|
},
|
|
{
|
|
"p": 0.09565079212188721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04648793488740921,
|
|
"m": 0.9381294250488281
|
|
},
|
|
{
|
|
"p": 0.09194639325141907,
|
|
"m": 0.898517906665802
|
|
},
|
|
{
|
|
"p": 0.0865984559059143,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03434239327907562,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 4.297879695892334,
|
|
"val_loss": 2.9410526752471924,
|
|
"acc": 34.24,
|
|
"f1": [
|
|
0.6263735294342041,
|
|
0.35365843772888184,
|
|
0.21839071810245514,
|
|
0.23728805780410767,
|
|
0.11188805103302002,
|
|
0.2685184180736542,
|
|
0.41052618622779846,
|
|
0.3765689730644226,
|
|
0.35294109582901,
|
|
0.4594593644142151,
|
|
0.17266181111335754,
|
|
0.19540224969387054,
|
|
0.35341355204582214,
|
|
0.23870962858200073,
|
|
0.18749994039535522,
|
|
0.23076915740966797,
|
|
0.3636362552642822,
|
|
0.4999999403953552,
|
|
0.33333322405815125,
|
|
0.24418595433235168,
|
|
0.5980390906333923,
|
|
0.5019606351852417,
|
|
0.3440859317779541,
|
|
0.4942527115345001,
|
|
0.5980390906333923,
|
|
0.29577454924583435,
|
|
0.31279608607292175,
|
|
0.17968745529651642,
|
|
0.49261072278022766,
|
|
0.22155681252479553,
|
|
0.3444443643093109,
|
|
0.2553190290927887,
|
|
0.30769217014312744,
|
|
0.29508185386657715,
|
|
0.29702961444854736,
|
|
0.13157887756824493,
|
|
0.32298123836517334,
|
|
0.16239310801029205,
|
|
0.2117646485567093,
|
|
0.49327346682548523,
|
|
0.3024389147758484,
|
|
0.4769229590892792,
|
|
0.2580644190311432,
|
|
0.28846150636672974,
|
|
0.20535708963871002,
|
|
0.22818784415721893,
|
|
0.19587622582912445,
|
|
0.4573642313480377,
|
|
0.4065040051937103,
|
|
0.37320560216903687,
|
|
0.15706801414489746,
|
|
0.3419688045978546,
|
|
0.494381844997406,
|
|
0.5578945875167847,
|
|
0.518134593963623,
|
|
0.13636359572410583,
|
|
0.4248703718185425,
|
|
0.34615373611450195,
|
|
0.31724128127098083,
|
|
0.3269230127334595,
|
|
0.7150257229804993,
|
|
0.4541061818599701,
|
|
0.4238409399986267,
|
|
0.3636362552642822,
|
|
0.056337978690862656,
|
|
0.1985815018415451,
|
|
0.23214277625083923,
|
|
0.2692306637763977,
|
|
0.6936934590339661,
|
|
0.5483869910240173,
|
|
0.4745761752128601,
|
|
0.6086955666542053,
|
|
0.08391603082418442,
|
|
0.4052862524986267,
|
|
0.15957440435886383,
|
|
0.6105261445045471,
|
|
0.6413041353225708,
|
|
0.14379078149795532,
|
|
0.22471904754638672,
|
|
0.25185176730155945,
|
|
0.1648350954055786,
|
|
0.30456843972206116,
|
|
0.635944664478302,
|
|
0.3568074107170105,
|
|
0.2347417026758194,
|
|
0.38626599311828613,
|
|
0.43171796202659607,
|
|
0.37735840678215027,
|
|
0.18699179589748383,
|
|
0.32417574524879456,
|
|
0.27428561449050903,
|
|
0.5227271318435669,
|
|
0.0806451216340065,
|
|
0.20320846140384674,
|
|
0.5957446098327637,
|
|
0.4433496594429016,
|
|
0.220779150724411,
|
|
0.2677823603153229,
|
|
0.11228065192699432,
|
|
0.31372538208961487
|
|
],
|
|
"time": 181.17557620164007,
|
|
"param": [
|
|
{
|
|
"p": 0.0906602069735527,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06265176087617874,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06668435782194138,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07790588587522507,
|
|
"m": 0.6954552531242371
|
|
},
|
|
{
|
|
"p": 0.06892330199480057,
|
|
"m": 0.9407959580421448
|
|
},
|
|
{
|
|
"p": 0.06432271748781204,
|
|
"m": 0.1937868297100067
|
|
},
|
|
{
|
|
"p": 0.07039264589548111,
|
|
"m": 0.4684063196182251
|
|
},
|
|
{
|
|
"p": 0.07812894880771637,
|
|
"m": 0.7851777076721191
|
|
},
|
|
{
|
|
"p": 0.08825753629207611,
|
|
"m": 0.8476024270057678
|
|
},
|
|
{
|
|
"p": 0.09521903097629547,
|
|
"m": 0.8906710147857666
|
|
},
|
|
{
|
|
"p": 0.06121785566210747,
|
|
"m": 0.9900668263435364
|
|
},
|
|
{
|
|
"p": 0.06378527730703354,
|
|
"m": 0.9483839869499207
|
|
},
|
|
{
|
|
"p": 0.08198058605194092,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.029869938269257545,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 3.6640586853027344,
|
|
"val_loss": 2.682955265045166,
|
|
"acc": 34.34,
|
|
"f1": [
|
|
0.5859870910644531,
|
|
0.396624356508255,
|
|
0.20408155024051666,
|
|
0.23437494039535522,
|
|
0.08205122500658035,
|
|
0.2660549581050873,
|
|
0.3959389626979828,
|
|
0.3253011107444763,
|
|
0.2953019440174103,
|
|
0.37735840678215027,
|
|
0.14285707473754883,
|
|
0.21192045509815216,
|
|
0.345177561044693,
|
|
0.2547169029712677,
|
|
0.2264150232076645,
|
|
0.1911763995885849,
|
|
0.34586456418037415,
|
|
0.466666579246521,
|
|
0.2914571762084961,
|
|
0.3037973642349243,
|
|
0.5929647088050842,
|
|
0.43575406074523926,
|
|
0.2983424663543701,
|
|
0.5533979535102844,
|
|
0.6113536357879639,
|
|
0.27722764015197754,
|
|
0.2585032880306244,
|
|
0.21596238017082214,
|
|
0.494381844997406,
|
|
0.25862061977386475,
|
|
0.4081631302833557,
|
|
0.24999988079071045,
|
|
0.31818169355392456,
|
|
0.27272719144821167,
|
|
0.29292917251586914,
|
|
0.2348177433013916,
|
|
0.3249998986721039,
|
|
0.18930034339427948,
|
|
0.20377352833747864,
|
|
0.3853819966316223,
|
|
0.30278873443603516,
|
|
0.5327101349830627,
|
|
0.2620086967945099,
|
|
0.27118635177612305,
|
|
0.16417904198169708,
|
|
0.18421046435832977,
|
|
0.19580411911010742,
|
|
0.4659089744091034,
|
|
0.5321099162101746,
|
|
0.41048023104667664,
|
|
0.18497103452682495,
|
|
0.29319363832473755,
|
|
0.5461845993995667,
|
|
0.6010361909866333,
|
|
0.5526314973831177,
|
|
0.10218973457813263,
|
|
0.43781083822250366,
|
|
0.32298123836517334,
|
|
0.3980098366737366,
|
|
0.33333325386047363,
|
|
0.7399998903274536,
|
|
0.45197728276252747,
|
|
0.4278606176376343,
|
|
0.34821417927742004,
|
|
0.1641337126493454,
|
|
0.14723920822143555,
|
|
0.1879698783159256,
|
|
0.2987011969089508,
|
|
0.6804978251457214,
|
|
0.5089284181594849,
|
|
0.4884791076183319,
|
|
0.57297283411026,
|
|
0.1594202220439911,
|
|
0.4059404730796814,
|
|
0.1129031702876091,
|
|
0.5700481534004211,
|
|
0.5876776576042175,
|
|
0.14953264594078064,
|
|
0.2248995453119278,
|
|
0.3320753574371338,
|
|
0.1126759946346283,
|
|
0.29743579030036926,
|
|
0.6735749840736389,
|
|
0.2953585684299469,
|
|
0.2230215221643448,
|
|
0.32558128237724304,
|
|
0.3636362552642822,
|
|
0.3597121238708496,
|
|
0.22614836692810059,
|
|
0.37209296226501465,
|
|
0.2603549063205719,
|
|
0.45833322405815125,
|
|
0.07299264520406723,
|
|
0.2097901701927185,
|
|
0.5294116139411926,
|
|
0.3855420649051666,
|
|
0.3025209605693817,
|
|
0.3195875287055969,
|
|
0.09999995678663254,
|
|
0.3435581922531128
|
|
],
|
|
"time": 181.6624123379588,
|
|
"param": [
|
|
{
|
|
"p": 0.08542565256357193,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.052297305315732956,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0932219922542572,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06266027688980103,
|
|
"m": 0.738102912902832
|
|
},
|
|
{
|
|
"p": 0.0699605718255043,
|
|
"m": 0.9544870257377625
|
|
},
|
|
{
|
|
"p": 0.08227457851171494,
|
|
"m": 0.28646621108055115
|
|
},
|
|
{
|
|
"p": 0.0704449936747551,
|
|
"m": 0.4464876055717468
|
|
},
|
|
{
|
|
"p": 0.0852418765425682,
|
|
"m": 0.8187416791915894
|
|
},
|
|
{
|
|
"p": 0.06285592168569565,
|
|
"m": 0.7424473166465759
|
|
},
|
|
{
|
|
"p": 0.0740768238902092,
|
|
"m": 0.870070219039917
|
|
},
|
|
{
|
|
"p": 0.06306520104408264,
|
|
"m": 0.9989546537399292
|
|
},
|
|
{
|
|
"p": 0.09100453555583954,
|
|
"m": 0.9093183279037476
|
|
},
|
|
{
|
|
"p": 0.07262088358402252,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03484933078289032,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 4.1090779304504395,
|
|
"val_loss": 2.901690721511841,
|
|
"acc": 35.01,
|
|
"f1": [
|
|
0.5230768322944641,
|
|
0.3722626864910126,
|
|
0.17910441756248474,
|
|
0.2148759663105011,
|
|
0.11494245380163193,
|
|
0.24870456755161285,
|
|
0.362499862909317,
|
|
0.4210525155067444,
|
|
0.3443707227706909,
|
|
0.5052630305290222,
|
|
0.1965811401605606,
|
|
0.194871723651886,
|
|
0.30487796664237976,
|
|
0.2181817591190338,
|
|
0.24210518598556519,
|
|
0.23076915740966797,
|
|
0.2929935157299042,
|
|
0.46913570165634155,
|
|
0.3386242389678955,
|
|
0.27884605526924133,
|
|
0.6041665077209473,
|
|
0.3611110746860504,
|
|
0.32748526334762573,
|
|
0.4969695806503296,
|
|
0.5853657722473145,
|
|
0.2959182858467102,
|
|
0.24999992549419403,
|
|
0.18840573728084564,
|
|
0.4788731336593628,
|
|
0.31067952513694763,
|
|
0.396135151386261,
|
|
0.28571417927742004,
|
|
0.2641508877277374,
|
|
0.28187909722328186,
|
|
0.3313608467578888,
|
|
0.1528661698102951,
|
|
0.3208555281162262,
|
|
0.06896546483039856,
|
|
0.2575106620788574,
|
|
0.48780474066734314,
|
|
0.3908045291900635,
|
|
0.5471696853637695,
|
|
0.26254817843437195,
|
|
0.31304341554641724,
|
|
0.2376236915588379,
|
|
0.177285298705101,
|
|
0.23463678359985352,
|
|
0.4918031394481659,
|
|
0.43749991059303284,
|
|
0.38834938406944275,
|
|
0.18579228222370148,
|
|
0.31788066029548645,
|
|
0.577777624130249,
|
|
0.5841582417488098,
|
|
0.5454544425010681,
|
|
0.1452513188123703,
|
|
0.5136610269546509,
|
|
0.37349388003349304,
|
|
0.3948496878147125,
|
|
0.33802807331085205,
|
|
0.7065216302871704,
|
|
0.45121943950653076,
|
|
0.4405285120010376,
|
|
0.32558128237724304,
|
|
0.15957440435886383,
|
|
0.22222213447093964,
|
|
0.18713442981243134,
|
|
0.35294109582901,
|
|
0.5999999046325684,
|
|
0.4719099998474121,
|
|
0.43999987840652466,
|
|
0.6234816312789917,
|
|
0.12935318052768707,
|
|
0.4083768427371979,
|
|
0.13138681650161743,
|
|
0.5690376162528992,
|
|
0.5781989693641663,
|
|
0.16374263167381287,
|
|
0.2094240039587021,
|
|
0.28571420907974243,
|
|
0.14193542301654816,
|
|
0.2433861643075943,
|
|
0.6124400496482849,
|
|
0.3384614884853363,
|
|
0.2399999350309372,
|
|
0.42708319425582886,
|
|
0.3714284896850586,
|
|
0.43956032395362854,
|
|
0.16049376130104065,
|
|
0.34042543172836304,
|
|
0.28571420907974243,
|
|
0.4897957742214203,
|
|
0.14213192462921143,
|
|
0.14062495529651642,
|
|
0.5833331942558289,
|
|
0.47524741291999817,
|
|
0.36111101508140564,
|
|
0.32051271200180054,
|
|
0.09523802250623703,
|
|
0.34554967284202576
|
|
],
|
|
"time": 182.50096256285906,
|
|
"param": [
|
|
{
|
|
"p": 0.07739099115133286,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04788050428032875,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07660438120365143,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.055655717849731445,
|
|
"m": 0.7544978857040405
|
|
},
|
|
{
|
|
"p": 0.08922969549894333,
|
|
"m": 0.9343674778938293
|
|
},
|
|
{
|
|
"p": 0.07959411293268204,
|
|
"m": 0.24295258522033691
|
|
},
|
|
{
|
|
"p": 0.058186158537864685,
|
|
"m": 0.5778428912162781
|
|
},
|
|
{
|
|
"p": 0.07330574095249176,
|
|
"m": 0.814393937587738
|
|
},
|
|
{
|
|
"p": 0.08058633655309677,
|
|
"m": 0.6239890456199646
|
|
},
|
|
{
|
|
"p": 0.06962837278842926,
|
|
"m": 0.8622069954872131
|
|
},
|
|
{
|
|
"p": 0.07059907168149948,
|
|
"m": 0.8562425374984741
|
|
},
|
|
{
|
|
"p": 0.08276087045669556,
|
|
"m": 0.9149113893508911
|
|
},
|
|
{
|
|
"p": 0.0943090170621872,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.044269073754549026,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 4.10432767868042,
|
|
"val_loss": 2.6795523166656494,
|
|
"acc": 34.86,
|
|
"f1": [
|
|
0.5688887238502502,
|
|
0.37614670395851135,
|
|
0.29677411913871765,
|
|
0.24505920708179474,
|
|
0.17194563150405884,
|
|
0.3070538640022278,
|
|
0.38961026072502136,
|
|
0.4042551815509796,
|
|
0.3617020547389984,
|
|
0.4319247901439667,
|
|
0.17679551243782043,
|
|
0.22702695429325104,
|
|
0.3169810175895691,
|
|
0.25112098455429077,
|
|
0.2333332598209381,
|
|
0.28019312024116516,
|
|
0.40404030680656433,
|
|
0.5208331942558289,
|
|
0.3096773326396942,
|
|
0.25095051527023315,
|
|
0.5666665434837341,
|
|
0.36111101508140564,
|
|
0.3076922297477722,
|
|
0.45569607615470886,
|
|
0.5959182381629944,
|
|
0.27428561449050903,
|
|
0.3444443643093109,
|
|
0.24581000208854675,
|
|
0.4631577730178833,
|
|
0.3152172863483429,
|
|
0.41628947854042053,
|
|
0.31836724281311035,
|
|
0.3216782510280609,
|
|
0.30769219994544983,
|
|
0.35714274644851685,
|
|
0.11711704730987549,
|
|
0.3050846755504608,
|
|
0.19393931329250336,
|
|
0.27118638157844543,
|
|
0.5031445622444153,
|
|
0.322274774312973,
|
|
0.5206610560417175,
|
|
0.28368785977363586,
|
|
0.3374998867511749,
|
|
0.23041465878486633,
|
|
0.1834060400724411,
|
|
0.13636356592178345,
|
|
0.4750956892967224,
|
|
0.5172412991523743,
|
|
0.2721087336540222,
|
|
0.1717790812253952,
|
|
0.30578503012657166,
|
|
0.5321887135505676,
|
|
0.5901638269424438,
|
|
0.4717947542667389,
|
|
0.07352935522794724,
|
|
0.4795917272567749,
|
|
0.3276835083961487,
|
|
0.34817805886268616,
|
|
0.283950537443161,
|
|
0.658536434173584,
|
|
0.35616427659988403,
|
|
0.3781817555427551,
|
|
0.3566878139972687,
|
|
0.14285707473754883,
|
|
0.19178076088428497,
|
|
0.1509433388710022,
|
|
0.23703694343566895,
|
|
0.6259540915489197,
|
|
0.5495494604110718,
|
|
0.38666656613349915,
|
|
0.5374148488044739,
|
|
0.13749992847442627,
|
|
0.3983050286769867,
|
|
0.19689112901687622,
|
|
0.5394735932350159,
|
|
0.5427508354187012,
|
|
0.1528661698102951,
|
|
0.22459883987903595,
|
|
0.31325289607048035,
|
|
0.17142851650714874,
|
|
0.20689649879932404,
|
|
0.6448085904121399,
|
|
0.2871793806552887,
|
|
0.21645015478134155,
|
|
0.3999998867511749,
|
|
0.38251355290412903,
|
|
0.452830046415329,
|
|
0.19540224969387054,
|
|
0.32666662335395813,
|
|
0.23684203624725342,
|
|
0.44615375995635986,
|
|
0.13756607472896576,
|
|
0.24324317276477814,
|
|
0.5454544425010681,
|
|
0.45918354392051697,
|
|
0.30051806569099426,
|
|
0.3316582143306732,
|
|
0.14232203364372253,
|
|
0.3555554449558258
|
|
],
|
|
"time": 183.4695523045957,
|
|
"param": [
|
|
{
|
|
"p": 0.0813162550330162,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06532620638608932,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07299243658781052,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0815899446606636,
|
|
"m": 0.6711751818656921
|
|
},
|
|
{
|
|
"p": 0.06906110048294067,
|
|
"m": 0.997863233089447
|
|
},
|
|
{
|
|
"p": 0.0693407729268074,
|
|
"m": 0.23439617455005646
|
|
},
|
|
{
|
|
"p": 0.0556025393307209,
|
|
"m": 0.6633070707321167
|
|
},
|
|
{
|
|
"p": 0.07218935340642929,
|
|
"m": 0.711200475692749
|
|
},
|
|
{
|
|
"p": 0.08220801502466202,
|
|
"m": 0.6525806784629822
|
|
},
|
|
{
|
|
"p": 0.06668855994939804,
|
|
"m": 0.9807657599449158
|
|
},
|
|
{
|
|
"p": 0.06872078776359558,
|
|
"m": 0.9476441144943237
|
|
},
|
|
{
|
|
"p": 0.08972518146038055,
|
|
"m": 0.8970906734466553
|
|
},
|
|
{
|
|
"p": 0.08926374465227127,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03597518429160118,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 3.8524169921875,
|
|
"val_loss": 2.679267168045044,
|
|
"acc": 34.48,
|
|
"f1": [
|
|
0.6249998807907104,
|
|
0.36029404401779175,
|
|
0.22674411535263062,
|
|
0.2374998927116394,
|
|
0.1551019698381424,
|
|
0.2673795819282532,
|
|
0.3966940939426422,
|
|
0.37174713611602783,
|
|
0.299465149641037,
|
|
0.4766837954521179,
|
|
0.14906825125217438,
|
|
0.20388342440128326,
|
|
0.34523800015449524,
|
|
0.22929932177066803,
|
|
0.20571422576904297,
|
|
0.25870639085769653,
|
|
0.3389829695224762,
|
|
0.45901623368263245,
|
|
0.32307684421539307,
|
|
0.2404370754957199,
|
|
0.6242773532867432,
|
|
0.4518517851829529,
|
|
0.2967032194137573,
|
|
0.45810040831565857,
|
|
0.5699480772018433,
|
|
0.268292635679245,
|
|
0.3195875287055969,
|
|
0.26666656136512756,
|
|
0.4508668780326843,
|
|
0.27777770161628723,
|
|
0.3771427571773529,
|
|
0.3060108423233032,
|
|
0.2795697748661041,
|
|
0.326315701007843,
|
|
0.26027390360832214,
|
|
0.11718744784593582,
|
|
0.27814561128616333,
|
|
0.20960691571235657,
|
|
0.280373752117157,
|
|
0.4823527932167053,
|
|
0.32941165566444397,
|
|
0.5948716402053833,
|
|
0.2517482042312622,
|
|
0.31730762124061584,
|
|
0.22499993443489075,
|
|
0.21989519894123077,
|
|
0.12162157148122787,
|
|
0.49999988079071045,
|
|
0.49746179580688477,
|
|
0.40692633390426636,
|
|
0.18292675912380219,
|
|
0.30036622285842896,
|
|
0.5514017343521118,
|
|
0.5596706867218018,
|
|
0.542713463306427,
|
|
0.14285707473754883,
|
|
0.44444432854652405,
|
|
0.3943660855293274,
|
|
0.39778995513916016,
|
|
0.35416656732559204,
|
|
0.7171715497970581,
|
|
0.45238080620765686,
|
|
0.39520949125289917,
|
|
0.33492809534072876,
|
|
0.15668198466300964,
|
|
0.15999993681907654,
|
|
0.13333328068256378,
|
|
0.35532984137535095,
|
|
0.5991901755332947,
|
|
0.5517240166664124,
|
|
0.4731181561946869,
|
|
0.604255199432373,
|
|
0.11678826063871384,
|
|
0.364531934261322,
|
|
0.18421044945716858,
|
|
0.6530610918998718,
|
|
0.6288658380508423,
|
|
0.1869158148765564,
|
|
0.19889496266841888,
|
|
0.3043477237224579,
|
|
0.14659680426120758,
|
|
0.238805890083313,
|
|
0.6557375192642212,
|
|
0.14705875515937805,
|
|
0.20224712789058685,
|
|
0.43428558111190796,
|
|
0.35627520084381104,
|
|
0.3566432595252991,
|
|
0.12030069530010223,
|
|
0.31724128127098083,
|
|
0.29885047674179077,
|
|
0.5561496019363403,
|
|
0.1405404806137085,
|
|
0.1749999076128006,
|
|
0.5955054759979248,
|
|
0.3904108703136444,
|
|
0.36956506967544556,
|
|
0.29268282651901245,
|
|
0.10714280605316162,
|
|
0.3129250705242157
|
|
],
|
|
"time": 182.54511104524136,
|
|
"param": [
|
|
{
|
|
"p": 0.046207867562770844,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06144066900014877,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0849509909749031,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07323282957077026,
|
|
"m": 0.6443086862564087
|
|
},
|
|
{
|
|
"p": 0.07890933007001877,
|
|
"m": 0.9052828550338745
|
|
},
|
|
{
|
|
"p": 0.07900954782962799,
|
|
"m": 0.2008858025074005
|
|
},
|
|
{
|
|
"p": 0.0787891149520874,
|
|
"m": 0.5634374022483826
|
|
},
|
|
{
|
|
"p": 0.05400026589632034,
|
|
"m": 0.70013827085495
|
|
},
|
|
{
|
|
"p": 0.07928454130887985,
|
|
"m": 0.7386537790298462
|
|
},
|
|
{
|
|
"p": 0.07365281879901886,
|
|
"m": 0.8748050928115845
|
|
},
|
|
{
|
|
"p": 0.07606931030750275,
|
|
"m": 0.9035406112670898
|
|
},
|
|
{
|
|
"p": 0.07757094502449036,
|
|
"m": 0.8610987067222595
|
|
},
|
|
{
|
|
"p": 0.08483569324016571,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.052046097815036774,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 4.339418411254883,
|
|
"val_loss": 2.755013942718506,
|
|
"acc": 33.99,
|
|
"f1": [
|
|
0.6489360928535461,
|
|
0.40999990701675415,
|
|
0.24999992549419403,
|
|
0.22499993443489075,
|
|
0.13877545297145844,
|
|
0.20596200227737427,
|
|
0.3489931523799896,
|
|
0.38095223903656006,
|
|
0.27329182624816895,
|
|
0.462584912776947,
|
|
0.14173223078250885,
|
|
0.19672125577926636,
|
|
0.32362452149391174,
|
|
0.2566370666027069,
|
|
0.14705875515937805,
|
|
0.23414628207683563,
|
|
0.36458322405815125,
|
|
0.4978164732456207,
|
|
0.31884047389030457,
|
|
0.2771083414554596,
|
|
0.6169153451919556,
|
|
0.5039998888969421,
|
|
0.31944435834884644,
|
|
0.3597121238708496,
|
|
0.5964910984039307,
|
|
0.251428484916687,
|
|
0.28571420907974243,
|
|
0.19475649297237396,
|
|
0.5168538093566895,
|
|
0.2621721923351288,
|
|
0.4096384346485138,
|
|
0.3060108423233032,
|
|
0.30769217014312744,
|
|
0.31088075041770935,
|
|
0.35675665736198425,
|
|
0.11347512155771255,
|
|
0.3384614586830139,
|
|
0.1717790812253952,
|
|
0.3076922297477722,
|
|
0.48484835028648376,
|
|
0.31147530674934387,
|
|
0.6046509742736816,
|
|
0.2571427822113037,
|
|
0.2592591643333435,
|
|
0.1932772397994995,
|
|
0.253807008266449,
|
|
0.1507537066936493,
|
|
0.4324323236942291,
|
|
0.452830046415329,
|
|
0.39153432846069336,
|
|
0.1449274718761444,
|
|
0.3069306015968323,
|
|
0.4239630401134491,
|
|
0.5185183882713318,
|
|
0.3999999165534973,
|
|
0.15228420495986938,
|
|
0.5124998688697815,
|
|
0.35643553733825684,
|
|
0.3982299864292145,
|
|
0.31304338574409485,
|
|
0.661224365234375,
|
|
0.4907405972480774,
|
|
0.4302324652671814,
|
|
0.3926379084587097,
|
|
0.09523803740739822,
|
|
0.1655171811580658,
|
|
0.18749992549419403,
|
|
0.32051271200180054,
|
|
0.6798028349876404,
|
|
0.5019304156303406,
|
|
0.39111098647117615,
|
|
0.5714284777641296,
|
|
0.17021270096302032,
|
|
0.3482586145401001,
|
|
0.13533830642700195,
|
|
0.5454544425010681,
|
|
0.6024094820022583,
|
|
0.15859025716781616,
|
|
0.22393816709518433,
|
|
0.31764698028564453,
|
|
0.12048186361789703,
|
|
0.26804113388061523,
|
|
0.6538460850715637,
|
|
0.30303022265434265,
|
|
0.19528615474700928,
|
|
0.34817805886268616,
|
|
0.432748407125473,
|
|
0.3738316595554352,
|
|
0.18181809782981873,
|
|
0.3999998867511749,
|
|
0.26395928859710693,
|
|
0.46486473083496094,
|
|
0.06349202245473862,
|
|
0.2415093332529068,
|
|
0.48913031816482544,
|
|
0.3617020547389984,
|
|
0.256410151720047,
|
|
0.314606636762619,
|
|
0.062111746519804,
|
|
0.348314493894577
|
|
],
|
|
"time": 179.0926292380318,
|
|
"param": [
|
|
{
|
|
"p": 0.07366334646940231,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08082479238510132,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08753413707017899,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06015655770897865,
|
|
"m": 0.5938621163368225
|
|
},
|
|
{
|
|
"p": 0.06617608666419983,
|
|
"m": 0.8873805999755859
|
|
},
|
|
{
|
|
"p": 0.07094774395227432,
|
|
"m": 0.1427355259656906
|
|
},
|
|
{
|
|
"p": 0.07284082472324371,
|
|
"m": 0.6493182182312012
|
|
},
|
|
{
|
|
"p": 0.06812164187431335,
|
|
"m": 0.739593505859375
|
|
},
|
|
{
|
|
"p": 0.07274694740772247,
|
|
"m": 0.8546295166015625
|
|
},
|
|
{
|
|
"p": 0.07283230125904083,
|
|
"m": 0.8759363293647766
|
|
},
|
|
{
|
|
"p": 0.067594014108181,
|
|
"m": 0.9035943150520325
|
|
},
|
|
{
|
|
"p": 0.07556137442588806,
|
|
"m": 0.791153609752655
|
|
},
|
|
{
|
|
"p": 0.0705733522772789,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.060426872223615646,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 4.6730546951293945,
|
|
"val_loss": 2.980280876159668,
|
|
"acc": 35.17,
|
|
"f1": [
|
|
0.6432158946990967,
|
|
0.3823528289794922,
|
|
0.21468918025493622,
|
|
0.20359273254871368,
|
|
0.16091948747634888,
|
|
0.2869197428226471,
|
|
0.38095223903656006,
|
|
0.41666656732559204,
|
|
0.33035704493522644,
|
|
0.4347825050354004,
|
|
0.22772268950939178,
|
|
0.23809516429901123,
|
|
0.35344812273979187,
|
|
0.19444438815116882,
|
|
0.2522521913051605,
|
|
0.21800939738750458,
|
|
0.36464083194732666,
|
|
0.5185184478759766,
|
|
0.3555554449558258,
|
|
0.24615377187728882,
|
|
0.49999988079071045,
|
|
0.48387086391448975,
|
|
0.2941175699234009,
|
|
0.4947367310523987,
|
|
0.5872339010238647,
|
|
0.27999991178512573,
|
|
0.30232545733451843,
|
|
0.16243648529052734,
|
|
0.447368323802948,
|
|
0.2775118350982666,
|
|
0.36820071935653687,
|
|
0.30303019285202026,
|
|
0.2976189851760864,
|
|
0.2424241602420807,
|
|
0.3855420649051666,
|
|
0.1639343500137329,
|
|
0.31147530674934387,
|
|
0.1731601059436798,
|
|
0.26666659116744995,
|
|
0.5029938817024231,
|
|
0.34615373611450195,
|
|
0.5550238490104675,
|
|
0.25274714827537537,
|
|
0.2754489779472351,
|
|
0.21126753091812134,
|
|
0.2175731509923935,
|
|
0.20125779509544373,
|
|
0.49586769938468933,
|
|
0.4907405972480774,
|
|
0.3820223808288574,
|
|
0.20437948405742645,
|
|
0.364531934261322,
|
|
0.5020574927330017,
|
|
0.5494503974914551,
|
|
0.5666665434837341,
|
|
0.11764701455831528,
|
|
0.452830046415329,
|
|
0.3999999463558197,
|
|
0.3982299864292145,
|
|
0.24999989569187164,
|
|
0.7102801203727722,
|
|
0.43708598613739014,
|
|
0.43781083822250366,
|
|
0.30769217014312744,
|
|
0.1716737449169159,
|
|
0.16589856147766113,
|
|
0.1682242453098297,
|
|
0.34374991059303284,
|
|
0.6382977366447449,
|
|
0.5402842164039612,
|
|
0.4651161730289459,
|
|
0.5811319947242737,
|
|
0.21428564190864563,
|
|
0.32183900475502014,
|
|
0.1548386514186859,
|
|
0.6599999070167542,
|
|
0.553571343421936,
|
|
0.1754385232925415,
|
|
0.21989519894123077,
|
|
0.33333325386047363,
|
|
0.19631893932819366,
|
|
0.29508188366889954,
|
|
0.6489360928535461,
|
|
0.3369564116001129,
|
|
0.22471904754638672,
|
|
0.4102562963962555,
|
|
0.3220972716808319,
|
|
0.37446799874305725,
|
|
0.24598921835422516,
|
|
0.35955044627189636,
|
|
0.24615375697612762,
|
|
0.44827574491500854,
|
|
0.09374994784593582,
|
|
0.13422814011573792,
|
|
0.5201464295387268,
|
|
0.3999998867511749,
|
|
0.3121386468410492,
|
|
0.29585790634155273,
|
|
0.11538457125425339,
|
|
0.2953019142150879
|
|
],
|
|
"time": 178.8648462696001,
|
|
"param": [
|
|
{
|
|
"p": 0.08168565481901169,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.050178468227386475,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07797405123710632,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07705283910036087,
|
|
"m": 0.6414397358894348
|
|
},
|
|
{
|
|
"p": 0.07749742269515991,
|
|
"m": 0.8881750702857971
|
|
},
|
|
{
|
|
"p": 0.0757625624537468,
|
|
"m": 0.25293105840682983
|
|
},
|
|
{
|
|
"p": 0.07081367075443268,
|
|
"m": 0.7640453577041626
|
|
},
|
|
{
|
|
"p": 0.07405824214220047,
|
|
"m": 0.8007366061210632
|
|
},
|
|
{
|
|
"p": 0.060053758323192596,
|
|
"m": 0.8789784908294678
|
|
},
|
|
{
|
|
"p": 0.0750950425863266,
|
|
"m": 0.8978776335716248
|
|
},
|
|
{
|
|
"p": 0.06766396760940552,
|
|
"m": 0.947210967540741
|
|
},
|
|
{
|
|
"p": 0.07838522642850876,
|
|
"m": 0.7741828560829163
|
|
},
|
|
{
|
|
"p": 0.08817136287689209,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.045607633888721466,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 4.053704261779785,
|
|
"val_loss": 2.7588586807250977,
|
|
"acc": 35.08,
|
|
"f1": [
|
|
0.5913977026939392,
|
|
0.3754788637161255,
|
|
0.2091502547264099,
|
|
0.14444437623023987,
|
|
0.13043470680713654,
|
|
0.25233638286590576,
|
|
0.39583319425582886,
|
|
0.3885713219642639,
|
|
0.33333319425582886,
|
|
0.49664416909217834,
|
|
0.05309731885790825,
|
|
0.18181811273097992,
|
|
0.33789944648742676,
|
|
0.20895515382289886,
|
|
0.21548815071582794,
|
|
0.2117646485567093,
|
|
0.41379299759864807,
|
|
0.4460965692996979,
|
|
0.3016759157180786,
|
|
0.2870812714099884,
|
|
0.5767440795898438,
|
|
0.4770641028881073,
|
|
0.3265305161476135,
|
|
0.5760868191719055,
|
|
0.6169153451919556,
|
|
0.1951218694448471,
|
|
0.2891565263271332,
|
|
0.26548662781715393,
|
|
0.49999988079071045,
|
|
0.28260859847068787,
|
|
0.4291844367980957,
|
|
0.3421051502227783,
|
|
0.32989683747291565,
|
|
0.31417617201805115,
|
|
0.4278606176376343,
|
|
0.1445782482624054,
|
|
0.38043469190597534,
|
|
0.1970442682504654,
|
|
0.24719089269638062,
|
|
0.5524860620498657,
|
|
0.36158180236816406,
|
|
0.613496720790863,
|
|
0.3043477237224579,
|
|
0.3006134629249573,
|
|
0.19480513036251068,
|
|
0.22222214937210083,
|
|
0.23021577298641205,
|
|
0.48034927248954773,
|
|
0.5106381177902222,
|
|
0.3943660855293274,
|
|
0.1777777075767517,
|
|
0.2583731412887573,
|
|
0.5316454768180847,
|
|
0.5099337100982666,
|
|
0.5583755373954773,
|
|
0.16113737225532532,
|
|
0.44444429874420166,
|
|
0.3563217520713806,
|
|
0.3867923319339752,
|
|
0.25274714827537537,
|
|
0.7399998903274536,
|
|
0.5057469606399536,
|
|
0.4476189613342285,
|
|
0.31428563594818115,
|
|
0.16267937421798706,
|
|
0.09999994188547134,
|
|
0.13894735276699066,
|
|
0.25675666332244873,
|
|
0.6893202662467957,
|
|
0.5727270841598511,
|
|
0.4973543584346771,
|
|
0.6019416451454163,
|
|
0.17757000029087067,
|
|
0.2967032194137573,
|
|
0.17518241703510284,
|
|
0.596684992313385,
|
|
0.5671641230583191,
|
|
0.13872826099395752,
|
|
0.20224712789058685,
|
|
0.35390937328338623,
|
|
0.16877631843090057,
|
|
0.27385884523391724,
|
|
0.6464645266532898,
|
|
0.2790696620941162,
|
|
0.228571355342865,
|
|
0.423912912607193,
|
|
0.40490788221359253,
|
|
0.3865545094013214,
|
|
0.18421046435832977,
|
|
0.36585354804992676,
|
|
0.26086944341659546,
|
|
0.4261167645454407,
|
|
0.18749994039535522,
|
|
0.2368420511484146,
|
|
0.558139443397522,
|
|
0.44976064562797546,
|
|
0.3414633274078369,
|
|
0.3299999237060547,
|
|
0.11398956924676895,
|
|
0.35416656732559204
|
|
],
|
|
"time": 181.90530214086175,
|
|
"param": [
|
|
{
|
|
"p": 0.09730318933725357,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07495424151420593,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0801103413105011,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07410397380590439,
|
|
"m": 0.859677791595459
|
|
},
|
|
{
|
|
"p": 0.07379823923110962,
|
|
"m": 0.9267592430114746
|
|
},
|
|
{
|
|
"p": 0.07345104962587357,
|
|
"m": 0.363836407661438
|
|
},
|
|
{
|
|
"p": 0.05436102673411369,
|
|
"m": 0.6343176960945129
|
|
},
|
|
{
|
|
"p": 0.07466333359479904,
|
|
"m": 0.8417540192604065
|
|
},
|
|
{
|
|
"p": 0.07350077480077744,
|
|
"m": 0.996974766254425
|
|
},
|
|
{
|
|
"p": 0.07281383872032166,
|
|
"m": 0.9210352897644043
|
|
},
|
|
{
|
|
"p": 0.043788351118564606,
|
|
"m": 0.9760551452636719
|
|
},
|
|
{
|
|
"p": 0.055903252214193344,
|
|
"m": 0.8913061618804932
|
|
},
|
|
{
|
|
"p": 0.09193774312734604,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05931065231561661,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 4.282312393188477,
|
|
"val_loss": 2.9358956813812256,
|
|
"acc": 35.01,
|
|
"f1": [
|
|
0.5895952582359314,
|
|
0.41106709837913513,
|
|
0.2378377616405487,
|
|
0.27218925952911377,
|
|
0.12359543144702911,
|
|
0.2186494618654251,
|
|
0.32941165566444397,
|
|
0.31944435834884644,
|
|
0.3211008310317993,
|
|
0.41346144676208496,
|
|
0.18181811273097992,
|
|
0.2436974197626114,
|
|
0.34507036209106445,
|
|
0.18779337406158447,
|
|
0.25906726717948914,
|
|
0.2572613060474396,
|
|
0.37558677792549133,
|
|
0.5201792120933533,
|
|
0.3431371748447418,
|
|
0.23529404401779175,
|
|
0.5982142090797424,
|
|
0.49999988079071045,
|
|
0.346666544675827,
|
|
0.5256409049034119,
|
|
0.6184737682342529,
|
|
0.2793295085430145,
|
|
0.3113771378993988,
|
|
0.22608689963817596,
|
|
0.44943806529045105,
|
|
0.3249998986721039,
|
|
0.3591330349445343,
|
|
0.33128824830055237,
|
|
0.3354036211967468,
|
|
0.2972972095012665,
|
|
0.3141993284225464,
|
|
0.17760612070560455,
|
|
0.3240739703178406,
|
|
0.18713442981243134,
|
|
0.2443438321352005,
|
|
0.5157893896102905,
|
|
0.30769217014312744,
|
|
0.654761791229248,
|
|
0.2898550033569336,
|
|
0.3013697862625122,
|
|
0.21343867480754852,
|
|
0.2018347978591919,
|
|
0.21428565680980682,
|
|
0.5520831942558289,
|
|
0.4615383446216583,
|
|
0.36046499013900757,
|
|
0.19108274579048157,
|
|
0.31632643938064575,
|
|
0.5567008852958679,
|
|
0.5714284777641296,
|
|
0.4366196393966675,
|
|
0.1896551102399826,
|
|
0.48888877034187317,
|
|
0.3609755337238312,
|
|
0.4072396755218506,
|
|
0.3431951701641083,
|
|
0.7127658128738403,
|
|
0.47393354773521423,
|
|
0.4292682111263275,
|
|
0.3087247312068939,
|
|
0.12698407471179962,
|
|
0.20765019953250885,
|
|
0.17073163390159607,
|
|
0.2941175401210785,
|
|
0.6475408673286438,
|
|
0.5670101642608643,
|
|
0.42931926250457764,
|
|
0.566523551940918,
|
|
0.12499993294477463,
|
|
0.27814561128616333,
|
|
0.1635219305753708,
|
|
0.6187844276428223,
|
|
0.6120217442512512,
|
|
0.19318175315856934,
|
|
0.20833326876163483,
|
|
0.3516482412815094,
|
|
0.16161610186100006,
|
|
0.2477063536643982,
|
|
0.6590906977653503,
|
|
0.30487796664237976,
|
|
0.19259251654148102,
|
|
0.415094256401062,
|
|
0.4192138612270355,
|
|
0.33038339018821716,
|
|
0.20487797260284424,
|
|
0.34666651487350464,
|
|
0.24489790201187134,
|
|
0.4799998700618744,
|
|
0.12857137620449066,
|
|
0.21111102402210236,
|
|
0.5762709975242615,
|
|
0.40637436509132385,
|
|
0.3459458649158478,
|
|
0.319248765707016,
|
|
0.12182734906673431,
|
|
0.34042540192604065
|
|
],
|
|
"time": 182.0923192780465,
|
|
"param": [
|
|
{
|
|
"p": 0.08445411920547485,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058302149176597595,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08077248930931091,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04304157570004463,
|
|
"m": 0.7838992476463318
|
|
},
|
|
{
|
|
"p": 0.08414159715175629,
|
|
"m": 0.9008632302284241
|
|
},
|
|
{
|
|
"p": 0.07013208419084549,
|
|
"m": 0.4122788608074188
|
|
},
|
|
{
|
|
"p": 0.07585234940052032,
|
|
"m": 0.5933971405029297
|
|
},
|
|
{
|
|
"p": 0.07520791888237,
|
|
"m": 0.9230523109436035
|
|
},
|
|
{
|
|
"p": 0.0651763305068016,
|
|
"m": 0.8400958776473999
|
|
},
|
|
{
|
|
"p": 0.059023674577474594,
|
|
"m": 0.9434788823127747
|
|
},
|
|
{
|
|
"p": 0.07064559310674667,
|
|
"m": 0.9447693824768066
|
|
},
|
|
{
|
|
"p": 0.08968908339738846,
|
|
"m": 0.8597761392593384
|
|
},
|
|
{
|
|
"p": 0.09419206529855728,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04936893656849861,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 4.385614395141602,
|
|
"val_loss": 2.7886691093444824,
|
|
"acc": 34.98,
|
|
"f1": [
|
|
0.6378377079963684,
|
|
0.36458322405815125,
|
|
0.31081071496009827,
|
|
0.1862744390964508,
|
|
0.15757569670677185,
|
|
0.23030294477939606,
|
|
0.4102562963962555,
|
|
0.40517228841781616,
|
|
0.3102039694786072,
|
|
0.46242761611938477,
|
|
0.14117640256881714,
|
|
0.26751580834388733,
|
|
0.30555543303489685,
|
|
0.24516120553016663,
|
|
0.23893800377845764,
|
|
0.19607840478420258,
|
|
0.38738730549812317,
|
|
0.452458918094635,
|
|
0.3677128851413727,
|
|
0.2603549063205719,
|
|
0.5948274731636047,
|
|
0.446808397769928,
|
|
0.28571417927742004,
|
|
0.49999991059303284,
|
|
0.5772356390953064,
|
|
0.32335323095321655,
|
|
0.2727271318435669,
|
|
0.2152973711490631,
|
|
0.48401811718940735,
|
|
0.2829267382621765,
|
|
0.4030417203903198,
|
|
0.34385955333709717,
|
|
0.27428561449050903,
|
|
0.3118278682231903,
|
|
0.35483860969543457,
|
|
0.16216209530830383,
|
|
0.33333325386047363,
|
|
0.16931210458278656,
|
|
0.28402355313301086,
|
|
0.4930231273174286,
|
|
0.35365843772888184,
|
|
0.5863873362541199,
|
|
0.31284910440444946,
|
|
0.3694778084754944,
|
|
0.19383254647254944,
|
|
0.2264150232076645,
|
|
0.2488478720188141,
|
|
0.4561401903629303,
|
|
0.44444435834884644,
|
|
0.38888877630233765,
|
|
0.17834389209747314,
|
|
0.31284910440444946,
|
|
0.5703702569007874,
|
|
0.5479451417922974,
|
|
0.5119045972824097,
|
|
0.18497103452682495,
|
|
0.4424777626991272,
|
|
0.36809808015823364,
|
|
0.36521732807159424,
|
|
0.2345678210258484,
|
|
0.7123286128044128,
|
|
0.4790417551994324,
|
|
0.44554442167282104,
|
|
0.31168824434280396,
|
|
0.07526876032352448,
|
|
0.19480513036251068,
|
|
0.16793888807296753,
|
|
0.3195265531539917,
|
|
0.6635069251060486,
|
|
0.548076868057251,
|
|
0.45121943950653076,
|
|
0.5775399804115295,
|
|
0.12359543144702911,
|
|
0.35185176134109497,
|
|
0.17391298711299896,
|
|
0.5103447437286377,
|
|
0.6031745076179504,
|
|
0.09022551029920578,
|
|
0.22314044833183289,
|
|
0.38095223903656006,
|
|
0.1509433388710022,
|
|
0.24418595433235168,
|
|
0.6266093254089355,
|
|
0.17647051811218262,
|
|
0.20134222507476807,
|
|
0.39826828241348267,
|
|
0.39999985694885254,
|
|
0.40384599566459656,
|
|
0.2181817591190338,
|
|
0.3169013261795044,
|
|
0.2866448760032654,
|
|
0.5052630305290222,
|
|
0.17674411833286285,
|
|
0.23318377137184143,
|
|
0.5472635626792908,
|
|
0.4046241343021393,
|
|
0.31155768036842346,
|
|
0.30769219994544983,
|
|
0.0958903580904007,
|
|
0.367346853017807
|
|
],
|
|
"time": 181.9334303503856,
|
|
"param": [
|
|
{
|
|
"p": 0.05286648869514465,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.060611121356487274,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07168908417224884,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06249694153666496,
|
|
"m": 0.8342992067337036
|
|
},
|
|
{
|
|
"p": 0.07216399908065796,
|
|
"m": 0.8871486783027649
|
|
},
|
|
{
|
|
"p": 0.07858626544475555,
|
|
"m": 0.41771838068962097
|
|
},
|
|
{
|
|
"p": 0.09193909913301468,
|
|
"m": 0.5931591987609863
|
|
},
|
|
{
|
|
"p": 0.0634441077709198,
|
|
"m": 0.893073320388794
|
|
},
|
|
{
|
|
"p": 0.060310982167720795,
|
|
"m": 0.8798685669898987
|
|
},
|
|
{
|
|
"p": 0.0680619403719902,
|
|
"m": 0.9115308523178101
|
|
},
|
|
{
|
|
"p": 0.09654202312231064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08623594045639038,
|
|
"m": 0.8254223465919495
|
|
},
|
|
{
|
|
"p": 0.0830642431974411,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.051987696439027786,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 3.8825974464416504,
|
|
"val_loss": 2.5772852897644043,
|
|
"acc": 35.89,
|
|
"f1": [
|
|
0.6185566186904907,
|
|
0.4466018080711365,
|
|
0.2718445658683777,
|
|
0.26086947321891785,
|
|
0.12765952944755554,
|
|
0.30172407627105713,
|
|
0.4203820824623108,
|
|
0.351351261138916,
|
|
0.3694266378879547,
|
|
0.40692633390426636,
|
|
0.1898733526468277,
|
|
0.24210518598556519,
|
|
0.30275216698646545,
|
|
0.2279411107301712,
|
|
0.18652844429016113,
|
|
0.20814472436904907,
|
|
0.35443025827407837,
|
|
0.45689642429351807,
|
|
0.4120602011680603,
|
|
0.24285705387592316,
|
|
0.6176469922065735,
|
|
0.5042734146118164,
|
|
0.35443025827407837,
|
|
0.553672194480896,
|
|
0.6442306041717529,
|
|
0.2473117560148239,
|
|
0.3060108423233032,
|
|
0.152671679854393,
|
|
0.4621211290359497,
|
|
0.2795697748661041,
|
|
0.3849371671676636,
|
|
0.34920626878738403,
|
|
0.3373492956161499,
|
|
0.29249006509780884,
|
|
0.3697478175163269,
|
|
0.16593880951404572,
|
|
0.3147207200527191,
|
|
0.1449274718761444,
|
|
0.23859642446041107,
|
|
0.4945053458213806,
|
|
0.2955664098262787,
|
|
0.5164318084716797,
|
|
0.22666659951210022,
|
|
0.3354036211967468,
|
|
0.15624994039535522,
|
|
0.21978014707565308,
|
|
0.19047614932060242,
|
|
0.5294116139411926,
|
|
0.49019595980644226,
|
|
0.38636353611946106,
|
|
0.18848159909248352,
|
|
0.32142847776412964,
|
|
0.5945945382118225,
|
|
0.5898616909980774,
|
|
0.5349792838096619,
|
|
0.16113737225532532,
|
|
0.504761815071106,
|
|
0.3764704465866089,
|
|
0.43181803822517395,
|
|
0.26890748739242554,
|
|
0.696517288684845,
|
|
0.5161288380622864,
|
|
0.45901623368263245,
|
|
0.3874344527721405,
|
|
0.09696962684392929,
|
|
0.15238089859485626,
|
|
0.18497103452682495,
|
|
0.3276835083961487,
|
|
0.6260160803794861,
|
|
0.6057141423225403,
|
|
0.47474732995033264,
|
|
0.614718496799469,
|
|
0.13888882100582123,
|
|
0.29629620909690857,
|
|
0.1530611664056778,
|
|
0.5589519143104553,
|
|
0.5161288976669312,
|
|
0.09090903401374817,
|
|
0.19199992716312408,
|
|
0.3315507173538208,
|
|
0.11764701455831528,
|
|
0.2953585684299469,
|
|
0.6628569960594177,
|
|
0.3369564116001129,
|
|
0.21524657309055328,
|
|
0.4148934781551361,
|
|
0.4050632119178772,
|
|
0.3420073091983795,
|
|
0.22047238051891327,
|
|
0.32258057594299316,
|
|
0.26277363300323486,
|
|
0.47916653752326965,
|
|
0.21839071810245514,
|
|
0.23312875628471375,
|
|
0.5700481534004211,
|
|
0.43601882457733154,
|
|
0.33720916509628296,
|
|
0.3431371748447418,
|
|
0.11428564786911011,
|
|
0.3076922297477722
|
|
],
|
|
"time": 182.99355915002525,
|
|
"param": [
|
|
{
|
|
"p": 0.07377394288778305,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08583270758390427,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08042404800653458,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.053467415273189545,
|
|
"m": 0.7106965184211731
|
|
},
|
|
{
|
|
"p": 0.057419341057538986,
|
|
"m": 0.8644294142723083
|
|
},
|
|
{
|
|
"p": 0.06488922983407974,
|
|
"m": 0.47022855281829834
|
|
},
|
|
{
|
|
"p": 0.0661412850022316,
|
|
"m": 0.6295021772384644
|
|
},
|
|
{
|
|
"p": 0.08860929310321808,
|
|
"m": 0.8869382739067078
|
|
},
|
|
{
|
|
"p": 0.0699993371963501,
|
|
"m": 0.9239000678062439
|
|
},
|
|
{
|
|
"p": 0.08108386397361755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07569780945777893,
|
|
"m": 0.9762917160987854
|
|
},
|
|
{
|
|
"p": 0.08619112521409988,
|
|
"m": 0.7859690189361572
|
|
},
|
|
{
|
|
"p": 0.09413047134876251,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.022340135648846626,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 4.0341081619262695,
|
|
"val_loss": 2.671651840209961,
|
|
"acc": 34.06,
|
|
"f1": [
|
|
0.6806281208992004,
|
|
0.3442622125148773,
|
|
0.29245272278785706,
|
|
0.2477063536643982,
|
|
0.1650484949350357,
|
|
0.235690176486969,
|
|
0.37410059571266174,
|
|
0.42241373658180237,
|
|
0.3209875524044037,
|
|
0.474820077419281,
|
|
0.19791658222675323,
|
|
0.22972965240478516,
|
|
0.3419688045978546,
|
|
0.18909086287021637,
|
|
0.23703694343566895,
|
|
0.28048771619796753,
|
|
0.4417177140712738,
|
|
0.5333331823348999,
|
|
0.21705420315265656,
|
|
0.29126206040382385,
|
|
0.6046510338783264,
|
|
0.4938269853591919,
|
|
0.3369564116001129,
|
|
0.2769230008125305,
|
|
0.5779815316200256,
|
|
0.3049326539039612,
|
|
0.2681563198566437,
|
|
0.16326527297496796,
|
|
0.5306121110916138,
|
|
0.2933332324028015,
|
|
0.35135123133659363,
|
|
0.3837208151817322,
|
|
0.32820504903793335,
|
|
0.32402223348617554,
|
|
0.31999990344047546,
|
|
0.15469607710838318,
|
|
0.32369929552078247,
|
|
0.13978487253189087,
|
|
0.21518979966640472,
|
|
0.4313724637031555,
|
|
0.3286384046077728,
|
|
0.5875704884529114,
|
|
0.2436547577381134,
|
|
0.27380943298339844,
|
|
0.1990049034357071,
|
|
0.22748807072639465,
|
|
0.2333332598209381,
|
|
0.45643141865730286,
|
|
0.5464479923248291,
|
|
0.3775508999824524,
|
|
0.13432830572128296,
|
|
0.29864245653152466,
|
|
0.5283018350601196,
|
|
0.6095237135887146,
|
|
0.5213673710823059,
|
|
0.16091948747634888,
|
|
0.4219408333301544,
|
|
0.33121007680892944,
|
|
0.39153432846069336,
|
|
0.30232545733451843,
|
|
0.6210525035858154,
|
|
0.4183005392551422,
|
|
0.46601933240890503,
|
|
0.3804876506328583,
|
|
0.13223135471343994,
|
|
0.15999993681907654,
|
|
0.17821775376796722,
|
|
0.3119265139102936,
|
|
0.6120688319206238,
|
|
0.5221673846244812,
|
|
0.38974347710609436,
|
|
0.4358352720737457,
|
|
0.1379309892654419,
|
|
0.3267325758934021,
|
|
0.1754385232925415,
|
|
0.6169153451919556,
|
|
0.6057141423225403,
|
|
0.12658220529556274,
|
|
0.21714277565479279,
|
|
0.36871495842933655,
|
|
0.13924044370651245,
|
|
0.24615378677845,
|
|
0.653658390045166,
|
|
0.2658958435058594,
|
|
0.2167486995458603,
|
|
0.36448585987091064,
|
|
0.33333322405815125,
|
|
0.41414129734039307,
|
|
0.16666659712791443,
|
|
0.36649200320243835,
|
|
0.22463762760162354,
|
|
0.4861876964569092,
|
|
0.16783210635185242,
|
|
0.2421524077653885,
|
|
0.5937498807907104,
|
|
0.39655160903930664,
|
|
0.29292917251586914,
|
|
0.274073988199234,
|
|
0.10457510501146317,
|
|
0.2482757866382599
|
|
],
|
|
"time": 183.02569806203246,
|
|
"param": [
|
|
{
|
|
"p": 0.07258553057909012,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06558816879987717,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09397942572832108,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0508262924849987,
|
|
"m": 0.7153258919715881
|
|
},
|
|
{
|
|
"p": 0.07362285256385803,
|
|
"m": 0.9476913213729858
|
|
},
|
|
{
|
|
"p": 0.07564045488834381,
|
|
"m": 0.37065011262893677
|
|
},
|
|
{
|
|
"p": 0.08531415462493896,
|
|
"m": 0.5625373721122742
|
|
},
|
|
{
|
|
"p": 0.0748060792684555,
|
|
"m": 0.8617672920227051
|
|
},
|
|
{
|
|
"p": 0.075130395591259,
|
|
"m": 0.949673593044281
|
|
},
|
|
{
|
|
"p": 0.046375855803489685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07353585958480835,
|
|
"m": 0.9021374583244324
|
|
},
|
|
{
|
|
"p": 0.08251787722110748,
|
|
"m": 0.7578461170196533
|
|
},
|
|
{
|
|
"p": 0.08904704451560974,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04103001207113266,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 4.3747639656066895,
|
|
"val_loss": 2.8328521251678467,
|
|
"acc": 35.39,
|
|
"f1": [
|
|
0.5979380011558533,
|
|
0.4278606176376343,
|
|
0.24999989569187164,
|
|
0.1647058129310608,
|
|
0.15533974766731262,
|
|
0.3444443643093109,
|
|
0.38356152176856995,
|
|
0.35390937328338623,
|
|
0.24161070585250854,
|
|
0.45685264468193054,
|
|
0.12857137620449066,
|
|
0.2829267382621765,
|
|
0.3157893717288971,
|
|
0.21782170236110687,
|
|
0.2374998927116394,
|
|
0.17567561566829681,
|
|
0.27705615758895874,
|
|
0.48034927248954773,
|
|
0.37158459424972534,
|
|
0.27118635177612305,
|
|
0.5560536980628967,
|
|
0.449799120426178,
|
|
0.3510637581348419,
|
|
0.49006614089012146,
|
|
0.5648146867752075,
|
|
0.23036640882492065,
|
|
0.2923975884914398,
|
|
0.18404902517795563,
|
|
0.4855490028858185,
|
|
0.32820504903793335,
|
|
0.37499988079071045,
|
|
0.3311257064342499,
|
|
0.33333322405815125,
|
|
0.3118278682231903,
|
|
0.37320560216903687,
|
|
0.15228420495986938,
|
|
0.3617020547389984,
|
|
0.1862744390964508,
|
|
0.28782278299331665,
|
|
0.5363127589225769,
|
|
0.40277767181396484,
|
|
0.5904760956764221,
|
|
0.2739725410938263,
|
|
0.3444443643093109,
|
|
0.24418595433235168,
|
|
0.2624998986721039,
|
|
0.22485199570655823,
|
|
0.49746179580688477,
|
|
0.4529913365840912,
|
|
0.40160635113716125,
|
|
0.1793721318244934,
|
|
0.3172413110733032,
|
|
0.599250853061676,
|
|
0.579234778881073,
|
|
0.5676854848861694,
|
|
0.10778438299894333,
|
|
0.4657532870769501,
|
|
0.3657141625881195,
|
|
0.3861384987831116,
|
|
0.280373752117157,
|
|
0.7129628658294678,
|
|
0.49999988079071045,
|
|
0.47747737169265747,
|
|
0.37433144450187683,
|
|
0.10191076993942261,
|
|
0.14184391498565674,
|
|
0.17117109894752502,
|
|
0.35643553733825684,
|
|
0.7024388909339905,
|
|
0.6124400496482849,
|
|
0.46728962659835815,
|
|
0.5340908169746399,
|
|
0.13559316098690033,
|
|
0.28025469183921814,
|
|
0.17699109017848969,
|
|
0.5740739107131958,
|
|
0.5561496019363403,
|
|
0.16243648529052734,
|
|
0.19913412630558014,
|
|
0.36180898547172546,
|
|
0.14778319001197815,
|
|
0.21857915818691254,
|
|
0.6737966537475586,
|
|
0.3551400303840637,
|
|
0.14399996399879456,
|
|
0.4303796589374542,
|
|
0.39583319425582886,
|
|
0.40624988079071045,
|
|
0.2436547577381134,
|
|
0.2923975884914398,
|
|
0.2705881595611572,
|
|
0.49756085872650146,
|
|
0.16374263167381287,
|
|
0.2264150232076645,
|
|
0.6091952323913574,
|
|
0.4646463394165039,
|
|
0.2191779911518097,
|
|
0.244648277759552,
|
|
0.08759118616580963,
|
|
0.3483870029449463
|
|
],
|
|
"time": 180.90916639752686,
|
|
"param": [
|
|
{
|
|
"p": 0.05987635999917984,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08076406270265579,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07415147125720978,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06891883164644241,
|
|
"m": 0.7405221462249756
|
|
},
|
|
{
|
|
"p": 0.05707216635346413,
|
|
"m": 0.9180457592010498
|
|
},
|
|
{
|
|
"p": 0.07497657090425491,
|
|
"m": 0.3453104794025421
|
|
},
|
|
{
|
|
"p": 0.06754563748836517,
|
|
"m": 0.5602982640266418
|
|
},
|
|
{
|
|
"p": 0.07977352291345596,
|
|
"m": 0.8342877626419067
|
|
},
|
|
{
|
|
"p": 0.0654727965593338,
|
|
"m": 0.9690212607383728
|
|
},
|
|
{
|
|
"p": 0.07182332128286362,
|
|
"m": 0.923493504524231
|
|
},
|
|
{
|
|
"p": 0.07079772651195526,
|
|
"m": 0.7616599798202515
|
|
},
|
|
{
|
|
"p": 0.0676870048046112,
|
|
"m": 0.7461791038513184
|
|
},
|
|
{
|
|
"p": 0.09175492823123932,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0693855881690979,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 3.9457356929779053,
|
|
"val_loss": 2.809459686279297,
|
|
"acc": 35.37,
|
|
"f1": [
|
|
0.5888887047767639,
|
|
0.3867923319339752,
|
|
0.2191779911518097,
|
|
0.21428564190864563,
|
|
0.15384608507156372,
|
|
0.2843601107597351,
|
|
0.35616427659988403,
|
|
0.3710406422615051,
|
|
0.38461530208587646,
|
|
0.43349742889404297,
|
|
0.23391805589199066,
|
|
0.2727271616458893,
|
|
0.372548907995224,
|
|
0.22598862648010254,
|
|
0.22325573861598969,
|
|
0.22966498136520386,
|
|
0.3657141625881195,
|
|
0.4339621663093567,
|
|
0.29940110445022583,
|
|
0.25906726717948914,
|
|
0.6461536884307861,
|
|
0.5214006900787354,
|
|
0.33548372983932495,
|
|
0.5289255380630493,
|
|
0.5757573843002319,
|
|
0.25423723459243774,
|
|
0.2477063536643982,
|
|
0.179775208234787,
|
|
0.45814967155456543,
|
|
0.31279608607292175,
|
|
0.42241373658180237,
|
|
0.3636362552642822,
|
|
0.2893615961074829,
|
|
0.2716980576515198,
|
|
0.30337071418762207,
|
|
0.081632599234581,
|
|
0.3456788957118988,
|
|
0.18779337406158447,
|
|
0.2723734676837921,
|
|
0.45631060004234314,
|
|
0.30065348744392395,
|
|
0.5545453429222107,
|
|
0.28749987483024597,
|
|
0.3307085633277893,
|
|
0.23115570843219757,
|
|
0.256410151720047,
|
|
0.18705029785633087,
|
|
0.4938269853591919,
|
|
0.42471033334732056,
|
|
0.36686381697654724,
|
|
0.13698624074459076,
|
|
0.27509286999702454,
|
|
0.5689654350280762,
|
|
0.6018517017364502,
|
|
0.4536740481853485,
|
|
0.1764705330133438,
|
|
0.48076915740966797,
|
|
0.3196346163749695,
|
|
0.42580634355545044,
|
|
0.26519328355789185,
|
|
0.7368419766426086,
|
|
0.4733726978302002,
|
|
0.40740731358528137,
|
|
0.3908045291900635,
|
|
0.08108101785182953,
|
|
0.13698624074459076,
|
|
0.1970442682504654,
|
|
0.3295453190803528,
|
|
0.6698563694953918,
|
|
0.6095237135887146,
|
|
0.33333322405815125,
|
|
0.5119045972824097,
|
|
0.1525423228740692,
|
|
0.3797467052936554,
|
|
0.18957340717315674,
|
|
0.5689654350280762,
|
|
0.5989846587181091,
|
|
0.15662643313407898,
|
|
0.2117646485567093,
|
|
0.28742504119873047,
|
|
0.15384608507156372,
|
|
0.281406968832016,
|
|
0.6068375110626221,
|
|
0.33333322405815125,
|
|
0.23157887160778046,
|
|
0.4102562665939331,
|
|
0.42790690064430237,
|
|
0.3677128851413727,
|
|
0.21301770210266113,
|
|
0.30075180530548096,
|
|
0.2735848128795624,
|
|
0.48837196826934814,
|
|
0.21262453496456146,
|
|
0.28260859847068787,
|
|
0.5702478289604187,
|
|
0.44827571511268616,
|
|
0.3454544246196747,
|
|
0.31249991059303284,
|
|
0.09917348623275757,
|
|
0.4148934781551361
|
|
],
|
|
"time": 179.66619866807014,
|
|
"param": [
|
|
{
|
|
"p": 0.07991450279951096,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.059748075902462006,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06779339164495468,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06455794721841812,
|
|
"m": 0.8038253784179688
|
|
},
|
|
{
|
|
"p": 0.06779295206069946,
|
|
"m": 0.9725073575973511
|
|
},
|
|
{
|
|
"p": 0.07605640590190887,
|
|
"m": 0.4479551613330841
|
|
},
|
|
{
|
|
"p": 0.07771515101194382,
|
|
"m": 0.5542386770248413
|
|
},
|
|
{
|
|
"p": 0.07845429331064224,
|
|
"m": 0.7069109082221985
|
|
},
|
|
{
|
|
"p": 0.06334900856018066,
|
|
"m": 0.8555665612220764
|
|
},
|
|
{
|
|
"p": 0.06628439575433731,
|
|
"m": 0.9177748560905457
|
|
},
|
|
{
|
|
"p": 0.0832926332950592,
|
|
"m": 0.7850961089134216
|
|
},
|
|
{
|
|
"p": 0.07681922614574432,
|
|
"m": 0.7910423278808594
|
|
},
|
|
{
|
|
"p": 0.09443864971399307,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04378330335021019,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 3.890460968017578,
|
|
"val_loss": 2.416135787963867,
|
|
"acc": 35.99,
|
|
"f1": [
|
|
0.594594419002533,
|
|
0.4022345542907715,
|
|
0.24844713509082794,
|
|
0.21951214969158173,
|
|
0.176470547914505,
|
|
0.30331745743751526,
|
|
0.38674020767211914,
|
|
0.3999999165534973,
|
|
0.3456788659095764,
|
|
0.4186045527458191,
|
|
0.1722487509250641,
|
|
0.2872926890850067,
|
|
0.3636362552642822,
|
|
0.2833332419395447,
|
|
0.2366863340139389,
|
|
0.16793887317180634,
|
|
0.3775508999824524,
|
|
0.4573989808559418,
|
|
0.4145076870918274,
|
|
0.2976189851760864,
|
|
0.5818180441856384,
|
|
0.5104601383209229,
|
|
0.3483870029449463,
|
|
0.5517240166664124,
|
|
0.5781249403953552,
|
|
0.2528734505176544,
|
|
0.26116830110549927,
|
|
0.20118334889411926,
|
|
0.4526748061180115,
|
|
0.31638407707214355,
|
|
0.41666656732559204,
|
|
0.3489360511302948,
|
|
0.31999990344047546,
|
|
0.31746023893356323,
|
|
0.3583814203739166,
|
|
0.19383254647254944,
|
|
0.31249991059303284,
|
|
0.16753920912742615,
|
|
0.2508710026741028,
|
|
0.4827585518360138,
|
|
0.35467973351478577,
|
|
0.6583849191665649,
|
|
0.27857133746147156,
|
|
0.3134327530860901,
|
|
0.24096375703811646,
|
|
0.1866666078567505,
|
|
0.19230762124061584,
|
|
0.5603863000869751,
|
|
0.474226713180542,
|
|
0.38578668236732483,
|
|
0.17391297221183777,
|
|
0.3131312429904938,
|
|
0.5541123747825623,
|
|
0.5990337133407593,
|
|
0.579710066318512,
|
|
0.145695298910141,
|
|
0.4942527115345001,
|
|
0.36879420280456543,
|
|
0.3502824008464813,
|
|
0.3251230716705322,
|
|
0.722222089767456,
|
|
0.5098037719726562,
|
|
0.44444432854652405,
|
|
0.3350784480571747,
|
|
0.11387894302606583,
|
|
0.18749994039535522,
|
|
0.13526564836502075,
|
|
0.3057323694229126,
|
|
0.696078360080719,
|
|
0.579439103603363,
|
|
0.45751625299453735,
|
|
0.5913042426109314,
|
|
0.12154688686132431,
|
|
0.3679999113082886,
|
|
0.19277101755142212,
|
|
0.5816324949264526,
|
|
0.649214506149292,
|
|
0.19999992847442627,
|
|
0.20300747454166412,
|
|
0.34972667694091797,
|
|
0.15458931028842926,
|
|
0.323809415102005,
|
|
0.6877826452255249,
|
|
0.2820512056350708,
|
|
0.2653060257434845,
|
|
0.4070795178413391,
|
|
0.382978618144989,
|
|
0.38888877630233765,
|
|
0.2117646485567093,
|
|
0.3817426860332489,
|
|
0.29885047674179077,
|
|
0.49107134342193604,
|
|
0.17948710918426514,
|
|
0.21126753091812134,
|
|
0.5513511896133423,
|
|
0.4347825050354004,
|
|
0.283950537443161,
|
|
0.3259258568286896,
|
|
0.10743795335292816,
|
|
0.3882351815700531
|
|
],
|
|
"time": 182.2184092514217,
|
|
"param": [
|
|
{
|
|
"p": 0.06895427405834198,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058714624494314194,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07181379199028015,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06390281021595001,
|
|
"m": 0.7091838121414185
|
|
},
|
|
{
|
|
"p": 0.06993354111909866,
|
|
"m": 0.9329113364219666
|
|
},
|
|
{
|
|
"p": 0.07508709281682968,
|
|
"m": 0.5566244125366211
|
|
},
|
|
{
|
|
"p": 0.06745916604995728,
|
|
"m": 0.6684074997901917
|
|
},
|
|
{
|
|
"p": 0.07752468436956406,
|
|
"m": 0.6670344471931458
|
|
},
|
|
{
|
|
"p": 0.06262023746967316,
|
|
"m": 0.8293182253837585
|
|
},
|
|
{
|
|
"p": 0.08181089907884598,
|
|
"m": 0.9639032483100891
|
|
},
|
|
{
|
|
"p": 0.08973830193281174,
|
|
"m": 0.7475770115852356
|
|
},
|
|
{
|
|
"p": 0.07820706069469452,
|
|
"m": 0.762441098690033
|
|
},
|
|
{
|
|
"p": 0.09316639602184296,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.041067127138376236,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 3.964340925216675,
|
|
"val_loss": 2.6653244495391846,
|
|
"acc": 35.67,
|
|
"f1": [
|
|
0.590908944606781,
|
|
0.4313724637031555,
|
|
0.2513660192489624,
|
|
0.1818181276321411,
|
|
0.1656804084777832,
|
|
0.24210518598556519,
|
|
0.3692306876182556,
|
|
0.36956506967544556,
|
|
0.36144572496414185,
|
|
0.36641210317611694,
|
|
0.19999992847442627,
|
|
0.17886172235012054,
|
|
0.3508771061897278,
|
|
0.25104594230651855,
|
|
0.26548662781715393,
|
|
0.19626161456108093,
|
|
0.34883710741996765,
|
|
0.4914284646511078,
|
|
0.3786981403827667,
|
|
0.2887699604034424,
|
|
0.5860464572906494,
|
|
0.4976957440376282,
|
|
0.3209875524044037,
|
|
0.43055543303489685,
|
|
0.6168223023414612,
|
|
0.24793381989002228,
|
|
0.3118278682231903,
|
|
0.2624998986721039,
|
|
0.47368407249450684,
|
|
0.28742504119873047,
|
|
0.32298123836517334,
|
|
0.32515329122543335,
|
|
0.32888880372047424,
|
|
0.3251230716705322,
|
|
0.3579765260219574,
|
|
0.10666660219430923,
|
|
0.32978713512420654,
|
|
0.19689112901687622,
|
|
0.22748807072639465,
|
|
0.47222208976745605,
|
|
0.3071894645690918,
|
|
0.6480445265769958,
|
|
0.28260859847068787,
|
|
0.33466124534606934,
|
|
0.20930226147174835,
|
|
0.228571355342865,
|
|
0.23673462867736816,
|
|
0.5257141590118408,
|
|
0.49729716777801514,
|
|
0.3699420988559723,
|
|
0.10144922137260437,
|
|
0.32835814356803894,
|
|
0.5938863754272461,
|
|
0.5403507947921753,
|
|
0.5213673710823059,
|
|
0.15999992191791534,
|
|
0.4607328474521637,
|
|
0.294573575258255,
|
|
0.3733331859111786,
|
|
0.3043477535247803,
|
|
0.7291665077209473,
|
|
0.44670039415359497,
|
|
0.4607328474521637,
|
|
0.3636362850666046,
|
|
0.18749994039535522,
|
|
0.17699109017848969,
|
|
0.253807008266449,
|
|
0.3417084515094757,
|
|
0.716577410697937,
|
|
0.46202531456947327,
|
|
0.4102563261985779,
|
|
0.5959182381629944,
|
|
0.12698407471179962,
|
|
0.3917524814605713,
|
|
0.19999992847442627,
|
|
0.5726870894432068,
|
|
0.5882351994514465,
|
|
0.15813946723937988,
|
|
0.211055189371109,
|
|
0.33816415071487427,
|
|
0.14364632964134216,
|
|
0.23255808651447296,
|
|
0.6140349507331848,
|
|
0.3316582143306732,
|
|
0.28025469183921814,
|
|
0.4041449725627899,
|
|
0.39148926734924316,
|
|
0.3636362552642822,
|
|
0.13445372879505157,
|
|
0.35398221015930176,
|
|
0.29319363832473755,
|
|
0.4851484000682831,
|
|
0.052173878997564316,
|
|
0.21463409066200256,
|
|
0.5527637004852295,
|
|
0.49999988079071045,
|
|
0.3775508999824524,
|
|
0.3563217520713806,
|
|
0.1376146376132965,
|
|
0.362499862909317
|
|
],
|
|
"time": 183.68437028024346,
|
|
"param": [
|
|
{
|
|
"p": 0.08517128229141235,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07741229981184006,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06042102724313736,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07340916246175766,
|
|
"m": 0.6639692783355713
|
|
},
|
|
{
|
|
"p": 0.07319437712430954,
|
|
"m": 0.9867691993713379
|
|
},
|
|
{
|
|
"p": 0.07656297087669373,
|
|
"m": 0.5233839750289917
|
|
},
|
|
{
|
|
"p": 0.07761001586914062,
|
|
"m": 0.7391008138656616
|
|
},
|
|
{
|
|
"p": 0.06595402210950851,
|
|
"m": 0.684667706489563
|
|
},
|
|
{
|
|
"p": 0.0653822124004364,
|
|
"m": 0.7945281267166138
|
|
},
|
|
{
|
|
"p": 0.06982440501451492,
|
|
"m": 0.9243651628494263
|
|
},
|
|
{
|
|
"p": 0.061608344316482544,
|
|
"m": 0.7786750197410583
|
|
},
|
|
{
|
|
"p": 0.08188680559396744,
|
|
"m": 0.8188026547431946
|
|
},
|
|
{
|
|
"p": 0.09470762312412262,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03685544803738594,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 3.897067070007324,
|
|
"val_loss": 2.690995216369629,
|
|
"acc": 35.5,
|
|
"f1": [
|
|
0.5822783708572388,
|
|
0.4549761712551117,
|
|
0.25570768117904663,
|
|
0.2288556545972824,
|
|
0.14893612265586853,
|
|
0.28947362303733826,
|
|
0.3406112492084503,
|
|
0.3563217520713806,
|
|
0.2677823603153229,
|
|
0.46153831481933594,
|
|
0.17266181111335754,
|
|
0.21333326399326324,
|
|
0.3582088351249695,
|
|
0.23414628207683563,
|
|
0.2702701687812805,
|
|
0.20408155024051666,
|
|
0.3703702688217163,
|
|
0.45914387702941895,
|
|
0.29523801803588867,
|
|
0.23574136197566986,
|
|
0.6477271318435669,
|
|
0.4741378724575043,
|
|
0.3376622200012207,
|
|
0.4967319071292877,
|
|
0.5545453429222107,
|
|
0.2629106938838959,
|
|
0.346666544675827,
|
|
0.2175731509923935,
|
|
0.502564013004303,
|
|
0.30208322405815125,
|
|
0.3586955666542053,
|
|
0.3225805461406708,
|
|
0.28723397850990295,
|
|
0.3775508999824524,
|
|
0.28571417927742004,
|
|
0.17391297221183777,
|
|
0.3576158285140991,
|
|
0.09459453821182251,
|
|
0.24161069095134735,
|
|
0.5076140761375427,
|
|
0.31050220131874084,
|
|
0.5741626024246216,
|
|
0.3141360282897949,
|
|
0.3373492956161499,
|
|
0.2275448441505432,
|
|
0.2404370754957199,
|
|
0.23076915740966797,
|
|
0.44670039415359497,
|
|
0.3858267068862915,
|
|
0.3617020547389984,
|
|
0.08695648610591888,
|
|
0.32941165566444397,
|
|
0.5026736855506897,
|
|
0.5957446098327637,
|
|
0.5273630023002625,
|
|
0.1403508186340332,
|
|
0.47761180996894836,
|
|
0.4022987186908722,
|
|
0.45555540919303894,
|
|
0.309278279542923,
|
|
0.645502507686615,
|
|
0.5145629644393921,
|
|
0.4070795178413391,
|
|
0.3436122238636017,
|
|
0.11956514418125153,
|
|
0.21518979966640472,
|
|
0.14545448124408722,
|
|
0.28402355313301086,
|
|
0.6244342923164368,
|
|
0.5844747424125671,
|
|
0.3878786563873291,
|
|
0.5704466104507446,
|
|
0.180851012468338,
|
|
0.38497641682624817,
|
|
0.16666659712791443,
|
|
0.6094419956207275,
|
|
0.5901637673377991,
|
|
0.11111106723546982,
|
|
0.22064052522182465,
|
|
0.3417084515094757,
|
|
0.1229049563407898,
|
|
0.2899627387523651,
|
|
0.6557375192642212,
|
|
0.35978829860687256,
|
|
0.278787761926651,
|
|
0.4537814259529114,
|
|
0.40174663066864014,
|
|
0.3976607024669647,
|
|
0.1921396702528,
|
|
0.41474640369415283,
|
|
0.24509796500205994,
|
|
0.5360823273658752,
|
|
0.15476183593273163,
|
|
0.24870456755161285,
|
|
0.5454544425010681,
|
|
0.37770894169807434,
|
|
0.40206170082092285,
|
|
0.323809415102005,
|
|
0.11764698475599289,
|
|
0.39130425453186035
|
|
],
|
|
"time": 183.23408670723438,
|
|
"param": [
|
|
{
|
|
"p": 0.08586985617876053,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05987277626991272,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07671307027339935,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.057256706058979034,
|
|
"m": 0.621307373046875
|
|
},
|
|
{
|
|
"p": 0.06496503949165344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06995583325624466,
|
|
"m": 0.522536039352417
|
|
},
|
|
{
|
|
"p": 0.07576301693916321,
|
|
"m": 0.7124435305595398
|
|
},
|
|
{
|
|
"p": 0.0883738324046135,
|
|
"m": 0.8175196647644043
|
|
},
|
|
{
|
|
"p": 0.08184460550546646,
|
|
"m": 0.903675377368927
|
|
},
|
|
{
|
|
"p": 0.06957904249429703,
|
|
"m": 0.9238874912261963
|
|
},
|
|
{
|
|
"p": 0.06414364278316498,
|
|
"m": 0.8481261134147644
|
|
},
|
|
{
|
|
"p": 0.07331126183271408,
|
|
"m": 0.8334255218505859
|
|
},
|
|
{
|
|
"p": 0.09300902485847473,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03934229910373688,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 4.061310768127441,
|
|
"val_loss": 2.691023111343384,
|
|
"acc": 35.33,
|
|
"f1": [
|
|
0.6203702688217163,
|
|
0.43518510460853577,
|
|
0.2795697748661041,
|
|
0.21839071810245514,
|
|
0.15671634674072266,
|
|
0.2492211014032364,
|
|
0.3473052978515625,
|
|
0.34024888277053833,
|
|
0.3068180978298187,
|
|
0.44444435834884644,
|
|
0.23232315480709076,
|
|
0.2751321792602539,
|
|
0.3439999520778656,
|
|
0.19801974296569824,
|
|
0.24050623178482056,
|
|
0.19087132811546326,
|
|
0.3741934299468994,
|
|
0.497041255235672,
|
|
0.31249991059303284,
|
|
0.2176869958639145,
|
|
0.5596328973770142,
|
|
0.45555540919303894,
|
|
0.31944435834884644,
|
|
0.5294116735458374,
|
|
0.5933012366294861,
|
|
0.26548662781715393,
|
|
0.28855711221694946,
|
|
0.1971830278635025,
|
|
0.48205116391181946,
|
|
0.3373492956161499,
|
|
0.43979042768478394,
|
|
0.38251355290412903,
|
|
0.3300969898700714,
|
|
0.3147207200527191,
|
|
0.37885454297065735,
|
|
0.18536579608917236,
|
|
0.30999991297721863,
|
|
0.15469607710838318,
|
|
0.2436974197626114,
|
|
0.5578945875167847,
|
|
0.3112839460372925,
|
|
0.5545453429222107,
|
|
0.2531644403934479,
|
|
0.3478259742259979,
|
|
0.23214277625083923,
|
|
0.18421044945716858,
|
|
0.15789468586444855,
|
|
0.47389549016952515,
|
|
0.47572803497314453,
|
|
0.39999985694885254,
|
|
0.2212388664484024,
|
|
0.30172407627105713,
|
|
0.542713463306427,
|
|
0.5820105075836182,
|
|
0.5513511896133423,
|
|
0.12765952944755554,
|
|
0.4415583610534668,
|
|
0.3199998736381531,
|
|
0.36190468072891235,
|
|
0.30232545733451843,
|
|
0.6491227149963379,
|
|
0.47953203320503235,
|
|
0.4145076870918274,
|
|
0.3700786530971527,
|
|
0.1229049563407898,
|
|
0.16931210458278656,
|
|
0.22772268950939178,
|
|
0.34666651487350464,
|
|
0.6666665077209473,
|
|
0.6063828468322754,
|
|
0.46491214632987976,
|
|
0.591999888420105,
|
|
0.03773583099246025,
|
|
0.3999998867511749,
|
|
0.152671679854393,
|
|
0.5700933337211609,
|
|
0.6524062752723694,
|
|
0.1499999314546585,
|
|
0.19277101755142212,
|
|
0.3398691415786743,
|
|
0.1704544872045517,
|
|
0.26136353611946106,
|
|
0.6802029013633728,
|
|
0.29665064811706543,
|
|
0.213483065366745,
|
|
0.329268217086792,
|
|
0.38610032200813293,
|
|
0.36296290159225464,
|
|
0.22549012303352356,
|
|
0.36585354804992676,
|
|
0.27433618903160095,
|
|
0.4951455295085907,
|
|
0.15819202363491058,
|
|
0.22485199570655823,
|
|
0.5842695236206055,
|
|
0.43956032395362854,
|
|
0.26666659116744995,
|
|
0.32584258913993835,
|
|
0.1388012170791626,
|
|
0.35643553733825684
|
|
],
|
|
"time": 181.90087633486837,
|
|
"param": [
|
|
{
|
|
"p": 0.08292338997125626,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07222527265548706,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0774887353181839,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07266643643379211,
|
|
"m": 0.7022448778152466
|
|
},
|
|
{
|
|
"p": 0.07712914049625397,
|
|
"m": 0.9440845251083374
|
|
},
|
|
{
|
|
"p": 0.07622049003839493,
|
|
"m": 0.463776558637619
|
|
},
|
|
{
|
|
"p": 0.06946136802434921,
|
|
"m": 0.9047363996505737
|
|
},
|
|
{
|
|
"p": 0.0811513140797615,
|
|
"m": 0.680465042591095
|
|
},
|
|
{
|
|
"p": 0.05225237086415291,
|
|
"m": 0.8478682041168213
|
|
},
|
|
{
|
|
"p": 0.08440634608268738,
|
|
"m": 0.9385746121406555
|
|
},
|
|
{
|
|
"p": 0.06632054597139359,
|
|
"m": 0.8284133672714233
|
|
},
|
|
{
|
|
"p": 0.06736216694116592,
|
|
"m": 0.7676856517791748
|
|
},
|
|
{
|
|
"p": 0.07291170954704285,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04748057201504707,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 4.18532133102417,
|
|
"val_loss": 2.696685791015625,
|
|
"acc": 35.52,
|
|
"f1": [
|
|
0.5990337133407593,
|
|
0.44776105880737305,
|
|
0.2784809470176697,
|
|
0.20238088071346283,
|
|
0.12834219634532928,
|
|
0.2685184180736542,
|
|
0.37894728779792786,
|
|
0.30285707116127014,
|
|
0.3253587782382965,
|
|
0.4081631600856781,
|
|
0.16417904198169708,
|
|
0.19289332628250122,
|
|
0.38271594047546387,
|
|
0.2127658873796463,
|
|
0.2374998927116394,
|
|
0.18326687812805176,
|
|
0.4145076870918274,
|
|
0.5040649175643921,
|
|
0.3225805461406708,
|
|
0.2457626312971115,
|
|
0.6288658380508423,
|
|
0.49999988079071045,
|
|
0.31034475564956665,
|
|
0.5189187526702881,
|
|
0.5863873362541199,
|
|
0.278787761926651,
|
|
0.2906976044178009,
|
|
0.21848732233047485,
|
|
0.4493390619754791,
|
|
0.3157893717288971,
|
|
0.4145076870918274,
|
|
0.37558677792549133,
|
|
0.35955044627189636,
|
|
0.3625729978084564,
|
|
0.2976189851760864,
|
|
0.16314195096492767,
|
|
0.3363635540008545,
|
|
0.09374994784593582,
|
|
0.2718445658683777,
|
|
0.5232557058334351,
|
|
0.33497530221939087,
|
|
0.5175436735153198,
|
|
0.28571417927742004,
|
|
0.30150744318962097,
|
|
0.21259836852550507,
|
|
0.24999991059303284,
|
|
0.22480614483356476,
|
|
0.4573642313480377,
|
|
0.4280441701412201,
|
|
0.3926939368247986,
|
|
0.1604277491569519,
|
|
0.2832617461681366,
|
|
0.47619035840034485,
|
|
0.5919281840324402,
|
|
0.5628139972686768,
|
|
0.1357465535402298,
|
|
0.49746179580688477,
|
|
0.33093518018722534,
|
|
0.4179103672504425,
|
|
0.28048771619796753,
|
|
0.7407405376434326,
|
|
0.44705867767333984,
|
|
0.46231144666671753,
|
|
0.351351261138916,
|
|
0.1126759946346283,
|
|
0.2643677294254303,
|
|
0.20512813329696655,
|
|
0.2580644488334656,
|
|
0.6859902143478394,
|
|
0.5575219988822937,
|
|
0.5230767726898193,
|
|
0.582914412021637,
|
|
0.1333332657814026,
|
|
0.3543306291103363,
|
|
0.16161610186100006,
|
|
0.5809522867202759,
|
|
0.6108372807502747,
|
|
0.17171710729599,
|
|
0.21256029605865479,
|
|
0.36458322405815125,
|
|
0.15894033014774323,
|
|
0.19867542386054993,
|
|
0.5941421389579773,
|
|
0.34615373611450195,
|
|
0.2576685845851898,
|
|
0.39999985694885254,
|
|
0.44943806529045105,
|
|
0.4075828194618225,
|
|
0.2206895798444748,
|
|
0.3738316595554352,
|
|
0.2685184180736542,
|
|
0.502923846244812,
|
|
0.16666659712791443,
|
|
0.22222213447093964,
|
|
0.5837836861610413,
|
|
0.43298953771591187,
|
|
0.3692306876182556,
|
|
0.2845849096775055,
|
|
0.11695900559425354,
|
|
0.29787224531173706
|
|
],
|
|
"time": 184.30729862302542,
|
|
"param": [
|
|
{
|
|
"p": 0.0688922107219696,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0826229378581047,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08769022673368454,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06927391141653061,
|
|
"m": 0.6859626770019531
|
|
},
|
|
{
|
|
"p": 0.058270227164030075,
|
|
"m": 0.9983876347541809
|
|
},
|
|
{
|
|
"p": 0.06670309603214264,
|
|
"m": 0.43429335951805115
|
|
},
|
|
{
|
|
"p": 0.07100307196378708,
|
|
"m": 0.9835820198059082
|
|
},
|
|
{
|
|
"p": 0.045795101672410965,
|
|
"m": 0.6515032649040222
|
|
},
|
|
{
|
|
"p": 0.08238710463047028,
|
|
"m": 0.9165033102035522
|
|
},
|
|
{
|
|
"p": 0.06628812104463577,
|
|
"m": 0.8865712881088257
|
|
},
|
|
{
|
|
"p": 0.09150582551956177,
|
|
"m": 0.9432951211929321
|
|
},
|
|
{
|
|
"p": 0.08407382667064667,
|
|
"m": 0.9051928520202637
|
|
},
|
|
{
|
|
"p": 0.08583688735961914,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.039657626301050186,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 3.690495491027832,
|
|
"val_loss": 2.7193217277526855,
|
|
"acc": 34.19,
|
|
"f1": [
|
|
0.579591691493988,
|
|
0.4088396728038788,
|
|
0.3018867075443268,
|
|
0.20095685124397278,
|
|
0.13414627313613892,
|
|
0.17322827875614166,
|
|
0.3841806650161743,
|
|
0.3899998664855957,
|
|
0.3076922595500946,
|
|
0.4221104085445404,
|
|
0.10144922137260437,
|
|
0.2624998986721039,
|
|
0.32234421372413635,
|
|
0.2758619785308838,
|
|
0.2262442708015442,
|
|
0.17560969293117523,
|
|
0.4046241343021393,
|
|
0.4484303891658783,
|
|
0.2914979159832001,
|
|
0.25777769088745117,
|
|
0.5560536980628967,
|
|
0.41818171739578247,
|
|
0.35365843772888184,
|
|
0.497175008058548,
|
|
0.6206895112991333,
|
|
0.29677411913871765,
|
|
0.2620086967945099,
|
|
0.19480513036251068,
|
|
0.46938762068748474,
|
|
0.277310848236084,
|
|
0.41414129734039307,
|
|
0.36686381697654724,
|
|
0.34523800015449524,
|
|
0.3678159713745117,
|
|
0.3152708411216736,
|
|
0.17391298711299896,
|
|
0.2965778410434723,
|
|
0.17910440266132355,
|
|
0.223776176571846,
|
|
0.4585364758968353,
|
|
0.36129021644592285,
|
|
0.6229507327079773,
|
|
0.2616821527481079,
|
|
0.2780747711658478,
|
|
0.2094240039587021,
|
|
0.2256409376859665,
|
|
0.17610056698322296,
|
|
0.4790417551994324,
|
|
0.5116277933120728,
|
|
0.4210525155067444,
|
|
0.09090902656316757,
|
|
0.3147207200527191,
|
|
0.5787232518196106,
|
|
0.5775861144065857,
|
|
0.5133689045906067,
|
|
0.13836471736431122,
|
|
0.4824560582637787,
|
|
0.3542855978012085,
|
|
0.3287670314311981,
|
|
0.25510191917419434,
|
|
0.7444443106651306,
|
|
0.46835434436798096,
|
|
0.48309168219566345,
|
|
0.38095229864120483,
|
|
0.1528662145137787,
|
|
0.1494252234697342,
|
|
0.15217384696006775,
|
|
0.28220847249031067,
|
|
0.7234041690826416,
|
|
0.589371919631958,
|
|
0.5054942965507507,
|
|
0.4670657217502594,
|
|
0.08955218642950058,
|
|
0.36363622546195984,
|
|
0.17391298711299896,
|
|
0.530302882194519,
|
|
0.633333146572113,
|
|
0.14857135713100433,
|
|
0.18072283267974854,
|
|
0.3448275029659271,
|
|
0.11428564786911011,
|
|
0.28048771619796753,
|
|
0.6476188898086548,
|
|
0.2784809172153473,
|
|
0.1898733526468277,
|
|
0.3931623101234436,
|
|
0.4170211851596832,
|
|
0.3453236222267151,
|
|
0.17605628073215485,
|
|
0.32231393456459045,
|
|
0.2345678210258484,
|
|
0.4794519543647766,
|
|
0.17610056698322296,
|
|
0.20809243619441986,
|
|
0.47999992966651917,
|
|
0.44210511445999146,
|
|
0.2767294645309448,
|
|
0.260204017162323,
|
|
0.09473677724599838,
|
|
0.35460981726646423
|
|
],
|
|
"time": 182.64144556690007,
|
|
"param": [
|
|
{
|
|
"p": 0.06254098564386368,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0604342520236969,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06241932511329651,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06938464194536209,
|
|
"m": 0.7297226190567017
|
|
},
|
|
{
|
|
"p": 0.08606256544589996,
|
|
"m": 0.9080647230148315
|
|
},
|
|
{
|
|
"p": 0.0793585404753685,
|
|
"m": 0.4440504014492035
|
|
},
|
|
{
|
|
"p": 0.07227212935686111,
|
|
"m": 0.8966200351715088
|
|
},
|
|
{
|
|
"p": 0.09123826771974564,
|
|
"m": 0.6712144017219543
|
|
},
|
|
{
|
|
"p": 0.07748993486166,
|
|
"m": 0.8860015273094177
|
|
},
|
|
{
|
|
"p": 0.07726109027862549,
|
|
"m": 0.9768086671829224
|
|
},
|
|
{
|
|
"p": 0.05953678861260414,
|
|
"m": 0.9352205395698547
|
|
},
|
|
{
|
|
"p": 0.08128898590803146,
|
|
"m": 0.8377627730369568
|
|
},
|
|
{
|
|
"p": 0.08254916220903397,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.03816334903240204,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 4.0106682777404785,
|
|
"val_loss": 2.715132713317871,
|
|
"acc": 35.62,
|
|
"f1": [
|
|
0.6504853367805481,
|
|
0.4238409399986267,
|
|
0.290502667427063,
|
|
0.17283941805362701,
|
|
0.1866666078567505,
|
|
0.22875811159610748,
|
|
0.3908045291900635,
|
|
0.40404030680656433,
|
|
0.3756905198097229,
|
|
0.44651150703430176,
|
|
0.1635219305753708,
|
|
0.22916659712791443,
|
|
0.3519999384880066,
|
|
0.2444443702697754,
|
|
0.25157222151756287,
|
|
0.24999991059303284,
|
|
0.35658904910087585,
|
|
0.49261072278022766,
|
|
0.2816900610923767,
|
|
0.24719089269638062,
|
|
0.573839545249939,
|
|
0.46636757254600525,
|
|
0.2592591643333435,
|
|
0.4485980272293091,
|
|
0.6030149459838867,
|
|
0.29464277625083923,
|
|
0.28015556931495667,
|
|
0.20472435653209686,
|
|
0.3951611816883087,
|
|
0.2820512056350708,
|
|
0.29850736260414124,
|
|
0.4036695957183838,
|
|
0.3316582143306732,
|
|
0.33476385474205017,
|
|
0.3636362552642822,
|
|
0.1414140909910202,
|
|
0.3350784480571747,
|
|
0.2066115140914917,
|
|
0.2810809910297394,
|
|
0.46540868282318115,
|
|
0.30278873443603516,
|
|
0.6145250201225281,
|
|
0.33333325386047363,
|
|
0.3499998450279236,
|
|
0.20382159948349,
|
|
0.20833326876163483,
|
|
0.19811314344406128,
|
|
0.5063290596008301,
|
|
0.4910178482532501,
|
|
0.3882351815700531,
|
|
0.2147650271654129,
|
|
0.34177201986312866,
|
|
0.5249999165534973,
|
|
0.6022725701332092,
|
|
0.4951455295085907,
|
|
0.15662643313407898,
|
|
0.44827574491500854,
|
|
0.3443707227706909,
|
|
0.4174756109714508,
|
|
0.2815883457660675,
|
|
0.6419751644134521,
|
|
0.4705880880355835,
|
|
0.3999999165534973,
|
|
0.4088396728038788,
|
|
0.04225347191095352,
|
|
0.22891558706760406,
|
|
0.2117646485567093,
|
|
0.3169397711753845,
|
|
0.5900381803512573,
|
|
0.5107913017272949,
|
|
0.3797467350959778,
|
|
0.5602836608886719,
|
|
0.15116271376609802,
|
|
0.4090907871723175,
|
|
0.17910441756248474,
|
|
0.609625518321991,
|
|
0.5666665434837341,
|
|
0.1604277491569519,
|
|
0.21582727134227753,
|
|
0.3568074107170105,
|
|
0.12499993294477463,
|
|
0.30541861057281494,
|
|
0.6701569557189941,
|
|
0.3195265531539917,
|
|
0.20242910087108612,
|
|
0.41379299759864807,
|
|
0.3535352647304535,
|
|
0.36690640449523926,
|
|
0.2741115987300873,
|
|
0.3510637581348419,
|
|
0.2488888055086136,
|
|
0.5314008593559265,
|
|
0.2274509072303772,
|
|
0.2621358335018158,
|
|
0.5599998831748962,
|
|
0.3892616629600525,
|
|
0.18421046435832977,
|
|
0.3537413775920868,
|
|
0.11475404351949692,
|
|
0.38888877630233765
|
|
],
|
|
"time": 183.8705155113712,
|
|
"param": [
|
|
{
|
|
"p": 0.0809001624584198,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0667930543422699,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08831259608268738,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07515011727809906,
|
|
"m": 0.6479046940803528
|
|
},
|
|
{
|
|
"p": 0.08315987884998322,
|
|
"m": 0.8833345174789429
|
|
},
|
|
{
|
|
"p": 0.07530828565359116,
|
|
"m": 0.3591739535331726
|
|
},
|
|
{
|
|
"p": 0.060220956802368164,
|
|
"m": 0.8106234073638916
|
|
},
|
|
{
|
|
"p": 0.06256015598773956,
|
|
"m": 0.6511183977127075
|
|
},
|
|
{
|
|
"p": 0.06973098963499069,
|
|
"m": 0.9190171957015991
|
|
},
|
|
{
|
|
"p": 0.07203011214733124,
|
|
"m": 0.9287789463996887
|
|
},
|
|
{
|
|
"p": 0.048489950597286224,
|
|
"m": 0.9404911398887634
|
|
},
|
|
{
|
|
"p": 0.08407019823789597,
|
|
"m": 0.8713599443435669
|
|
},
|
|
{
|
|
"p": 0.0797194391489029,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05355418846011162,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 3.69883394241333,
|
|
"val_loss": 2.8851962089538574,
|
|
"acc": 35.9,
|
|
"f1": [
|
|
0.6190475225448608,
|
|
0.4292236268520355,
|
|
0.29032251238822937,
|
|
0.22421517968177795,
|
|
0.15686269104480743,
|
|
0.30366483330726624,
|
|
0.390243798494339,
|
|
0.38392844796180725,
|
|
0.39778995513916016,
|
|
0.44444435834884644,
|
|
0.1940927654504776,
|
|
0.21538454294204712,
|
|
0.3793102204799652,
|
|
0.21978014707565308,
|
|
0.21917803585529327,
|
|
0.246575266122818,
|
|
0.37860071659088135,
|
|
0.5320196151733398,
|
|
0.36842095851898193,
|
|
0.2569831311702728,
|
|
0.6077346205711365,
|
|
0.46025097370147705,
|
|
0.33333322405815125,
|
|
0.487499862909317,
|
|
0.6521738171577454,
|
|
0.31055888533592224,
|
|
0.2762430012226105,
|
|
0.2202642410993576,
|
|
0.4574466943740845,
|
|
0.29292917251586914,
|
|
0.4245808720588684,
|
|
0.36144569516181946,
|
|
0.3091786503791809,
|
|
0.303703635931015,
|
|
0.38095229864120483,
|
|
0.13043470680713654,
|
|
0.31147530674934387,
|
|
0.1576354056596756,
|
|
0.27551010251045227,
|
|
0.5050503611564636,
|
|
0.33333322405815125,
|
|
0.6473986506462097,
|
|
0.2536230981349945,
|
|
0.2699999213218689,
|
|
0.28235283493995667,
|
|
0.19999992847442627,
|
|
0.1965317279100418,
|
|
0.4931505620479584,
|
|
0.4662575423717499,
|
|
0.4343433380126953,
|
|
0.15894033014774323,
|
|
0.29392966628074646,
|
|
0.5420559644699097,
|
|
0.5774056911468506,
|
|
0.5699480772018433,
|
|
0.14705875515937805,
|
|
0.4919784665107727,
|
|
0.3087247312068939,
|
|
0.39325833320617676,
|
|
0.3068180978298187,
|
|
0.7389161586761475,
|
|
0.4835163354873657,
|
|
0.4434387683868408,
|
|
0.37433144450187683,
|
|
0.0805368572473526,
|
|
0.2251655012369156,
|
|
0.16853927075862885,
|
|
0.3265305161476135,
|
|
0.7263157367706299,
|
|
0.5610858201980591,
|
|
0.47715723514556885,
|
|
0.6260160803794861,
|
|
0.12931029498577118,
|
|
0.35294109582901,
|
|
0.19587622582912445,
|
|
0.6091369390487671,
|
|
0.6283184885978699,
|
|
0.1485147923231125,
|
|
0.27472516894340515,
|
|
0.3076922297477722,
|
|
0.14840982854366302,
|
|
0.26900574564933777,
|
|
0.6627905368804932,
|
|
0.29319363832473755,
|
|
0.18604643642902374,
|
|
0.39778995513916016,
|
|
0.4059404730796814,
|
|
0.3809523284435272,
|
|
0.21319790184497833,
|
|
0.3771928548812866,
|
|
0.2529643774032593,
|
|
0.5140186548233032,
|
|
0.1142856702208519,
|
|
0.18309852480888367,
|
|
0.5728154182434082,
|
|
0.47761180996894836,
|
|
0.306122362613678,
|
|
0.36686381697654724,
|
|
0.1142856627702713,
|
|
0.33720916509628296
|
|
],
|
|
"time": 181.19785367883742,
|
|
"param": [
|
|
{
|
|
"p": 0.06257878243923187,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148920744657516,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08172019571065903,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05822234973311424,
|
|
"m": 0.6304895281791687
|
|
},
|
|
{
|
|
"p": 0.07158937305212021,
|
|
"m": 0.8935319781303406
|
|
},
|
|
{
|
|
"p": 0.07973866164684296,
|
|
"m": 0.4522881805896759
|
|
},
|
|
{
|
|
"p": 0.08102963119745255,
|
|
"m": 0.7152913808822632
|
|
},
|
|
{
|
|
"p": 0.0682525485754013,
|
|
"m": 0.6993249654769897
|
|
},
|
|
{
|
|
"p": 0.0649733617901802,
|
|
"m": 0.8605225682258606
|
|
},
|
|
{
|
|
"p": 0.0789983868598938,
|
|
"m": 0.9788755178451538
|
|
},
|
|
{
|
|
"p": 0.0674026757478714,
|
|
"m": 0.8947147130966187
|
|
},
|
|
{
|
|
"p": 0.07668149471282959,
|
|
"m": 0.7437500357627869
|
|
},
|
|
{
|
|
"p": 0.07683098316192627,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06049228087067604,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 3.6486117839813232,
|
|
"val_loss": 2.6641030311584473,
|
|
"acc": 36.2,
|
|
"f1": [
|
|
0.6439023613929749,
|
|
0.46242761611938477,
|
|
0.31088075041770935,
|
|
0.19889496266841888,
|
|
0.18518511950969696,
|
|
0.27530357241630554,
|
|
0.3942306339740753,
|
|
0.3983050286769867,
|
|
0.32432425022125244,
|
|
0.4411763548851013,
|
|
0.14084501564502716,
|
|
0.22707417607307434,
|
|
0.39378228783607483,
|
|
0.24864855408668518,
|
|
0.24999991059303284,
|
|
0.2176164984703064,
|
|
0.4043714702129364,
|
|
0.5070421695709229,
|
|
0.3316061198711395,
|
|
0.29714274406433105,
|
|
0.5537188649177551,
|
|
0.4639497697353363,
|
|
0.31372538208961487,
|
|
0.5079363584518433,
|
|
0.5833331942558289,
|
|
0.25730982422828674,
|
|
0.2995593845844269,
|
|
0.24528293311595917,
|
|
0.46999987959861755,
|
|
0.3578946590423584,
|
|
0.42735034227371216,
|
|
0.33064505457878113,
|
|
0.281406968832016,
|
|
0.30909082293510437,
|
|
0.34579432010650635,
|
|
0.12565438449382782,
|
|
0.3076922297477722,
|
|
0.13580238819122314,
|
|
0.24390237033367157,
|
|
0.46956515312194824,
|
|
0.3783782720565796,
|
|
0.5410627126693726,
|
|
0.27530357241630554,
|
|
0.31896543502807617,
|
|
0.2771083414554596,
|
|
0.16901402175426483,
|
|
0.18791939318180084,
|
|
0.49214646220207214,
|
|
0.46153831481933594,
|
|
0.3626372814178467,
|
|
0.15384609997272491,
|
|
0.3444443643093109,
|
|
0.529999852180481,
|
|
0.5901638269424438,
|
|
0.5699480772018433,
|
|
0.13471496105194092,
|
|
0.4905658960342407,
|
|
0.3798881769180298,
|
|
0.3728812634944916,
|
|
0.2765956223011017,
|
|
0.7264572381973267,
|
|
0.5164318084716797,
|
|
0.4315788447856903,
|
|
0.37499991059303284,
|
|
0.12765949964523315,
|
|
0.19999994337558746,
|
|
0.1793721318244934,
|
|
0.3090128004550934,
|
|
0.6384975910186768,
|
|
0.5981307029724121,
|
|
0.42857131361961365,
|
|
0.5384613871574402,
|
|
0.17021268606185913,
|
|
0.29268282651901245,
|
|
0.10606056451797485,
|
|
0.5596706867218018,
|
|
0.5627704858779907,
|
|
0.19631893932819366,
|
|
0.2061854749917984,
|
|
0.39090898633003235,
|
|
0.140350803732872,
|
|
0.24161066114902496,
|
|
0.6521738171577454,
|
|
0.3487178385257721,
|
|
0.24999991059303284,
|
|
0.37623751163482666,
|
|
0.4502163529396057,
|
|
0.3999998867511749,
|
|
0.193548321723938,
|
|
0.3111110329627991,
|
|
0.29268285632133484,
|
|
0.5420559644699097,
|
|
0.24137921631336212,
|
|
0.17391297221183777,
|
|
0.579439103603363,
|
|
0.4705880880355835,
|
|
0.3083699643611908,
|
|
0.3346938192844391,
|
|
0.08421046286821365,
|
|
0.34042540192604065
|
|
],
|
|
"time": 181.97057208325714,
|
|
"param": [
|
|
{
|
|
"p": 0.07049524784088135,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06528355181217194,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07073813676834106,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07903051376342773,
|
|
"m": 0.6622599959373474
|
|
},
|
|
{
|
|
"p": 0.05966520309448242,
|
|
"m": 0.898982584476471
|
|
},
|
|
{
|
|
"p": 0.09107453376054764,
|
|
"m": 0.4667951762676239
|
|
},
|
|
{
|
|
"p": 0.051934465765953064,
|
|
"m": 0.649535596370697
|
|
},
|
|
{
|
|
"p": 0.08062217384576797,
|
|
"m": 0.6659843921661377
|
|
},
|
|
{
|
|
"p": 0.06728227436542511,
|
|
"m": 0.8038844466209412
|
|
},
|
|
{
|
|
"p": 0.06848439574241638,
|
|
"m": 0.9945569038391113
|
|
},
|
|
{
|
|
"p": 0.08453258126974106,
|
|
"m": 0.7563638687133789
|
|
},
|
|
{
|
|
"p": 0.08360462635755539,
|
|
"m": 0.6637435555458069
|
|
},
|
|
{
|
|
"p": 0.08011732995510101,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04713499918580055,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 3.2746317386627197,
|
|
"val_loss": 2.81080961227417,
|
|
"acc": 35.4,
|
|
"f1": [
|
|
0.6735749840736389,
|
|
0.42145586013793945,
|
|
0.20408158004283905,
|
|
0.1629629135131836,
|
|
0.11842100322246552,
|
|
0.2976189851760864,
|
|
0.32941165566444397,
|
|
0.37944653630256653,
|
|
0.3307085633277893,
|
|
0.4631577730178833,
|
|
0.23529404401779175,
|
|
0.23728805780410767,
|
|
0.39195966720581055,
|
|
0.19314636290073395,
|
|
0.21978014707565308,
|
|
0.21698106825351715,
|
|
0.3999999463558197,
|
|
0.4799998700618744,
|
|
0.3409090042114258,
|
|
0.26136353611946106,
|
|
0.5945944786071777,
|
|
0.4725273549556732,
|
|
0.3384614586830139,
|
|
0.4790417551994324,
|
|
0.5903083086013794,
|
|
0.23188398778438568,
|
|
0.2765956521034241,
|
|
0.23423415422439575,
|
|
0.48309168219566345,
|
|
0.28855711221694946,
|
|
0.40282678604125977,
|
|
0.37433144450187683,
|
|
0.25517234206199646,
|
|
0.29906532168388367,
|
|
0.3431951701641083,
|
|
0.15899574756622314,
|
|
0.35185176134109497,
|
|
0.20895515382289886,
|
|
0.2547769844532013,
|
|
0.5157893896102905,
|
|
0.3433475196361542,
|
|
0.5858584046363831,
|
|
0.2658226788043976,
|
|
0.2987804114818573,
|
|
0.14545448124408722,
|
|
0.22891558706760406,
|
|
0.18840573728084564,
|
|
0.4899998903274536,
|
|
0.49773746728897095,
|
|
0.40975597500801086,
|
|
0.08333329111337662,
|
|
0.30065348744392395,
|
|
0.540925145149231,
|
|
0.585152804851532,
|
|
0.5526314973831177,
|
|
0.18064509332180023,
|
|
0.4690264165401459,
|
|
0.36714968085289,
|
|
0.3587442934513092,
|
|
0.2553190290927887,
|
|
0.7232141494750977,
|
|
0.43999987840652466,
|
|
0.3979056477546692,
|
|
0.3846152722835541,
|
|
0.08450698852539062,
|
|
0.23204411566257477,
|
|
0.19889496266841888,
|
|
0.2624998986721039,
|
|
0.6889951229095459,
|
|
0.5833332538604736,
|
|
0.4232803285121918,
|
|
0.5698322653770447,
|
|
0.15859025716781616,
|
|
0.33918121457099915,
|
|
0.1716737449169159,
|
|
0.5921786427497864,
|
|
0.5775399804115295,
|
|
0.1775147169828415,
|
|
0.24761897325515747,
|
|
0.3399999141693115,
|
|
0.13664589822292328,
|
|
0.24902716279029846,
|
|
0.6355138421058655,
|
|
0.2514968812465668,
|
|
0.26027390360832214,
|
|
0.3090128004550934,
|
|
0.36734679341316223,
|
|
0.3885713219642639,
|
|
0.23923437297344208,
|
|
0.3615383505821228,
|
|
0.2508249878883362,
|
|
0.5185183882713318,
|
|
0.16184966266155243,
|
|
0.18934904038906097,
|
|
0.5688887238502502,
|
|
0.4469272196292877,
|
|
0.2888887822628021,
|
|
0.3195875287055969,
|
|
0.1499999314546585,
|
|
0.36129021644592285
|
|
],
|
|
"time": 180.96083837468177,
|
|
"param": [
|
|
{
|
|
"p": 0.06527944654226303,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07108160108327866,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07715491205453873,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0756135880947113,
|
|
"m": 0.5762147903442383
|
|
},
|
|
{
|
|
"p": 0.07719768583774567,
|
|
"m": 0.894716203212738
|
|
},
|
|
{
|
|
"p": 0.0744791179895401,
|
|
"m": 0.4033209979534149
|
|
},
|
|
{
|
|
"p": 0.0746149942278862,
|
|
"m": 0.6533913612365723
|
|
},
|
|
{
|
|
"p": 0.07985023409128189,
|
|
"m": 0.4984353184700012
|
|
},
|
|
{
|
|
"p": 0.06303553283214569,
|
|
"m": 0.8852282762527466
|
|
},
|
|
{
|
|
"p": 0.07095781713724136,
|
|
"m": 0.9136109352111816
|
|
},
|
|
{
|
|
"p": 0.07331541180610657,
|
|
"m": 0.7468948364257812
|
|
},
|
|
{
|
|
"p": 0.08042265474796295,
|
|
"m": 0.7104540467262268
|
|
},
|
|
{
|
|
"p": 0.06291867047548294,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.054078321903944016,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 3.7974352836608887,
|
|
"val_loss": 2.8019866943359375,
|
|
"acc": 35.32,
|
|
"f1": [
|
|
0.6203702688217163,
|
|
0.4154588282108307,
|
|
0.23008842766284943,
|
|
0.2374998927116394,
|
|
0.11707311123609543,
|
|
0.25786155462265015,
|
|
0.34042543172836304,
|
|
0.4198893904685974,
|
|
0.32234421372413635,
|
|
0.4502616822719574,
|
|
0.1862744390964508,
|
|
0.22009563446044922,
|
|
0.40206170082092285,
|
|
0.19999994337558746,
|
|
0.22857137024402618,
|
|
0.15789468586444855,
|
|
0.34977567195892334,
|
|
0.5053762197494507,
|
|
0.3356642425060272,
|
|
0.20125779509544373,
|
|
0.5762710571289062,
|
|
0.5391303300857544,
|
|
0.26751580834388733,
|
|
0.5088756084442139,
|
|
0.5546217560768127,
|
|
0.28048771619796753,
|
|
0.277310848236084,
|
|
0.19883033633232117,
|
|
0.5172412991523743,
|
|
0.2566370666027069,
|
|
0.37373724579811096,
|
|
0.3234041631221771,
|
|
0.3376622200012207,
|
|
0.30909082293510437,
|
|
0.3555554449558258,
|
|
0.1619046926498413,
|
|
0.3376622200012207,
|
|
0.15757569670677185,
|
|
0.28571420907974243,
|
|
0.45348823070526123,
|
|
0.37333324551582336,
|
|
0.5714284777641296,
|
|
0.27777767181396484,
|
|
0.3220337927341461,
|
|
0.21186435222625732,
|
|
0.19047611951828003,
|
|
0.22916659712791443,
|
|
0.43835610151290894,
|
|
0.5232557058334351,
|
|
0.4210525453090668,
|
|
0.13483139872550964,
|
|
0.36619704961776733,
|
|
0.5045870542526245,
|
|
0.5703421235084534,
|
|
0.5641024112701416,
|
|
0.0666666254401207,
|
|
0.48076915740966797,
|
|
0.35294109582901,
|
|
0.36507928371429443,
|
|
0.3225805461406708,
|
|
0.6931816935539246,
|
|
0.4081631600856781,
|
|
0.4183672070503235,
|
|
0.3917524814605713,
|
|
0.10062886029481888,
|
|
0.19417467713356018,
|
|
0.12244893610477448,
|
|
0.33333322405815125,
|
|
0.6666665077209473,
|
|
0.5603863000869751,
|
|
0.43749991059303284,
|
|
0.5688071846961975,
|
|
0.1612902730703354,
|
|
0.33918121457099915,
|
|
0.1694914698600769,
|
|
0.56126469373703,
|
|
0.4895103871822357,
|
|
0.1764705330133438,
|
|
0.2564101815223694,
|
|
0.2890172600746155,
|
|
0.12162157148122787,
|
|
0.2767294645309448,
|
|
0.6705880761146545,
|
|
0.33333325386047363,
|
|
0.25730982422828674,
|
|
0.45348823070526123,
|
|
0.4219408333301544,
|
|
0.4034333825111389,
|
|
0.18072283267974854,
|
|
0.32797420024871826,
|
|
0.24454142153263092,
|
|
0.5502644181251526,
|
|
0.16766461730003357,
|
|
0.20388342440128326,
|
|
0.5523808598518372,
|
|
0.3832334280014038,
|
|
0.33333322405815125,
|
|
0.28136876225471497,
|
|
0.15789467096328735,
|
|
0.3841806650161743
|
|
],
|
|
"time": 183.01669990364462,
|
|
"param": [
|
|
{
|
|
"p": 0.06474731117486954,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07190059125423431,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06753592193126678,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07566779851913452,
|
|
"m": 0.5393199324607849
|
|
},
|
|
{
|
|
"p": 0.07038932293653488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06217583641409874,
|
|
"m": 0.4176121652126312
|
|
},
|
|
{
|
|
"p": 0.07956181466579437,
|
|
"m": 0.5752180218696594
|
|
},
|
|
{
|
|
"p": 0.06670520454645157,
|
|
"m": 0.618182361125946
|
|
},
|
|
{
|
|
"p": 0.07236236333847046,
|
|
"m": 0.9445805549621582
|
|
},
|
|
{
|
|
"p": 0.07481029629707336,
|
|
"m": 0.9502109289169312
|
|
},
|
|
{
|
|
"p": 0.07057491689920425,
|
|
"m": 0.814696192741394
|
|
},
|
|
{
|
|
"p": 0.07579875737428665,
|
|
"m": 0.7586588859558105
|
|
},
|
|
{
|
|
"p": 0.07954797148704529,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06822188198566437,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 3.7315080165863037,
|
|
"val_loss": 2.5325276851654053,
|
|
"acc": 35.09,
|
|
"f1": [
|
|
0.6229507327079773,
|
|
0.41884803771972656,
|
|
0.22222213447093964,
|
|
0.22916659712791443,
|
|
0.12999993562698364,
|
|
0.278787761926651,
|
|
0.382978618144989,
|
|
0.39784935116767883,
|
|
0.2909089922904968,
|
|
0.5207098722457886,
|
|
0.08403357863426208,
|
|
0.18823520839214325,
|
|
0.3576158285140991,
|
|
0.17112290859222412,
|
|
0.2473117560148239,
|
|
0.1777777075767517,
|
|
0.3157894015312195,
|
|
0.37623751163482666,
|
|
0.33962252736091614,
|
|
0.25301194190979004,
|
|
0.6105261445045471,
|
|
0.5294116139411926,
|
|
0.3523315489292145,
|
|
0.4999998211860657,
|
|
0.6086955666542053,
|
|
0.2624998986721039,
|
|
0.2714284658432007,
|
|
0.11023616790771484,
|
|
0.5142855644226074,
|
|
0.3091786503791809,
|
|
0.41818171739578247,
|
|
0.2977098226547241,
|
|
0.3369564116001129,
|
|
0.3384614586830139,
|
|
0.3138461112976074,
|
|
0.13930343091487885,
|
|
0.2918454110622406,
|
|
0.22712929546833038,
|
|
0.2780747711658478,
|
|
0.4930231273174286,
|
|
0.3111110329627991,
|
|
0.5454544425010681,
|
|
0.24999991059303284,
|
|
0.33333325386047363,
|
|
0.2037036269903183,
|
|
0.2528734505176544,
|
|
0.23414628207683563,
|
|
0.5095540285110474,
|
|
0.47474732995033264,
|
|
0.3999998867511749,
|
|
0.09090903401374817,
|
|
0.3372548520565033,
|
|
0.5535054206848145,
|
|
0.5970147848129272,
|
|
0.5644170045852661,
|
|
0.13197962939739227,
|
|
0.49484527111053467,
|
|
0.3771427571773529,
|
|
0.38144323229789734,
|
|
0.2658958435058594,
|
|
0.702702522277832,
|
|
0.49999988079071045,
|
|
0.43979042768478394,
|
|
0.36065563559532166,
|
|
0.14012733101844788,
|
|
0.1809954047203064,
|
|
0.16666661202907562,
|
|
0.289308100938797,
|
|
0.6814157962799072,
|
|
0.5990782380104065,
|
|
0.5267855525016785,
|
|
0.5612244009971619,
|
|
0.1333332657814026,
|
|
0.2727271318435669,
|
|
0.1497325599193573,
|
|
0.596858561038971,
|
|
0.6315788626670837,
|
|
0.14772720634937286,
|
|
0.25961530208587646,
|
|
0.3383083641529083,
|
|
0.18122972548007965,
|
|
0.31932762265205383,
|
|
0.6432158946990967,
|
|
0.3703702688217163,
|
|
0.23529404401779175,
|
|
0.3855420649051666,
|
|
0.35714274644851685,
|
|
0.3939392864704132,
|
|
0.1862744390964508,
|
|
0.33699625730514526,
|
|
0.30392149090766907,
|
|
0.5377357006072998,
|
|
0.17391300201416016,
|
|
0.22831043601036072,
|
|
0.5517240166664124,
|
|
0.45128190517425537,
|
|
0.31746023893356323,
|
|
0.26615965366363525,
|
|
0.14107878506183624,
|
|
0.3957218527793884
|
|
],
|
|
"time": 184.1002158820629,
|
|
"param": [
|
|
{
|
|
"p": 0.0783584713935852,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0771932601928711,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08853622525930405,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07502885162830353,
|
|
"m": 0.5940449833869934
|
|
},
|
|
{
|
|
"p": 0.04737889766693115,
|
|
"m": 0.9413971304893494
|
|
},
|
|
{
|
|
"p": 0.07835588604211807,
|
|
"m": 0.47735461592674255
|
|
},
|
|
{
|
|
"p": 0.07515406608581543,
|
|
"m": 0.6233630776405334
|
|
},
|
|
{
|
|
"p": 0.06767581403255463,
|
|
"m": 0.6926241517066956
|
|
},
|
|
{
|
|
"p": 0.059849053621292114,
|
|
"m": 0.9782763123512268
|
|
},
|
|
{
|
|
"p": 0.06766456365585327,
|
|
"m": 0.9927453398704529
|
|
},
|
|
{
|
|
"p": 0.0628865659236908,
|
|
"m": 0.7923983931541443
|
|
},
|
|
{
|
|
"p": 0.06875919550657272,
|
|
"m": 0.7267292141914368
|
|
},
|
|
{
|
|
"p": 0.07600527256727219,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07715380936861038,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 3.8664064407348633,
|
|
"val_loss": 2.726832389831543,
|
|
"acc": 35.49,
|
|
"f1": [
|
|
0.6262625455856323,
|
|
0.40540531277656555,
|
|
0.23225797712802887,
|
|
0.21686740219593048,
|
|
0.12857137620449066,
|
|
0.26666656136512756,
|
|
0.3921567499637604,
|
|
0.41414129734039307,
|
|
0.3406112492084503,
|
|
0.4219408333301544,
|
|
0.15957440435886383,
|
|
0.2075471132993698,
|
|
0.3894736170768738,
|
|
0.23448269069194794,
|
|
0.25954189896583557,
|
|
0.21463409066200256,
|
|
0.4491977095603943,
|
|
0.5175436735153198,
|
|
0.3225805461406708,
|
|
0.29629620909690857,
|
|
0.6046510338783264,
|
|
0.4788731336593628,
|
|
0.31428563594818115,
|
|
0.4615383744239807,
|
|
0.6231154203414917,
|
|
0.26046502590179443,
|
|
0.2807016372680664,
|
|
0.23529404401779175,
|
|
0.4711109697818756,
|
|
0.29245272278785706,
|
|
0.4200912117958069,
|
|
0.3714284896850586,
|
|
0.3414633274078369,
|
|
0.3398057222366333,
|
|
0.3428570628166199,
|
|
0.19742482900619507,
|
|
0.30350184440612793,
|
|
0.23853203654289246,
|
|
0.2274509072303772,
|
|
0.4734298884868622,
|
|
0.29118767380714417,
|
|
0.5327101349830627,
|
|
0.32160791754722595,
|
|
0.3168315887451172,
|
|
0.19491519033908844,
|
|
0.18633535504341125,
|
|
0.20095685124397278,
|
|
0.47430822253227234,
|
|
0.49999988079071045,
|
|
0.38502663373947144,
|
|
0.1866665780544281,
|
|
0.3354036211967468,
|
|
0.575999915599823,
|
|
0.555133044719696,
|
|
0.5317917466163635,
|
|
0.11494245380163193,
|
|
0.4415583312511444,
|
|
0.3552630543708801,
|
|
0.39106133580207825,
|
|
0.30120471119880676,
|
|
0.7465436458587646,
|
|
0.45555540919303894,
|
|
0.41148313879966736,
|
|
0.3124999403953552,
|
|
0.11188805103302002,
|
|
0.17757000029087067,
|
|
0.21301770210266113,
|
|
0.2751321792602539,
|
|
0.6637166738510132,
|
|
0.5775399804115295,
|
|
0.4777776598930359,
|
|
0.6134452819824219,
|
|
0.08759118616580963,
|
|
0.3711339235305786,
|
|
0.1450776606798172,
|
|
0.5670101642608643,
|
|
0.5903083086013794,
|
|
0.16370101273059845,
|
|
0.22105254232883453,
|
|
0.30057793855667114,
|
|
0.14007778465747833,
|
|
0.28571420907974243,
|
|
0.6666665077209473,
|
|
0.24637670814990997,
|
|
0.2816900610923767,
|
|
0.3699999153614044,
|
|
0.3999999165534973,
|
|
0.4466018080711365,
|
|
0.17647051811218262,
|
|
0.37962955236434937,
|
|
0.2793295085430145,
|
|
0.511627733707428,
|
|
0.11834313720464706,
|
|
0.24277448654174805,
|
|
0.5472635626792908,
|
|
0.4269661605358124,
|
|
0.3076922297477722,
|
|
0.28115007281303406,
|
|
0.15469607710838318,
|
|
0.3414633274078369
|
|
],
|
|
"time": 181.10759709682316,
|
|
"param": [
|
|
{
|
|
"p": 0.08000168949365616,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06564120948314667,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07612212747335434,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07660313695669174,
|
|
"m": 0.5811490416526794
|
|
},
|
|
{
|
|
"p": 0.06789706647396088,
|
|
"m": 0.9473960995674133
|
|
},
|
|
{
|
|
"p": 0.07459428906440735,
|
|
"m": 0.49458372592926025
|
|
},
|
|
{
|
|
"p": 0.07747334986925125,
|
|
"m": 0.6735482811927795
|
|
},
|
|
{
|
|
"p": 0.08447868376970291,
|
|
"m": 0.6218135356903076
|
|
},
|
|
{
|
|
"p": 0.06407102197408676,
|
|
"m": 0.9187237024307251
|
|
},
|
|
{
|
|
"p": 0.07362762093544006,
|
|
"m": 0.9440140724182129
|
|
},
|
|
{
|
|
"p": 0.061560168862342834,
|
|
"m": 0.7614238262176514
|
|
},
|
|
{
|
|
"p": 0.06302232295274734,
|
|
"m": 0.7269272208213806
|
|
},
|
|
{
|
|
"p": 0.0872560441493988,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.047651197761297226,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 3.7946524620056152,
|
|
"val_loss": 2.606600761413574,
|
|
"acc": 34.91,
|
|
"f1": [
|
|
0.6195651292800903,
|
|
0.3999998867511749,
|
|
0.22377613186836243,
|
|
0.2251655012369156,
|
|
0.03669722378253937,
|
|
0.32222211360931396,
|
|
0.32456132769584656,
|
|
0.42639580368995667,
|
|
0.3470318615436554,
|
|
0.4343433380126953,
|
|
0.22891558706760406,
|
|
0.18791939318180084,
|
|
0.35146433115005493,
|
|
0.20869559049606323,
|
|
0.2433861643075943,
|
|
0.19444440305233002,
|
|
0.37804868817329407,
|
|
0.47169798612594604,
|
|
0.3469386696815491,
|
|
0.2176869958639145,
|
|
0.5844747424125671,
|
|
0.48529404401779175,
|
|
0.35714277625083923,
|
|
0.4999998211860657,
|
|
0.6136362552642822,
|
|
0.2617800235748291,
|
|
0.2821575999259949,
|
|
0.16176463663578033,
|
|
0.497175008058548,
|
|
0.29714274406433105,
|
|
0.4242422580718994,
|
|
0.30267056822776794,
|
|
0.34523800015449524,
|
|
0.3039999008178711,
|
|
0.3428570628166199,
|
|
0.16402113437652588,
|
|
0.37623751163482666,
|
|
0.1626015603542328,
|
|
0.18713442981243134,
|
|
0.5465114712715149,
|
|
0.28571420907974243,
|
|
0.6170212030410767,
|
|
0.2825278043746948,
|
|
0.3374998867511749,
|
|
0.2236841470003128,
|
|
0.21088428795337677,
|
|
0.16107375919818878,
|
|
0.4509802758693695,
|
|
0.44976064562797546,
|
|
0.38862547278404236,
|
|
0.14406773447990417,
|
|
0.31284910440444946,
|
|
0.5873605012893677,
|
|
0.5410627126693726,
|
|
0.5087107419967651,
|
|
0.1029411256313324,
|
|
0.4406778812408447,
|
|
0.39325833320617676,
|
|
0.33699625730514526,
|
|
0.2959640622138977,
|
|
0.7387385964393616,
|
|
0.24193541705608368,
|
|
0.4155843257904053,
|
|
0.351351261138916,
|
|
0.1361255943775177,
|
|
0.1548386514186859,
|
|
0.14659680426120758,
|
|
0.27380943298339844,
|
|
0.7040814757347107,
|
|
0.619999885559082,
|
|
0.4818180501461029,
|
|
0.48717936873435974,
|
|
0.14285707473754883,
|
|
0.4102562963962555,
|
|
0.1965317279100418,
|
|
0.6224488615989685,
|
|
0.5560164451599121,
|
|
0.1818181276321411,
|
|
0.24291490018367767,
|
|
0.3287670314311981,
|
|
0.16249993443489075,
|
|
0.278787761926651,
|
|
0.6666664481163025,
|
|
0.36607131361961365,
|
|
0.30337071418762207,
|
|
0.33593741059303284,
|
|
0.4219408333301544,
|
|
0.4432988464832306,
|
|
0.1604277491569519,
|
|
0.35294109582901,
|
|
0.1777777075767517,
|
|
0.4549354910850525,
|
|
0.13197962939739227,
|
|
0.2545453608036041,
|
|
0.5875704884529114,
|
|
0.48936155438423157,
|
|
0.26455017924308777,
|
|
0.2689654231071472,
|
|
0.08333327621221542,
|
|
0.3483870029449463
|
|
],
|
|
"time": 181.06010428257287,
|
|
"param": [
|
|
{
|
|
"p": 0.08048401027917862,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07719279080629349,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10046300292015076,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06221844628453255,
|
|
"m": 0.6634859442710876
|
|
},
|
|
{
|
|
"p": 0.046057477593421936,
|
|
"m": 0.947251558303833
|
|
},
|
|
{
|
|
"p": 0.06628358364105225,
|
|
"m": 0.4701480269432068
|
|
},
|
|
{
|
|
"p": 0.05625894293189049,
|
|
"m": 0.7365248799324036
|
|
},
|
|
{
|
|
"p": 0.09577935934066772,
|
|
"m": 0.5970340967178345
|
|
},
|
|
{
|
|
"p": 0.05915962532162666,
|
|
"m": 0.9240455627441406
|
|
},
|
|
{
|
|
"p": 0.07516680657863617,
|
|
"m": 0.9708278179168701
|
|
},
|
|
{
|
|
"p": 0.07269896566867828,
|
|
"m": 0.7423984408378601
|
|
},
|
|
{
|
|
"p": 0.08319767564535141,
|
|
"m": 0.7695592045783997
|
|
},
|
|
{
|
|
"p": 0.08123815059661865,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.04380122199654579,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 3.7992241382598877,
|
|
"val_loss": 2.6217923164367676,
|
|
"acc": 35.39,
|
|
"f1": [
|
|
0.6153843998908997,
|
|
0.4215245544910431,
|
|
0.24277448654174805,
|
|
0.2198580950498581,
|
|
0.15957440435886383,
|
|
0.25095051527023315,
|
|
0.3594468832015991,
|
|
0.3621397912502289,
|
|
0.31034475564956665,
|
|
0.5061726570129395,
|
|
0.15384608507156372,
|
|
0.21111102402210236,
|
|
0.35294109582901,
|
|
0.22377613186836243,
|
|
0.23529404401779175,
|
|
0.24630534648895264,
|
|
0.36134445667266846,
|
|
0.5028570294380188,
|
|
0.33802807331085205,
|
|
0.30120471119880676,
|
|
0.6249998807907104,
|
|
0.4581817388534546,
|
|
0.3398057222366333,
|
|
0.4808742105960846,
|
|
0.5614033937454224,
|
|
0.29319363832473755,
|
|
0.28767114877700806,
|
|
0.20571422576904297,
|
|
0.4152541756629944,
|
|
0.30303019285202026,
|
|
0.40490788221359253,
|
|
0.3519999384880066,
|
|
0.3301886022090912,
|
|
0.27272719144821167,
|
|
0.33333322405815125,
|
|
0.14723920822143555,
|
|
0.2999999225139618,
|
|
0.19565212726593018,
|
|
0.26086950302124023,
|
|
0.4727271497249603,
|
|
0.280821830034256,
|
|
0.6292133331298828,
|
|
0.27462679147720337,
|
|
0.29107969999313354,
|
|
0.17021270096302032,
|
|
0.26666656136512756,
|
|
0.24083760380744934,
|
|
0.4834122061729431,
|
|
0.4914284646511078,
|
|
0.4023667275905609,
|
|
0.10769226402044296,
|
|
0.2642856538295746,
|
|
0.5483869910240173,
|
|
0.5726870894432068,
|
|
0.48684197664260864,
|
|
0.12765949964523315,
|
|
0.511627733707428,
|
|
0.41212108731269836,
|
|
0.39183664321899414,
|
|
0.30830031633377075,
|
|
0.6666664481163025,
|
|
0.4335663616657257,
|
|
0.4099377691745758,
|
|
0.34722214937210083,
|
|
0.10843367874622345,
|
|
0.2264150232076645,
|
|
0.11199995130300522,
|
|
0.2173912525177002,
|
|
0.6775508522987366,
|
|
0.531745970249176,
|
|
0.48039206862449646,
|
|
0.591999888420105,
|
|
0.16842098534107208,
|
|
0.3465045094490051,
|
|
0.1877550482749939,
|
|
0.5584904551506042,
|
|
0.5892856121063232,
|
|
0.15028895437717438,
|
|
0.24999991059303284,
|
|
0.3456788659095764,
|
|
0.17333325743675232,
|
|
0.2599999010562897,
|
|
0.6262625455856323,
|
|
0.38053086400032043,
|
|
0.23684203624725342,
|
|
0.4031619727611542,
|
|
0.3636362850666046,
|
|
0.43979042768478394,
|
|
0.2211054563522339,
|
|
0.34558814764022827,
|
|
0.23529402911663055,
|
|
0.49999988079071045,
|
|
0.1764705330133438,
|
|
0.12213735282421112,
|
|
0.5858584046363831,
|
|
0.49999988079071045,
|
|
0.283950537443161,
|
|
0.2751321792602539,
|
|
0.15116271376609802,
|
|
0.40740731358528137
|
|
],
|
|
"time": 181.56166928820312,
|
|
"param": [
|
|
{
|
|
"p": 0.0727330893278122,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08255259692668915,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08082745969295502,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07379024475812912,
|
|
"m": 0.6147517561912537
|
|
},
|
|
{
|
|
"p": 0.07238508015871048,
|
|
"m": 0.9823455810546875
|
|
},
|
|
{
|
|
"p": 0.08730538934469223,
|
|
"m": 0.30588290095329285
|
|
},
|
|
{
|
|
"p": 0.06247847527265549,
|
|
"m": 0.6699770092964172
|
|
},
|
|
{
|
|
"p": 0.0575643852353096,
|
|
"m": 0.46273142099380493
|
|
},
|
|
{
|
|
"p": 0.06223505362868309,
|
|
"m": 0.7555902600288391
|
|
},
|
|
{
|
|
"p": 0.07261302322149277,
|
|
"m": 0.9137411117553711
|
|
},
|
|
{
|
|
"p": 0.06349076330661774,
|
|
"m": 0.8378859758377075
|
|
},
|
|
{
|
|
"p": 0.06908966600894928,
|
|
"m": 0.7381640076637268
|
|
},
|
|
{
|
|
"p": 0.06853467971086502,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07440004497766495,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 3.4632270336151123,
|
|
"val_loss": 2.4741148948669434,
|
|
"acc": 36.03,
|
|
"f1": [
|
|
0.6338796615600586,
|
|
0.40217384696006775,
|
|
0.27777770161628723,
|
|
0.24083760380744934,
|
|
0.1499999314546585,
|
|
0.27530357241630554,
|
|
0.4183005392551422,
|
|
0.3289472758769989,
|
|
0.3319500982761383,
|
|
0.4886362552642822,
|
|
0.21463409066200256,
|
|
0.22222214937210083,
|
|
0.37692299485206604,
|
|
0.23809516429901123,
|
|
0.23841053247451782,
|
|
0.2099999338388443,
|
|
0.3738316595554352,
|
|
0.5258214473724365,
|
|
0.26190465688705444,
|
|
0.2888887822628021,
|
|
0.5220587253570557,
|
|
0.4867255389690399,
|
|
0.31284910440444946,
|
|
0.5106381177902222,
|
|
0.6190475225448608,
|
|
0.27218925952911377,
|
|
0.3016759157180786,
|
|
0.19672125577926636,
|
|
0.45161277055740356,
|
|
0.29787227511405945,
|
|
0.44651150703430176,
|
|
0.30270257592201233,
|
|
0.309278279542923,
|
|
0.33755266666412354,
|
|
0.3999999165534973,
|
|
0.20325198769569397,
|
|
0.3431951701641083,
|
|
0.15936249494552612,
|
|
0.29906532168388367,
|
|
0.48167529702186584,
|
|
0.3764704465866089,
|
|
0.6666664481163025,
|
|
0.2898550033569336,
|
|
0.33548372983932495,
|
|
0.22888275980949402,
|
|
0.18045106530189514,
|
|
0.21800939738750458,
|
|
0.506912350654602,
|
|
0.5325441956520081,
|
|
0.3977271616458893,
|
|
0.22784802317619324,
|
|
0.32222211360931396,
|
|
0.5333332419395447,
|
|
0.579439103603363,
|
|
0.6041665077209473,
|
|
0.1789472997188568,
|
|
0.5130888819694519,
|
|
0.37623751163482666,
|
|
0.396135151386261,
|
|
0.34123215079307556,
|
|
0.6910567283630371,
|
|
0.42647045850753784,
|
|
0.38461530208587646,
|
|
0.3370785415172577,
|
|
0.11522628366947174,
|
|
0.16216209530830383,
|
|
0.1362006664276123,
|
|
0.3026314675807953,
|
|
0.6478871703147888,
|
|
0.6010927557945251,
|
|
0.4310343861579895,
|
|
0.5675674080848694,
|
|
0.15859025716781616,
|
|
0.3694778084754944,
|
|
0.17021270096302032,
|
|
0.602040708065033,
|
|
0.562211811542511,
|
|
0.18811874091625214,
|
|
0.22222214937210083,
|
|
0.34920626878738403,
|
|
0.11764701455831528,
|
|
0.2376236915588379,
|
|
0.6129031181335449,
|
|
0.28402355313301086,
|
|
0.27096763253211975,
|
|
0.49019595980644226,
|
|
0.4262293577194214,
|
|
0.4249998927116394,
|
|
0.19393931329250336,
|
|
0.3881855607032776,
|
|
0.21568624675273895,
|
|
0.5490195155143738,
|
|
0.15458931028842926,
|
|
0.24390234053134918,
|
|
0.5565216541290283,
|
|
0.47169798612594604,
|
|
0.2890172600746155,
|
|
0.322274774312973,
|
|
0.14634141325950623,
|
|
0.42580634355545044
|
|
],
|
|
"time": 179.75246873218566,
|
|
"param": [
|
|
{
|
|
"p": 0.07636891305446625,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07497613877058029,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07038066536188126,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06106504797935486,
|
|
"m": 0.5737780928611755
|
|
},
|
|
{
|
|
"p": 0.06832589954137802,
|
|
"m": 0.9391694068908691
|
|
},
|
|
{
|
|
"p": 0.07264572381973267,
|
|
"m": 0.33082425594329834
|
|
},
|
|
{
|
|
"p": 0.06666763871908188,
|
|
"m": 0.6019174456596375
|
|
},
|
|
{
|
|
"p": 0.08182673156261444,
|
|
"m": 0.622260332107544
|
|
},
|
|
{
|
|
"p": 0.07749233394861221,
|
|
"m": 0.7665764093399048
|
|
},
|
|
{
|
|
"p": 0.06887222826480865,
|
|
"m": 0.9120205640792847
|
|
},
|
|
{
|
|
"p": 0.07571922987699509,
|
|
"m": 0.8198862671852112
|
|
},
|
|
{
|
|
"p": 0.07162944972515106,
|
|
"m": 0.778593122959137
|
|
},
|
|
{
|
|
"p": 0.06852476298809052,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0655052661895752,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 3.169269561767578,
|
|
"val_loss": 2.806643009185791,
|
|
"acc": 35.99,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.40148690342903137,
|
|
0.23602473735809326,
|
|
0.2404370754957199,
|
|
0.14473678171634674,
|
|
0.29702961444854736,
|
|
0.3885713219642639,
|
|
0.3778800964355469,
|
|
0.390243798494339,
|
|
0.5534589886665344,
|
|
0.22222216427326202,
|
|
0.2136751413345337,
|
|
0.3975153863430023,
|
|
0.17834389209747314,
|
|
0.25116273760795593,
|
|
0.23529404401779175,
|
|
0.31623923778533936,
|
|
0.5096152424812317,
|
|
0.2976189851760864,
|
|
0.26666656136512756,
|
|
0.6391751170158386,
|
|
0.48401811718940735,
|
|
0.329670250415802,
|
|
0.518518328666687,
|
|
0.5462183356285095,
|
|
0.2661289572715759,
|
|
0.2096773386001587,
|
|
0.21782170236110687,
|
|
0.4766353964805603,
|
|
0.309859037399292,
|
|
0.37804868817329407,
|
|
0.33802807331085205,
|
|
0.3313608467578888,
|
|
0.37696322798728943,
|
|
0.33333322405815125,
|
|
0.19191910326480865,
|
|
0.3436122238636017,
|
|
0.17616572976112366,
|
|
0.36871495842933655,
|
|
0.491227924823761,
|
|
0.323809415102005,
|
|
0.5454544425010681,
|
|
0.2444443702697754,
|
|
0.31541210412979126,
|
|
0.19923365116119385,
|
|
0.20512813329696655,
|
|
0.19318175315856934,
|
|
0.4823527932167053,
|
|
0.5287355184555054,
|
|
0.34177201986312866,
|
|
0.22222213447093964,
|
|
0.33918121457099915,
|
|
0.5576922297477722,
|
|
0.5418058633804321,
|
|
0.5316454172134399,
|
|
0.1333332657814026,
|
|
0.4341636300086975,
|
|
0.3926939368247986,
|
|
0.3536977469921112,
|
|
0.25423723459243774,
|
|
0.7255812287330627,
|
|
0.5235601663589478,
|
|
0.42162150144577026,
|
|
0.3489360511302948,
|
|
0.0838322788476944,
|
|
0.23958325386047363,
|
|
0.1507537066936493,
|
|
0.32989680767059326,
|
|
0.6779659986495972,
|
|
0.5961536765098572,
|
|
0.42051267623901367,
|
|
0.6428569555282593,
|
|
0.11538457125425339,
|
|
0.37499985098838806,
|
|
0.19393931329250336,
|
|
0.5390623807907104,
|
|
0.6108372807502747,
|
|
0.1612902730703354,
|
|
0.18421046435832977,
|
|
0.3253011107444763,
|
|
0.16877631843090057,
|
|
0.2931033670902252,
|
|
0.6781607270240784,
|
|
0.3139533996582031,
|
|
0.13675208389759064,
|
|
0.38974347710609436,
|
|
0.38461533188819885,
|
|
0.3950616121292114,
|
|
0.2138364166021347,
|
|
0.30714282393455505,
|
|
0.24999991059303284,
|
|
0.5294116139411926,
|
|
0.1792452037334442,
|
|
0.2085307389497757,
|
|
0.6031745076179504,
|
|
0.42372873425483704,
|
|
0.2999999225139618,
|
|
0.3232322335243225,
|
|
0.1333332657814026,
|
|
0.3832334280014038
|
|
],
|
|
"time": 184.41747892647982,
|
|
"param": [
|
|
{
|
|
"p": 0.0919170156121254,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07145953178405762,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07436980307102203,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06814232468605042,
|
|
"m": 0.5759336352348328
|
|
},
|
|
{
|
|
"p": 0.05871931463479996,
|
|
"m": 0.9128113389015198
|
|
},
|
|
{
|
|
"p": 0.08062685281038284,
|
|
"m": 0.34039226174354553
|
|
},
|
|
{
|
|
"p": 0.06648889929056168,
|
|
"m": 0.5977076888084412
|
|
},
|
|
{
|
|
"p": 0.06854450702667236,
|
|
"m": 0.7160844802856445
|
|
},
|
|
{
|
|
"p": 0.056840475648641586,
|
|
"m": 0.7063823938369751
|
|
},
|
|
{
|
|
"p": 0.0740961953997612,
|
|
"m": 0.9479137659072876
|
|
},
|
|
{
|
|
"p": 0.066191665828228,
|
|
"m": 0.7753135561943054
|
|
},
|
|
{
|
|
"p": 0.07865700870752335,
|
|
"m": 0.6850239038467407
|
|
},
|
|
{
|
|
"p": 0.07863438874483109,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0653119906783104,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 3.231917381286621,
|
|
"val_loss": 2.684630870819092,
|
|
"acc": 35.39,
|
|
"f1": [
|
|
0.6470587849617004,
|
|
0.4221104085445404,
|
|
0.2550334632396698,
|
|
0.2433861643075943,
|
|
0.16216209530830383,
|
|
0.21301770210266113,
|
|
0.38341957330703735,
|
|
0.4155843257904053,
|
|
0.3383457660675049,
|
|
0.42962950468063354,
|
|
0.20547938346862793,
|
|
0.2547769844532013,
|
|
0.3354036211967468,
|
|
0.251308798789978,
|
|
0.20512813329696655,
|
|
0.19531244039535522,
|
|
0.3216782510280609,
|
|
0.4502163529396057,
|
|
0.39784935116767883,
|
|
0.21126756072044373,
|
|
0.6326529383659363,
|
|
0.4884791076183319,
|
|
0.32888880372047424,
|
|
0.4598929286003113,
|
|
0.6568626165390015,
|
|
0.281406968832016,
|
|
0.2797926664352417,
|
|
0.21259836852550507,
|
|
0.5151513814926147,
|
|
0.3314284682273865,
|
|
0.36686381697654724,
|
|
0.33179715275764465,
|
|
0.3314915895462036,
|
|
0.30303022265434265,
|
|
0.33744847774505615,
|
|
0.14583328366279602,
|
|
0.2941175699234009,
|
|
0.18009470403194427,
|
|
0.23030294477939606,
|
|
0.5476189255714417,
|
|
0.3409090042114258,
|
|
0.5943394899368286,
|
|
0.2731706500053406,
|
|
0.2918148636817932,
|
|
0.2488037496805191,
|
|
0.2531644403934479,
|
|
0.16923071444034576,
|
|
0.5058822631835938,
|
|
0.47154462337493896,
|
|
0.3951611816883087,
|
|
0.1279069036245346,
|
|
0.34101372957229614,
|
|
0.6007325053215027,
|
|
0.5641024708747864,
|
|
0.5670101642608643,
|
|
0.10596020519733429,
|
|
0.48039206862449646,
|
|
0.3523315489292145,
|
|
0.39810416102409363,
|
|
0.32579174637794495,
|
|
0.7441859841346741,
|
|
0.49006614089012146,
|
|
0.4278606176376343,
|
|
0.3543306291103363,
|
|
0.07228909432888031,
|
|
0.15999993681907654,
|
|
0.17647051811218262,
|
|
0.31055888533592224,
|
|
0.7234041690826416,
|
|
0.5645932555198669,
|
|
0.43093910813331604,
|
|
0.5573769211769104,
|
|
0.14718610048294067,
|
|
0.3313608467578888,
|
|
0.17105256021022797,
|
|
0.5648146867752075,
|
|
0.6025103330612183,
|
|
0.17171710729599,
|
|
0.18834073841571808,
|
|
0.24060142040252686,
|
|
0.16374263167381287,
|
|
0.3139533996582031,
|
|
0.5822783708572388,
|
|
0.32888880372047424,
|
|
0.236453115940094,
|
|
0.38759681582450867,
|
|
0.38181808590888977,
|
|
0.4191615581512451,
|
|
0.1747572273015976,
|
|
0.3555554449558258,
|
|
0.3144652843475342,
|
|
0.5238093733787537,
|
|
0.17931026220321655,
|
|
0.27611932158470154,
|
|
0.5754715800285339,
|
|
0.42352932691574097,
|
|
0.28767114877700806,
|
|
0.34482747316360474,
|
|
0.13725484907627106,
|
|
0.3576158285140991
|
|
],
|
|
"time": 183.23964073043317,
|
|
"param": [
|
|
{
|
|
"p": 0.09084556251764297,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07748159766197205,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07326659560203552,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07772114872932434,
|
|
"m": 0.6238658428192139
|
|
},
|
|
{
|
|
"p": 0.07695598900318146,
|
|
"m": 0.935596764087677
|
|
},
|
|
{
|
|
"p": 0.07361350953578949,
|
|
"m": 0.36694440245628357
|
|
},
|
|
{
|
|
"p": 0.07004066556692123,
|
|
"m": 0.5634924173355103
|
|
},
|
|
{
|
|
"p": 0.05657275766134262,
|
|
"m": 0.5502731204032898
|
|
},
|
|
{
|
|
"p": 0.06616276502609253,
|
|
"m": 0.6405559778213501
|
|
},
|
|
{
|
|
"p": 0.053746193647384644,
|
|
"m": 0.9284663796424866
|
|
},
|
|
{
|
|
"p": 0.07145801186561584,
|
|
"m": 0.720693826675415
|
|
},
|
|
{
|
|
"p": 0.0630892738699913,
|
|
"m": 0.603749692440033
|
|
},
|
|
{
|
|
"p": 0.06953638046979904,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07950953394174576,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 3.323369026184082,
|
|
"val_loss": 2.794158458709717,
|
|
"acc": 35.48,
|
|
"f1": [
|
|
0.6219511032104492,
|
|
0.4301074147224426,
|
|
0.23863628506660461,
|
|
0.23958325386047363,
|
|
0.14285707473754883,
|
|
0.21428565680980682,
|
|
0.3653844892978668,
|
|
0.3524589240550995,
|
|
0.2925531566143036,
|
|
0.4629628360271454,
|
|
0.17647051811218262,
|
|
0.24083760380744934,
|
|
0.4066389203071594,
|
|
0.23602473735809326,
|
|
0.18784524500370026,
|
|
0.2018347978591919,
|
|
0.39195966720581055,
|
|
0.46096643805503845,
|
|
0.32950183749198914,
|
|
0.25396814942359924,
|
|
0.595959484577179,
|
|
0.47393354773521423,
|
|
0.3248729705810547,
|
|
0.4927534759044647,
|
|
0.6116504073143005,
|
|
0.24390234053134918,
|
|
0.27722764015197754,
|
|
0.23312875628471375,
|
|
0.527607262134552,
|
|
0.30588221549987793,
|
|
0.46231144666671753,
|
|
0.35341355204582214,
|
|
0.3678159713745117,
|
|
0.34558814764022827,
|
|
0.35443025827407837,
|
|
0.18518511950969696,
|
|
0.33789944648742676,
|
|
0.14193542301654816,
|
|
0.21428564190864563,
|
|
0.4878047704696655,
|
|
0.360248327255249,
|
|
0.5809522867202759,
|
|
0.2616821527481079,
|
|
0.34163692593574524,
|
|
0.2193547636270523,
|
|
0.21333324909210205,
|
|
0.18439710140228271,
|
|
0.5164833664894104,
|
|
0.5333331823348999,
|
|
0.3999998867511749,
|
|
0.16513754427433014,
|
|
0.2968749403953552,
|
|
0.5619046092033386,
|
|
0.5887445211410522,
|
|
0.5820105075836182,
|
|
0.12307687103748322,
|
|
0.48648640513420105,
|
|
0.34905651211738586,
|
|
0.36904752254486084,
|
|
0.33333325386047363,
|
|
0.7203789353370667,
|
|
0.5113635063171387,
|
|
0.4145076870918274,
|
|
0.3723403513431549,
|
|
0.11067187786102295,
|
|
0.18749994039535522,
|
|
0.20338977873325348,
|
|
0.2758620083332062,
|
|
0.711340069770813,
|
|
0.5933012366294861,
|
|
0.4705880880355835,
|
|
0.5664739012718201,
|
|
0.13138681650161743,
|
|
0.31818172335624695,
|
|
0.16161610186100006,
|
|
0.5899998545646667,
|
|
0.5224488377571106,
|
|
0.1530611664056778,
|
|
0.1854303926229477,
|
|
0.3409090042114258,
|
|
0.15686269104480743,
|
|
0.3179486393928528,
|
|
0.6008967757225037,
|
|
0.29213473200798035,
|
|
0.23030294477939606,
|
|
0.32624104619026184,
|
|
0.40641695261001587,
|
|
0.43749991059303284,
|
|
0.20689648389816284,
|
|
0.3711339235305786,
|
|
0.26573416590690613,
|
|
0.5764704942703247,
|
|
0.14772720634937286,
|
|
0.2790696918964386,
|
|
0.5236363410949707,
|
|
0.48803818225860596,
|
|
0.265060156583786,
|
|
0.2758619785308838,
|
|
0.11764699220657349,
|
|
0.3402060866355896
|
|
],
|
|
"time": 181.31534282304347,
|
|
"param": [
|
|
{
|
|
"p": 0.07654796540737152,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06823324412107468,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08108560740947723,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06597936898469925,
|
|
"m": 0.599949061870575
|
|
},
|
|
{
|
|
"p": 0.07839767634868622,
|
|
"m": 0.8826271295547485
|
|
},
|
|
{
|
|
"p": 0.061983052641153336,
|
|
"m": 0.44771531224250793
|
|
},
|
|
{
|
|
"p": 0.07053317874670029,
|
|
"m": 0.6336732506752014
|
|
},
|
|
{
|
|
"p": 0.08873611688613892,
|
|
"m": 0.6842958331108093
|
|
},
|
|
{
|
|
"p": 0.06125440075993538,
|
|
"m": 0.6762173175811768
|
|
},
|
|
{
|
|
"p": 0.07489173114299774,
|
|
"m": 0.8263706564903259
|
|
},
|
|
{
|
|
"p": 0.06801605969667435,
|
|
"m": 0.7761565446853638
|
|
},
|
|
{
|
|
"p": 0.07119898498058319,
|
|
"m": 0.52522212266922
|
|
},
|
|
{
|
|
"p": 0.07533016055822372,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05781248211860657,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 3.4162092208862305,
|
|
"val_loss": 2.894331932067871,
|
|
"acc": 35.59,
|
|
"f1": [
|
|
0.6387433409690857,
|
|
0.43678146600723267,
|
|
0.22666659951210022,
|
|
0.2264150232076645,
|
|
0.14285707473754883,
|
|
0.22797919809818268,
|
|
0.34736835956573486,
|
|
0.4033612310886383,
|
|
0.37499991059303284,
|
|
0.4545453190803528,
|
|
0.2095237374305725,
|
|
0.23913034796714783,
|
|
0.3653844892978668,
|
|
0.20858889818191528,
|
|
0.19305014610290527,
|
|
0.20437949895858765,
|
|
0.33050838112831116,
|
|
0.4894513487815857,
|
|
0.37894728779792786,
|
|
0.2211054563522339,
|
|
0.5904760956764221,
|
|
0.5244443416595459,
|
|
0.31999990344047546,
|
|
0.48275846242904663,
|
|
0.570175290107727,
|
|
0.23115570843219757,
|
|
0.26582270860671997,
|
|
0.22831043601036072,
|
|
0.45714277029037476,
|
|
0.2891565263271332,
|
|
0.4347825050354004,
|
|
0.4123710095882416,
|
|
0.3248729705810547,
|
|
0.31399309635162354,
|
|
0.35955044627189636,
|
|
0.15300540626049042,
|
|
0.30674833059310913,
|
|
0.16999994218349457,
|
|
0.28193822503089905,
|
|
0.4217686057090759,
|
|
0.34126976132392883,
|
|
0.619289219379425,
|
|
0.2660549581050873,
|
|
0.3206750154495239,
|
|
0.2025315761566162,
|
|
0.19444438815116882,
|
|
0.23529404401779175,
|
|
0.4727271497249603,
|
|
0.5212765336036682,
|
|
0.3648647665977478,
|
|
0.14213192462921143,
|
|
0.29268282651901245,
|
|
0.5774056911468506,
|
|
0.5679998993873596,
|
|
0.5964910984039307,
|
|
0.14689259231090546,
|
|
0.528846025466919,
|
|
0.3861384987831116,
|
|
0.4022987186908722,
|
|
0.3016759157180786,
|
|
0.6694913506507874,
|
|
0.47190994024276733,
|
|
0.370656281709671,
|
|
0.37305691838264465,
|
|
0.09271517395973206,
|
|
0.24418595433235168,
|
|
0.11702121049165726,
|
|
0.37010666728019714,
|
|
0.6451612114906311,
|
|
0.5470084547996521,
|
|
0.44705867767333984,
|
|
0.6082472205162048,
|
|
0.16184966266155243,
|
|
0.32369929552078247,
|
|
0.20792071521282196,
|
|
0.5971562266349792,
|
|
0.5529952645301819,
|
|
0.145695298910141,
|
|
0.18823520839214325,
|
|
0.3417084515094757,
|
|
0.18587355315685272,
|
|
0.23958325386047363,
|
|
0.5901638269424438,
|
|
0.3383083641529083,
|
|
0.22748807072639465,
|
|
0.3936169147491455,
|
|
0.3736262619495392,
|
|
0.46231144666671753,
|
|
0.18947362899780273,
|
|
0.30952370166778564,
|
|
0.28806576132774353,
|
|
0.56043940782547,
|
|
0.1497325599193573,
|
|
0.24598921835422516,
|
|
0.5798815488815308,
|
|
0.4262293577194214,
|
|
0.2999999225139618,
|
|
0.31531521677970886,
|
|
0.12121205776929855,
|
|
0.3999999165534973
|
|
],
|
|
"time": 181.1246398575604,
|
|
"param": [
|
|
{
|
|
"p": 0.06534634530544281,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06761730462312698,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06349805742502213,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07500267773866653,
|
|
"m": 0.5678444504737854
|
|
},
|
|
{
|
|
"p": 0.07089082896709442,
|
|
"m": 0.8833396434783936
|
|
},
|
|
{
|
|
"p": 0.08169989287853241,
|
|
"m": 0.4670000970363617
|
|
},
|
|
{
|
|
"p": 0.05966723710298538,
|
|
"m": 0.558657169342041
|
|
},
|
|
{
|
|
"p": 0.0752670094370842,
|
|
"m": 0.7403383255004883
|
|
},
|
|
{
|
|
"p": 0.08323749899864197,
|
|
"m": 0.7162976861000061
|
|
},
|
|
{
|
|
"p": 0.08202675729990005,
|
|
"m": 0.7525770664215088
|
|
},
|
|
{
|
|
"p": 0.05985866114497185,
|
|
"m": 0.7658593654632568
|
|
},
|
|
{
|
|
"p": 0.0824710950255394,
|
|
"m": 0.5170105695724487
|
|
},
|
|
{
|
|
"p": 0.06676480919122696,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0666518360376358,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 4.156006336212158,
|
|
"val_loss": 2.901036500930786,
|
|
"acc": 34.35,
|
|
"f1": [
|
|
0.637362539768219,
|
|
0.4236452281475067,
|
|
0.2403845638036728,
|
|
0.18779337406158447,
|
|
0.13513506948947906,
|
|
0.2786068916320801,
|
|
0.40740731358528137,
|
|
0.39183664321899414,
|
|
0.33333325386047363,
|
|
0.44554442167282104,
|
|
0.11764700710773468,
|
|
0.20408155024051666,
|
|
0.34693869948387146,
|
|
0.20320846140384674,
|
|
0.2345678210258484,
|
|
0.1835748255252838,
|
|
0.31999990344047546,
|
|
0.4061301648616791,
|
|
0.3165466785430908,
|
|
0.27814561128616333,
|
|
0.5017920136451721,
|
|
0.4521738290786743,
|
|
0.3231440484523773,
|
|
0.4105958938598633,
|
|
0.613756537437439,
|
|
0.22556383907794952,
|
|
0.278787761926651,
|
|
0.11475405097007751,
|
|
0.46896544098854065,
|
|
0.29813653230667114,
|
|
0.43548381328582764,
|
|
0.3636362850666046,
|
|
0.2790696620941162,
|
|
0.3408070504665375,
|
|
0.378109335899353,
|
|
0.15211264789104462,
|
|
0.3316061198711395,
|
|
0.1869158148765564,
|
|
0.25396814942359924,
|
|
0.502923846244812,
|
|
0.3626372814178467,
|
|
0.5511109828948975,
|
|
0.306122362613678,
|
|
0.2992125153541565,
|
|
0.18106988072395325,
|
|
0.1550387144088745,
|
|
0.15277770161628723,
|
|
0.48587560653686523,
|
|
0.4454147219657898,
|
|
0.36815908551216125,
|
|
0.15789467096328735,
|
|
0.29940110445022583,
|
|
0.5702809691429138,
|
|
0.5509432554244995,
|
|
0.5656563639640808,
|
|
0.15068486332893372,
|
|
0.5284972786903381,
|
|
0.3609755337238312,
|
|
0.38974347710609436,
|
|
0.2941175401210785,
|
|
0.7173911929130554,
|
|
0.44848471879959106,
|
|
0.41269823908805847,
|
|
0.35897424817085266,
|
|
0.07821223139762878,
|
|
0.1798941045999527,
|
|
0.18729092180728912,
|
|
0.24836592376232147,
|
|
0.678413987159729,
|
|
0.5619046092033386,
|
|
0.4656083285808563,
|
|
0.2790696918964386,
|
|
0.15909084677696228,
|
|
0.21897803246974945,
|
|
0.18791939318180084,
|
|
0.5936071872711182,
|
|
0.5800864696502686,
|
|
0.1846153289079666,
|
|
0.2262442708015442,
|
|
0.36144569516181946,
|
|
0.12643671035766602,
|
|
0.27488142251968384,
|
|
0.669999897480011,
|
|
0.33884286880493164,
|
|
0.22485199570655823,
|
|
0.35365843772888184,
|
|
0.46082934737205505,
|
|
0.434782475233078,
|
|
0.22222213447093964,
|
|
0.29383882880210876,
|
|
0.2512076497077942,
|
|
0.5666665434837341,
|
|
0.13483139872550964,
|
|
0.16249993443489075,
|
|
0.5412842631340027,
|
|
0.3924049437046051,
|
|
0.2774565517902374,
|
|
0.2904563546180725,
|
|
0.12227068096399307,
|
|
0.32258057594299316
|
|
],
|
|
"time": 183.88700689841062,
|
|
"param": [
|
|
{
|
|
"p": 0.07081198692321777,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08203341066837311,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07925894856452942,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07803858071565628,
|
|
"m": 0.6025935411453247
|
|
},
|
|
{
|
|
"p": 0.07934224605560303,
|
|
"m": 0.9190216660499573
|
|
},
|
|
{
|
|
"p": 0.08630357682704926,
|
|
"m": 0.42816030979156494
|
|
},
|
|
{
|
|
"p": 0.07698909938335419,
|
|
"m": 0.5717690587043762
|
|
},
|
|
{
|
|
"p": 0.08035454154014587,
|
|
"m": 0.6554347276687622
|
|
},
|
|
{
|
|
"p": 0.05601548030972481,
|
|
"m": 0.7209848165512085
|
|
},
|
|
{
|
|
"p": 0.06730354577302933,
|
|
"m": 0.8727580904960632
|
|
},
|
|
{
|
|
"p": 0.05127766728401184,
|
|
"m": 0.738501787185669
|
|
},
|
|
{
|
|
"p": 0.07172319293022156,
|
|
"m": 0.5558791160583496
|
|
},
|
|
{
|
|
"p": 0.04606837034225464,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07447950541973114,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 3.988532066345215,
|
|
"val_loss": 2.8283638954162598,
|
|
"acc": 35.57,
|
|
"f1": [
|
|
0.6700506210327148,
|
|
0.3831774890422821,
|
|
0.24999991059303284,
|
|
0.1989527940750122,
|
|
0.12972965836524963,
|
|
0.2769230008125305,
|
|
0.3592231869697571,
|
|
0.41176459193229675,
|
|
0.36111101508140564,
|
|
0.5029938817024231,
|
|
0.15602830052375793,
|
|
0.23580780625343323,
|
|
0.3351954519748688,
|
|
0.17073164880275726,
|
|
0.24107137322425842,
|
|
0.24999991059303284,
|
|
0.4023667275905609,
|
|
0.4699452221393585,
|
|
0.3295879364013672,
|
|
0.27173903584480286,
|
|
0.6060605049133301,
|
|
0.4369746744632721,
|
|
0.33333322405815125,
|
|
0.5034012794494629,
|
|
0.6146340370178223,
|
|
0.28260859847068787,
|
|
0.33333322405815125,
|
|
0.20202013850212097,
|
|
0.4624998867511749,
|
|
0.28235283493995667,
|
|
0.4042551815509796,
|
|
0.2904289960861206,
|
|
0.32051271200180054,
|
|
0.3364485204219818,
|
|
0.34374991059303284,
|
|
0.081632599234581,
|
|
0.2953019142150879,
|
|
0.15740735828876495,
|
|
0.2879376709461212,
|
|
0.482758492231369,
|
|
0.3057323694229126,
|
|
0.6028706431388855,
|
|
0.28187909722328186,
|
|
0.31818169355392456,
|
|
0.2629106938838959,
|
|
0.19999992847442627,
|
|
0.23236507177352905,
|
|
0.4812833070755005,
|
|
0.4947367310523987,
|
|
0.4183672070503235,
|
|
0.12080531567335129,
|
|
0.3240739703178406,
|
|
0.5595853924751282,
|
|
0.5809127688407898,
|
|
0.5607475638389587,
|
|
0.16666661202907562,
|
|
0.44444435834884644,
|
|
0.3228069245815277,
|
|
0.43181803822517395,
|
|
0.1971830427646637,
|
|
0.6902653574943542,
|
|
0.5411763787269592,
|
|
0.390243798494339,
|
|
0.33476385474205017,
|
|
0.1257142275571823,
|
|
0.21138204634189606,
|
|
0.17721515893936157,
|
|
0.33962252736091614,
|
|
0.6872245073318481,
|
|
0.5545453429222107,
|
|
0.4115522801876068,
|
|
0.59227454662323,
|
|
0.1717790812253952,
|
|
0.3675675094127655,
|
|
0.18274106085300446,
|
|
0.579439103603363,
|
|
0.5818180441856384,
|
|
0.1725887656211853,
|
|
0.23529404401779175,
|
|
0.33466124534606934,
|
|
0.10909084975719452,
|
|
0.3493449091911316,
|
|
0.6261681318283081,
|
|
0.27631568908691406,
|
|
0.21621613204479218,
|
|
0.3763439953327179,
|
|
0.3708608150482178,
|
|
0.4223601520061493,
|
|
0.19811314344406128,
|
|
0.3576641380786896,
|
|
0.2659573554992676,
|
|
0.49746179580688477,
|
|
0.1548386514186859,
|
|
0.24892695248126984,
|
|
0.5730992555618286,
|
|
0.45833322405815125,
|
|
0.39090898633003235,
|
|
0.31249991059303284,
|
|
0.16113737225532532,
|
|
0.3794870972633362
|
|
],
|
|
"time": 183.5495792021975,
|
|
"param": [
|
|
{
|
|
"p": 0.07179182022809982,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07648925483226776,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07315435260534286,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07148539274930954,
|
|
"m": 0.6933221220970154
|
|
},
|
|
{
|
|
"p": 0.07127127796411514,
|
|
"m": 0.9167777895927429
|
|
},
|
|
{
|
|
"p": 0.08171538263559341,
|
|
"m": 0.4208386540412903
|
|
},
|
|
{
|
|
"p": 0.07783972471952438,
|
|
"m": 0.5840930938720703
|
|
},
|
|
{
|
|
"p": 0.06340143084526062,
|
|
"m": 0.595741868019104
|
|
},
|
|
{
|
|
"p": 0.06452954560518265,
|
|
"m": 0.745574414730072
|
|
},
|
|
{
|
|
"p": 0.07305103540420532,
|
|
"m": 0.8468257784843445
|
|
},
|
|
{
|
|
"p": 0.07509250938892365,
|
|
"m": 0.7234938740730286
|
|
},
|
|
{
|
|
"p": 0.0658065602183342,
|
|
"m": 0.5320608019828796
|
|
},
|
|
{
|
|
"p": 0.059472501277923584,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07489921897649765,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 3.420468807220459,
|
|
"val_loss": 2.8306095600128174,
|
|
"acc": 35.65,
|
|
"f1": [
|
|
0.6733667254447937,
|
|
0.4210525453090668,
|
|
0.22429899871349335,
|
|
0.1655171811580658,
|
|
0.1891891211271286,
|
|
0.2879999279975891,
|
|
0.37864065170288086,
|
|
0.3905324339866638,
|
|
0.4311376214027405,
|
|
0.46808499097824097,
|
|
0.19689112901687622,
|
|
0.2570532262325287,
|
|
0.35714274644851685,
|
|
0.26666656136512756,
|
|
0.23076918721199036,
|
|
0.25396817922592163,
|
|
0.34736835956573486,
|
|
0.45833322405815125,
|
|
0.4114284813404083,
|
|
0.25301194190979004,
|
|
0.559321939945221,
|
|
0.5560536980628967,
|
|
0.3568074107170105,
|
|
0.5463916063308716,
|
|
0.5358489155769348,
|
|
0.2456139624118805,
|
|
0.23312875628471375,
|
|
0.21495321393013,
|
|
0.4640882611274719,
|
|
0.30487796664237976,
|
|
0.4358973503112793,
|
|
0.3743841052055359,
|
|
0.3203882575035095,
|
|
0.31764698028564453,
|
|
0.34123215079307556,
|
|
0.11042939126491547,
|
|
0.3166022300720215,
|
|
0.1508379578590393,
|
|
0.24691346287727356,
|
|
0.5128203630447388,
|
|
0.3271027207374573,
|
|
0.634730339050293,
|
|
0.24305549263954163,
|
|
0.30597007274627686,
|
|
0.20134222507476807,
|
|
0.22222214937210083,
|
|
0.2558138370513916,
|
|
0.4905658960342407,
|
|
0.5730335712432861,
|
|
0.4042551815509796,
|
|
0.18257255852222443,
|
|
0.32748526334762573,
|
|
0.5045044422149658,
|
|
0.5190310478210449,
|
|
0.50862056016922,
|
|
0.12565438449382782,
|
|
0.47846877574920654,
|
|
0.40476179122924805,
|
|
0.39784935116767883,
|
|
0.29665064811706543,
|
|
0.6831682324409485,
|
|
0.5026176571846008,
|
|
0.4044942855834961,
|
|
0.3934425115585327,
|
|
0.13017743825912476,
|
|
0.18934904038906097,
|
|
0.21097040176391602,
|
|
0.23529404401779175,
|
|
0.6599999070167542,
|
|
0.5018448829650879,
|
|
0.3999998867511749,
|
|
0.5984846949577332,
|
|
0.15476183593273163,
|
|
0.3999999165534973,
|
|
0.1556885540485382,
|
|
0.6071426868438721,
|
|
0.600858211517334,
|
|
0.1717790812253952,
|
|
0.22421517968177795,
|
|
0.31645557284355164,
|
|
0.1656804084777832,
|
|
0.30952370166778564,
|
|
0.6448085904121399,
|
|
0.2272726595401764,
|
|
0.2275448441505432,
|
|
0.4210525155067444,
|
|
0.37614670395851135,
|
|
0.3537905216217041,
|
|
0.16058386862277985,
|
|
0.3406112492084503,
|
|
0.2886596620082855,
|
|
0.5081079602241516,
|
|
0.18633535504341125,
|
|
0.145695298910141,
|
|
0.5979380011558533,
|
|
0.43930622935295105,
|
|
0.30769219994544983,
|
|
0.2931033670902252,
|
|
0.1162789985537529,
|
|
0.3552630543708801
|
|
],
|
|
"time": 182.8886384582147,
|
|
"param": [
|
|
{
|
|
"p": 0.07239460200071335,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05813422054052353,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.055439721792936325,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07775481045246124,
|
|
"m": 0.5266531109809875
|
|
},
|
|
{
|
|
"p": 0.07439872622489929,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07741837203502655,
|
|
"m": 0.39166438579559326
|
|
},
|
|
{
|
|
"p": 0.06962806731462479,
|
|
"m": 0.6624444127082825
|
|
},
|
|
{
|
|
"p": 0.07940813899040222,
|
|
"m": 0.6396098732948303
|
|
},
|
|
{
|
|
"p": 0.068802610039711,
|
|
"m": 0.6437421441078186
|
|
},
|
|
{
|
|
"p": 0.07725238800048828,
|
|
"m": 0.935083270072937
|
|
},
|
|
{
|
|
"p": 0.0716756284236908,
|
|
"m": 0.6538558602333069
|
|
},
|
|
{
|
|
"p": 0.07049841433763504,
|
|
"m": 0.41855260729789734
|
|
},
|
|
{
|
|
"p": 0.07081145793199539,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07638279348611832,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 4.407112121582031,
|
|
"val_loss": 2.6481118202209473,
|
|
"acc": 35.24,
|
|
"f1": [
|
|
0.6418603658676147,
|
|
0.4153004288673401,
|
|
0.2575106620788574,
|
|
0.2131146788597107,
|
|
0.141592875123024,
|
|
0.2621358335018158,
|
|
0.34101372957229614,
|
|
0.3741934299468994,
|
|
0.37185919284820557,
|
|
0.47826072573661804,
|
|
0.18791939318180084,
|
|
0.23300965130329132,
|
|
0.3696681261062622,
|
|
0.21122106909751892,
|
|
0.2829267382621765,
|
|
0.1858406364917755,
|
|
0.41176459193229675,
|
|
0.44559577107429504,
|
|
0.35051536560058594,
|
|
0.2173912525177002,
|
|
0.5791853666305542,
|
|
0.45222923159599304,
|
|
0.31325289607048035,
|
|
0.5139663219451904,
|
|
0.6034481525421143,
|
|
0.23684203624725342,
|
|
0.29245272278785706,
|
|
0.15068486332893372,
|
|
0.4632767140865326,
|
|
0.299999862909317,
|
|
0.3878325819969177,
|
|
0.3272726237773895,
|
|
0.2842104732990265,
|
|
0.3351954519748688,
|
|
0.2922373414039612,
|
|
0.14705877006053925,
|
|
0.3408070504665375,
|
|
0.15079358220100403,
|
|
0.2775118350982666,
|
|
0.5168538093566895,
|
|
0.3793102502822876,
|
|
0.5888323187828064,
|
|
0.2588233947753906,
|
|
0.30036622285842896,
|
|
0.25116273760795593,
|
|
0.2193547636270523,
|
|
0.18834073841571808,
|
|
0.48192763328552246,
|
|
0.5161288380622864,
|
|
0.4146340489387512,
|
|
0.14953264594078064,
|
|
0.31901830434799194,
|
|
0.48809507489204407,
|
|
0.5855854153633118,
|
|
0.5393257141113281,
|
|
0.1290321946144104,
|
|
0.5586591362953186,
|
|
0.376623272895813,
|
|
0.38674020767211914,
|
|
0.33333325386047363,
|
|
0.6833332180976868,
|
|
0.5416665077209473,
|
|
0.4223601520061493,
|
|
0.34394893050193787,
|
|
0.14689259231090546,
|
|
0.1704544872045517,
|
|
0.17424236238002777,
|
|
0.3144652843475342,
|
|
0.704761803150177,
|
|
0.6098653674125671,
|
|
0.46534639596939087,
|
|
0.5760868191719055,
|
|
0.15204671025276184,
|
|
0.3510637581348419,
|
|
0.15853650867938995,
|
|
0.5833331942558289,
|
|
0.5898616909980774,
|
|
0.16447363793849945,
|
|
0.15384607017040253,
|
|
0.2745096981525421,
|
|
0.13824880123138428,
|
|
0.30392149090766907,
|
|
0.6444442868232727,
|
|
0.3016759157180786,
|
|
0.18579228222370148,
|
|
0.42857131361961365,
|
|
0.43956032395362854,
|
|
0.42639580368995667,
|
|
0.18957340717315674,
|
|
0.35390937328338623,
|
|
0.27649760246276855,
|
|
0.5586591362953186,
|
|
0.1528661698102951,
|
|
0.20289847254753113,
|
|
0.5688071846961975,
|
|
0.47368407249450684,
|
|
0.3195265531539917,
|
|
0.30567678809165955,
|
|
0.09777770936489105,
|
|
0.36956506967544556
|
|
],
|
|
"time": 181.23620477784425,
|
|
"param": [
|
|
{
|
|
"p": 0.07685483992099762,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09062105417251587,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06742214411497116,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.054966725409030914,
|
|
"m": 0.41440045833587646
|
|
},
|
|
{
|
|
"p": 0.052353717386722565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07595982402563095,
|
|
"m": 0.32889220118522644
|
|
},
|
|
{
|
|
"p": 0.06847286224365234,
|
|
"m": 0.6502562165260315
|
|
},
|
|
{
|
|
"p": 0.08912339806556702,
|
|
"m": 0.6705455183982849
|
|
},
|
|
{
|
|
"p": 0.06452484428882599,
|
|
"m": 0.6755948662757874
|
|
},
|
|
{
|
|
"p": 0.08030121773481369,
|
|
"m": 0.8634656071662903
|
|
},
|
|
{
|
|
"p": 0.05360199138522148,
|
|
"m": 0.6488158702850342
|
|
},
|
|
{
|
|
"p": 0.07136476039886475,
|
|
"m": 0.4314781725406647
|
|
},
|
|
{
|
|
"p": 0.07731576263904572,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07711680978536606,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 3.318420886993408,
|
|
"val_loss": 2.924368143081665,
|
|
"acc": 34.77,
|
|
"f1": [
|
|
0.666666567325592,
|
|
0.39795905351638794,
|
|
0.21192045509815216,
|
|
0.16149060428142548,
|
|
0.15662643313407898,
|
|
0.30366483330726624,
|
|
0.4042551815509796,
|
|
0.3786981403827667,
|
|
0.34736835956573486,
|
|
0.44651150703430176,
|
|
0.18181811273097992,
|
|
0.21333326399326324,
|
|
0.3542855978012085,
|
|
0.22222213447093964,
|
|
0.2376236915588379,
|
|
0.17431186139583588,
|
|
0.37426888942718506,
|
|
0.4347825050354004,
|
|
0.372548907995224,
|
|
0.2206895798444748,
|
|
0.5849055051803589,
|
|
0.4493390619754791,
|
|
0.323809415102005,
|
|
0.45714277029037476,
|
|
0.5296802520751953,
|
|
0.2345678210258484,
|
|
0.24528293311595917,
|
|
0.19827578961849213,
|
|
0.47393354773521423,
|
|
0.34972667694091797,
|
|
0.42452818155288696,
|
|
0.3677128851413727,
|
|
0.29629620909690857,
|
|
0.30278873443603516,
|
|
0.2839505672454834,
|
|
0.1362006664276123,
|
|
0.28054288029670715,
|
|
0.21198150515556335,
|
|
0.24166658520698547,
|
|
0.5365852117538452,
|
|
0.3111110031604767,
|
|
0.620320737361908,
|
|
0.3022221326828003,
|
|
0.32888880372047424,
|
|
0.264317125082016,
|
|
0.22619038820266724,
|
|
0.1706160604953766,
|
|
0.5317917466163635,
|
|
0.5445024967193604,
|
|
0.3803679943084717,
|
|
0.13749992847442627,
|
|
0.31538453698158264,
|
|
0.6086955666542053,
|
|
0.5561496019363403,
|
|
0.5579397678375244,
|
|
0.13664589822292328,
|
|
0.4487804174423218,
|
|
0.3346938192844391,
|
|
0.37373724579811096,
|
|
0.3253011107444763,
|
|
0.7164177894592285,
|
|
0.48039206862449646,
|
|
0.36871495842933655,
|
|
0.3533833622932434,
|
|
0.03252029046416283,
|
|
0.15053758025169373,
|
|
0.18181811273097992,
|
|
0.35978829860687256,
|
|
0.6899998784065247,
|
|
0.5714284777641296,
|
|
0.4230768084526062,
|
|
0.6126124858856201,
|
|
0.12499994039535522,
|
|
0.3151514232158661,
|
|
0.1891891211271286,
|
|
0.5999999046325684,
|
|
0.6140349507331848,
|
|
0.12631572782993317,
|
|
0.17948710918426514,
|
|
0.35714277625083923,
|
|
0.13541659712791443,
|
|
0.31999990344047546,
|
|
0.620320737361908,
|
|
0.3147207200527191,
|
|
0.21111102402210236,
|
|
0.3940885663032532,
|
|
0.31506839394569397,
|
|
0.36448585987091064,
|
|
0.20327864587306976,
|
|
0.3510637581348419,
|
|
0.26254817843437195,
|
|
0.5454543828964233,
|
|
0.13513506948947906,
|
|
0.206060528755188,
|
|
0.5291827917098999,
|
|
0.429447740316391,
|
|
0.3299999237060547,
|
|
0.30555546283721924,
|
|
0.15658356249332428,
|
|
0.31325289607048035
|
|
],
|
|
"time": 183.09674662724137,
|
|
"param": [
|
|
{
|
|
"p": 0.06290922313928604,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0835992693901062,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06274285912513733,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06033770367503166,
|
|
"m": 0.44369590282440186
|
|
},
|
|
{
|
|
"p": 0.06377968192100525,
|
|
"m": 0.9084590077400208
|
|
},
|
|
{
|
|
"p": 0.08162469416856766,
|
|
"m": 0.29017913341522217
|
|
},
|
|
{
|
|
"p": 0.0691036507487297,
|
|
"m": 0.5222392678260803
|
|
},
|
|
{
|
|
"p": 0.06302496790885925,
|
|
"m": 0.6244806051254272
|
|
},
|
|
{
|
|
"p": 0.06953952461481094,
|
|
"m": 0.7898192405700684
|
|
},
|
|
{
|
|
"p": 0.07036501914262772,
|
|
"m": 0.886478841304779
|
|
},
|
|
{
|
|
"p": 0.07777288556098938,
|
|
"m": 0.6653584837913513
|
|
},
|
|
{
|
|
"p": 0.08185278624296188,
|
|
"m": 0.3748231530189514
|
|
},
|
|
{
|
|
"p": 0.08017595112323761,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07317181676626205,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 3.5026931762695312,
|
|
"val_loss": 3.0497469902038574,
|
|
"acc": 35.83,
|
|
"f1": [
|
|
0.6555553674697876,
|
|
0.34177201986312866,
|
|
0.25274714827537537,
|
|
0.18181811273097992,
|
|
0.14130428433418274,
|
|
0.3076922297477722,
|
|
0.3474177420139313,
|
|
0.34042543172836304,
|
|
0.38190943002700806,
|
|
0.5425531268119812,
|
|
0.19318175315856934,
|
|
0.2569831311702728,
|
|
0.33333322405815125,
|
|
0.20105813443660736,
|
|
0.26086944341659546,
|
|
0.19379839301109314,
|
|
0.35023030638694763,
|
|
0.3999999165534973,
|
|
0.31788066029548645,
|
|
0.2719297707080841,
|
|
0.5948716402053833,
|
|
0.48201432824134827,
|
|
0.3020407259464264,
|
|
0.5227271318435669,
|
|
0.6063828468322754,
|
|
0.2749998867511749,
|
|
0.3267325758934021,
|
|
0.2548261880874634,
|
|
0.4705881178379059,
|
|
0.2736841142177582,
|
|
0.41818171739578247,
|
|
0.3453814387321472,
|
|
0.3592813014984131,
|
|
0.3478260338306427,
|
|
0.30211472511291504,
|
|
0.17021270096302032,
|
|
0.32291656732559204,
|
|
0.21379303932189941,
|
|
0.24786315858364105,
|
|
0.5061726570129395,
|
|
0.37373724579811096,
|
|
0.6091369390487671,
|
|
0.31067952513694763,
|
|
0.3487178385257721,
|
|
0.2446807622909546,
|
|
0.1916166990995407,
|
|
0.20105813443660736,
|
|
0.5027320981025696,
|
|
0.5137613415718079,
|
|
0.40170925855636597,
|
|
0.2181817591190338,
|
|
0.32941165566444397,
|
|
0.5523808598518372,
|
|
0.549019455909729,
|
|
0.5197739005088806,
|
|
0.1307188868522644,
|
|
0.5291004180908203,
|
|
0.3908045291900635,
|
|
0.4018263518810272,
|
|
0.3175964951515198,
|
|
0.735293984413147,
|
|
0.362318754196167,
|
|
0.4148934781551361,
|
|
0.346666544675827,
|
|
0.17391300201416016,
|
|
0.22702695429325104,
|
|
0.13471496105194092,
|
|
0.3431951701641083,
|
|
0.6880732178688049,
|
|
0.6568626165390015,
|
|
0.42241373658180237,
|
|
0.556212842464447,
|
|
0.14184391498565674,
|
|
0.31901830434799194,
|
|
0.1449274718761444,
|
|
0.5294116139411926,
|
|
0.6117644906044006,
|
|
0.19318175315856934,
|
|
0.22222214937210083,
|
|
0.3966940939426422,
|
|
0.18292675912380219,
|
|
0.31632643938064575,
|
|
0.685082733631134,
|
|
0.3111110329627991,
|
|
0.22972965240478516,
|
|
0.38036805391311646,
|
|
0.38356152176856995,
|
|
0.4210525155067444,
|
|
0.20408158004283905,
|
|
0.34745752811431885,
|
|
0.25165554881095886,
|
|
0.47619038820266724,
|
|
0.16037730872631073,
|
|
0.2786068916320801,
|
|
0.5529952645301819,
|
|
0.4694834351539612,
|
|
0.34101372957229614,
|
|
0.28244268894195557,
|
|
0.11518317461013794,
|
|
0.3999998867511749
|
|
],
|
|
"time": 183.96160348504782,
|
|
"param": [
|
|
{
|
|
"p": 0.06070832908153534,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07769052684307098,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08125963807106018,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06707613915205002,
|
|
"m": 0.41797053813934326
|
|
},
|
|
{
|
|
"p": 0.05323716253042221,
|
|
"m": 0.9438040256500244
|
|
},
|
|
{
|
|
"p": 0.0707382783293724,
|
|
"m": 0.31004971265792847
|
|
},
|
|
{
|
|
"p": 0.06991950422525406,
|
|
"m": 0.5269371271133423
|
|
},
|
|
{
|
|
"p": 0.08316637575626373,
|
|
"m": 0.5713697671890259
|
|
},
|
|
{
|
|
"p": 0.057026565074920654,
|
|
"m": 0.7784276008605957
|
|
},
|
|
{
|
|
"p": 0.08205731958150864,
|
|
"m": 0.8795895576477051
|
|
},
|
|
{
|
|
"p": 0.07331676781177521,
|
|
"m": 0.7109540700912476
|
|
},
|
|
{
|
|
"p": 0.05876104533672333,
|
|
"m": 0.42928358912467957
|
|
},
|
|
{
|
|
"p": 0.07408551871776581,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09095675498247147,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 3.9042115211486816,
|
|
"val_loss": 2.853182077407837,
|
|
"acc": 35.61,
|
|
"f1": [
|
|
0.6086955666542053,
|
|
0.37777766585350037,
|
|
0.27472516894340515,
|
|
0.21428564190864563,
|
|
0.1478598713874817,
|
|
0.25071218609809875,
|
|
0.35443025827407837,
|
|
0.39153432846069336,
|
|
0.3529410660266876,
|
|
0.4852069914340973,
|
|
0.2173912227153778,
|
|
0.24691346287727356,
|
|
0.3823528587818146,
|
|
0.2297871857881546,
|
|
0.2513660192489624,
|
|
0.2202642410993576,
|
|
0.39106133580207825,
|
|
0.502282977104187,
|
|
0.35135123133659363,
|
|
0.2488478720188141,
|
|
0.5882351994514465,
|
|
0.5044246912002563,
|
|
0.304526686668396,
|
|
0.49999988079071045,
|
|
0.555065929889679,
|
|
0.2433861643075943,
|
|
0.3529410660266876,
|
|
0.1951218843460083,
|
|
0.5380709171295166,
|
|
0.29677411913871765,
|
|
0.3661970794200897,
|
|
0.3013697564601898,
|
|
0.32258057594299316,
|
|
0.33755266666412354,
|
|
0.3225805461406708,
|
|
0.17085421085357666,
|
|
0.31417617201805115,
|
|
0.14285707473754883,
|
|
0.26519328355789185,
|
|
0.5294116139411926,
|
|
0.2948717176914215,
|
|
0.6519335508346558,
|
|
0.31645557284355164,
|
|
0.3495934009552002,
|
|
0.24137921631336212,
|
|
0.18300646543502808,
|
|
0.16666661202907562,
|
|
0.4717947542667389,
|
|
0.505154550075531,
|
|
0.36809808015823364,
|
|
0.19883033633232117,
|
|
0.25373125076293945,
|
|
0.520408034324646,
|
|
0.6086955070495605,
|
|
0.5513511896133423,
|
|
0.14634139835834503,
|
|
0.5333331823348999,
|
|
0.35467973351478577,
|
|
0.41314542293548584,
|
|
0.31730762124061584,
|
|
0.6812225580215454,
|
|
0.4210525155067444,
|
|
0.44554442167282104,
|
|
0.36046499013900757,
|
|
0.13138681650161743,
|
|
0.24083760380744934,
|
|
0.15894033014774323,
|
|
0.3157893717288971,
|
|
0.6404492855072021,
|
|
0.5497629642486572,
|
|
0.4338623583316803,
|
|
0.5703123807907104,
|
|
0.14371250569820404,
|
|
0.3740456998348236,
|
|
0.18404902517795563,
|
|
0.5821594595909119,
|
|
0.5785122513771057,
|
|
0.1612902730703354,
|
|
0.24719089269638062,
|
|
0.3529410660266876,
|
|
0.14130428433418274,
|
|
0.32183900475502014,
|
|
0.5928853154182434,
|
|
0.3259258568286896,
|
|
0.20261435210704803,
|
|
0.4343433380126953,
|
|
0.37499988079071045,
|
|
0.39784935116767883,
|
|
0.22471901774406433,
|
|
0.3787877857685089,
|
|
0.28571420907974243,
|
|
0.47761180996894836,
|
|
0.06060601398348808,
|
|
0.2456139624118805,
|
|
0.5674417018890381,
|
|
0.44670039415359497,
|
|
0.324607253074646,
|
|
0.28444433212280273,
|
|
0.10144922137260437,
|
|
0.37320560216903687
|
|
],
|
|
"time": 180.935036836192,
|
|
"param": [
|
|
{
|
|
"p": 0.06682923436164856,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08044910430908203,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06831018626689911,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0756043866276741,
|
|
"m": 0.510880708694458
|
|
},
|
|
{
|
|
"p": 0.07138173282146454,
|
|
"m": 0.967442512512207
|
|
},
|
|
{
|
|
"p": 0.07353726774454117,
|
|
"m": 0.36733368039131165
|
|
},
|
|
{
|
|
"p": 0.07111142575740814,
|
|
"m": 0.4694790542125702
|
|
},
|
|
{
|
|
"p": 0.07723135501146317,
|
|
"m": 0.5789826512336731
|
|
},
|
|
{
|
|
"p": 0.06891193240880966,
|
|
"m": 0.65233314037323
|
|
},
|
|
{
|
|
"p": 0.0658879429101944,
|
|
"m": 0.882087767124176
|
|
},
|
|
{
|
|
"p": 0.07179838418960571,
|
|
"m": 0.8575916290283203
|
|
},
|
|
{
|
|
"p": 0.06379421800374985,
|
|
"m": 0.4814237356185913
|
|
},
|
|
{
|
|
"p": 0.07498332113027573,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07016943395137787,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 3.691413164138794,
|
|
"val_loss": 2.9194512367248535,
|
|
"acc": 35.11,
|
|
"f1": [
|
|
0.653465211391449,
|
|
0.38709667325019836,
|
|
0.21621613204479218,
|
|
0.23350247740745544,
|
|
0.11483246088027954,
|
|
0.29850736260414124,
|
|
0.35146433115005493,
|
|
0.39795905351638794,
|
|
0.3215685188770294,
|
|
0.4698793888092041,
|
|
0.20270265638828278,
|
|
0.19591830670833588,
|
|
0.3644067049026489,
|
|
0.2272726446390152,
|
|
0.17821775376796722,
|
|
0.21323524415493011,
|
|
0.3846152722835541,
|
|
0.4623654782772064,
|
|
0.30456843972206116,
|
|
0.25906726717948914,
|
|
0.5811964869499207,
|
|
0.45161277055740356,
|
|
0.32124343514442444,
|
|
0.517646849155426,
|
|
0.5702809691429138,
|
|
0.27777770161628723,
|
|
0.2935778796672821,
|
|
0.18604643642902374,
|
|
0.4814813435077667,
|
|
0.30851057171821594,
|
|
0.4411763548851013,
|
|
0.2739725112915039,
|
|
0.26666656136512756,
|
|
0.26027390360832214,
|
|
0.3478259742259979,
|
|
0.1960783749818802,
|
|
0.2797926664352417,
|
|
0.16374263167381287,
|
|
0.2456139624118805,
|
|
0.504761815071106,
|
|
0.309859037399292,
|
|
0.589371919631958,
|
|
0.2676055133342743,
|
|
0.3711339235305786,
|
|
0.2842104732990265,
|
|
0.1843317300081253,
|
|
0.21621613204479218,
|
|
0.5181816816329956,
|
|
0.49565204977989197,
|
|
0.32352930307388306,
|
|
0.16243648529052734,
|
|
0.2828281819820404,
|
|
0.510416567325592,
|
|
0.6243385076522827,
|
|
0.5699480772018433,
|
|
0.14285707473754883,
|
|
0.44202888011932373,
|
|
0.38674020767211914,
|
|
0.39999985694885254,
|
|
0.29213473200798035,
|
|
0.6635943651199341,
|
|
0.5408161878585815,
|
|
0.4210525155067444,
|
|
0.35064926743507385,
|
|
0.11363628506660461,
|
|
0.09009005129337311,
|
|
0.18604643642902374,
|
|
0.3121386468410492,
|
|
0.6907215118408203,
|
|
0.5978259444236755,
|
|
0.4177776873111725,
|
|
0.6255505681037903,
|
|
0.16580304503440857,
|
|
0.382978618144989,
|
|
0.1809523105621338,
|
|
0.5436891913414001,
|
|
0.6306304931640625,
|
|
0.13636356592178345,
|
|
0.2105262577533722,
|
|
0.3269230127334595,
|
|
0.0813007652759552,
|
|
0.2591361105442047,
|
|
0.6739128828048706,
|
|
0.2887699604034424,
|
|
0.19047611951828003,
|
|
0.31858399510383606,
|
|
0.3598325252532959,
|
|
0.36448585987091064,
|
|
0.2488478720188141,
|
|
0.3619908392429352,
|
|
0.2540982663631439,
|
|
0.43902426958084106,
|
|
0.22330091893672943,
|
|
0.27218925952911377,
|
|
0.6078430414199829,
|
|
0.46739116311073303,
|
|
0.2891565263271332,
|
|
0.3269230127334595,
|
|
0.18181811273097992,
|
|
0.39622631669044495
|
|
],
|
|
"time": 183.76086132600904,
|
|
"param": [
|
|
{
|
|
"p": 0.08761508762836456,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08185748010873795,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06259199976921082,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07266958057880402,
|
|
"m": 0.5626697540283203
|
|
},
|
|
{
|
|
"p": 0.07814629375934601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07609765976667404,
|
|
"m": 0.38950300216674805
|
|
},
|
|
{
|
|
"p": 0.07542923092842102,
|
|
"m": 0.5592578053474426
|
|
},
|
|
{
|
|
"p": 0.08022797107696533,
|
|
"m": 0.5417754650115967
|
|
},
|
|
{
|
|
"p": 0.048761650919914246,
|
|
"m": 0.5360463261604309
|
|
},
|
|
{
|
|
"p": 0.060114458203315735,
|
|
"m": 0.9462374448776245
|
|
},
|
|
{
|
|
"p": 0.06485817581415176,
|
|
"m": 0.8402268290519714
|
|
},
|
|
{
|
|
"p": 0.06746378540992737,
|
|
"m": 0.45787179470062256
|
|
},
|
|
{
|
|
"p": 0.06157013028860092,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08259645104408264,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 3.748810052871704,
|
|
"val_loss": 2.8260319232940674,
|
|
"acc": 35.32,
|
|
"f1": [
|
|
0.6399998664855957,
|
|
0.4174756109714508,
|
|
0.23529402911663055,
|
|
0.188888818025589,
|
|
0.1722487509250641,
|
|
0.2571427822113037,
|
|
0.3837208151817322,
|
|
0.33220329880714417,
|
|
0.3837208151817322,
|
|
0.5149698853492737,
|
|
0.14723920822143555,
|
|
0.21323524415493011,
|
|
0.3370785713195801,
|
|
0.19393931329250336,
|
|
0.165217325091362,
|
|
0.1914892941713333,
|
|
0.3540668785572052,
|
|
0.5133689045906067,
|
|
0.33532923460006714,
|
|
0.23834188282489777,
|
|
0.5929647088050842,
|
|
0.49650338292121887,
|
|
0.29365071654319763,
|
|
0.5384615063667297,
|
|
0.5865383148193359,
|
|
0.22818784415721893,
|
|
0.2340424805879593,
|
|
0.22485199570655823,
|
|
0.4599998891353607,
|
|
0.32258057594299316,
|
|
0.4102562665939331,
|
|
0.30303022265434265,
|
|
0.37288129329681396,
|
|
0.3389829397201538,
|
|
0.37158459424972534,
|
|
0.19469019770622253,
|
|
0.2760942280292511,
|
|
0.18478251993656158,
|
|
0.24060142040252686,
|
|
0.5287355184555054,
|
|
0.37125736474990845,
|
|
0.6222221255302429,
|
|
0.2968749403953552,
|
|
0.3254236578941345,
|
|
0.20833326876163483,
|
|
0.2256409376859665,
|
|
0.15819202363491058,
|
|
0.5240640044212341,
|
|
0.4576270282268524,
|
|
0.4615383446216583,
|
|
0.17142851650714874,
|
|
0.36585354804992676,
|
|
0.5599998831748962,
|
|
0.5990782380104065,
|
|
0.49402377009391785,
|
|
0.16666659712791443,
|
|
0.4976075291633606,
|
|
0.3797467350959778,
|
|
0.4148934781551361,
|
|
0.34821417927742004,
|
|
0.7239261865615845,
|
|
0.39160826802253723,
|
|
0.4725273549556732,
|
|
0.38918909430503845,
|
|
0.11409391462802887,
|
|
0.1792452037334442,
|
|
0.12162157148122787,
|
|
0.32352936267852783,
|
|
0.7004607319831848,
|
|
0.6054052114486694,
|
|
0.44047608971595764,
|
|
0.5699480772018433,
|
|
0.1528662145137787,
|
|
0.3942306339740753,
|
|
0.1811320185661316,
|
|
0.5648146867752075,
|
|
0.5882351994514465,
|
|
0.1395348161458969,
|
|
0.18079088628292084,
|
|
0.3727271258831024,
|
|
0.15737700462341309,
|
|
0.2941175699234009,
|
|
0.6802029013633728,
|
|
0.31067952513694763,
|
|
0.2430938482284546,
|
|
0.4077668786048889,
|
|
0.4021162986755371,
|
|
0.38157883286476135,
|
|
0.16842098534107208,
|
|
0.40999990701675415,
|
|
0.3316582143306732,
|
|
0.49689429998397827,
|
|
0.17964066565036774,
|
|
0.24999992549419403,
|
|
0.5617976188659668,
|
|
0.4808742105960846,
|
|
0.3295453190803528,
|
|
0.29473677277565,
|
|
0.18421044945716858,
|
|
0.3552630543708801
|
|
],
|
|
"time": 181.4090651255101,
|
|
"param": [
|
|
{
|
|
"p": 0.06761326640844345,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06952422112226486,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0694386214017868,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0724281445145607,
|
|
"m": 0.5005416870117188
|
|
},
|
|
{
|
|
"p": 0.0669877901673317,
|
|
"m": 0.9180973768234253
|
|
},
|
|
{
|
|
"p": 0.0651862844824791,
|
|
"m": 0.42735469341278076
|
|
},
|
|
{
|
|
"p": 0.0754796713590622,
|
|
"m": 0.7155776023864746
|
|
},
|
|
{
|
|
"p": 0.06903309375047684,
|
|
"m": 0.5946681499481201
|
|
},
|
|
{
|
|
"p": 0.07216524332761765,
|
|
"m": 0.5521084666252136
|
|
},
|
|
{
|
|
"p": 0.07280020415782928,
|
|
"m": 0.8509155511856079
|
|
},
|
|
{
|
|
"p": 0.07240422070026398,
|
|
"m": 0.9037758708000183
|
|
},
|
|
{
|
|
"p": 0.07679619640111923,
|
|
"m": 0.4661174416542053
|
|
},
|
|
{
|
|
"p": 0.07347822189331055,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07666473090648651,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 4.125485897064209,
|
|
"val_loss": 2.8246524333953857,
|
|
"acc": 35.51,
|
|
"f1": [
|
|
0.6595743298530579,
|
|
0.3983050286769867,
|
|
0.21714277565479279,
|
|
0.20338977873325348,
|
|
0.15662643313407898,
|
|
0.2928570806980133,
|
|
0.35602086782455444,
|
|
0.4083768427371979,
|
|
0.3628317713737488,
|
|
0.4910178482532501,
|
|
0.1594202220439911,
|
|
0.23170723021030426,
|
|
0.3250882625579834,
|
|
0.24999991059303284,
|
|
0.20304562151432037,
|
|
0.21319790184497833,
|
|
0.4170615077018738,
|
|
0.4915253520011902,
|
|
0.2399999350309372,
|
|
0.25352105498313904,
|
|
0.5714284181594849,
|
|
0.47210294008255005,
|
|
0.314606636762619,
|
|
0.48958322405815125,
|
|
0.5756096839904785,
|
|
0.26666659116744995,
|
|
0.28742504119873047,
|
|
0.18502195179462433,
|
|
0.5157230496406555,
|
|
0.3586955666542053,
|
|
0.3953487277030945,
|
|
0.33684200048446655,
|
|
0.32369929552078247,
|
|
0.26804113388061523,
|
|
0.34389129281044006,
|
|
0.16236156225204468,
|
|
0.27631568908691406,
|
|
0.16438350081443787,
|
|
0.2830187678337097,
|
|
0.4623654782772064,
|
|
0.35365843772888184,
|
|
0.5825241804122925,
|
|
0.300884872674942,
|
|
0.3555554449558258,
|
|
0.24193541705608368,
|
|
0.19277101755142212,
|
|
0.19661010801792145,
|
|
0.4975123405456543,
|
|
0.45833322405815125,
|
|
0.4137929677963257,
|
|
0.1854303926229477,
|
|
0.30909082293510437,
|
|
0.5971562266349792,
|
|
0.6010927557945251,
|
|
0.5376343131065369,
|
|
0.11578940600156784,
|
|
0.5022025108337402,
|
|
0.35502949357032776,
|
|
0.40999990701675415,
|
|
0.30588221549987793,
|
|
0.6590908169746399,
|
|
0.49999988079071045,
|
|
0.45685264468193054,
|
|
0.4111110270023346,
|
|
0.09999994188547134,
|
|
0.20091316103935242,
|
|
0.15642453730106354,
|
|
0.34254133701324463,
|
|
0.6567163467407227,
|
|
0.5957446098327637,
|
|
0.44705870747566223,
|
|
0.5742572546005249,
|
|
0.08196717500686646,
|
|
0.33720916509628296,
|
|
0.16774186491966248,
|
|
0.5825241804122925,
|
|
0.6483515501022339,
|
|
0.18072283267974854,
|
|
0.213483065366745,
|
|
0.318471223115921,
|
|
0.14096909761428833,
|
|
0.2686566412448883,
|
|
0.6666665077209473,
|
|
0.3524589240550995,
|
|
0.19548864662647247,
|
|
0.38190943002700806,
|
|
0.33333322405815125,
|
|
0.3555554449558258,
|
|
0.21145367622375488,
|
|
0.35294109582901,
|
|
0.26056331396102905,
|
|
0.4596773386001587,
|
|
0.12578611075878143,
|
|
0.24710416793823242,
|
|
0.6344084739685059,
|
|
0.4114284813404083,
|
|
0.35820886492729187,
|
|
0.309278279542923,
|
|
0.14432983100414276,
|
|
0.3529410660266876
|
|
],
|
|
"time": 182.1442701658234,
|
|
"param": [
|
|
{
|
|
"p": 0.06069687381386757,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08040784299373627,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06916650384664536,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07192926853895187,
|
|
"m": 0.5490374565124512
|
|
},
|
|
{
|
|
"p": 0.05209404602646828,
|
|
"m": 0.8952208161354065
|
|
},
|
|
{
|
|
"p": 0.08274898678064346,
|
|
"m": 0.37271004915237427
|
|
},
|
|
{
|
|
"p": 0.064435675740242,
|
|
"m": 0.7143362164497375
|
|
},
|
|
{
|
|
"p": 0.06579848378896713,
|
|
"m": 0.5491452813148499
|
|
},
|
|
{
|
|
"p": 0.07767462730407715,
|
|
"m": 0.6183145046234131
|
|
},
|
|
{
|
|
"p": 0.07227282971143723,
|
|
"m": 0.8752853274345398
|
|
},
|
|
{
|
|
"p": 0.07651446759700775,
|
|
"m": 0.8835970163345337
|
|
},
|
|
{
|
|
"p": 0.07518619298934937,
|
|
"m": 0.4281458854675293
|
|
},
|
|
{
|
|
"p": 0.07751485705375671,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0735594630241394,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 3.4219136238098145,
|
|
"val_loss": 2.7522361278533936,
|
|
"acc": 35.48,
|
|
"f1": [
|
|
0.5911328792572021,
|
|
0.37499988079071045,
|
|
0.2091502547264099,
|
|
0.24999989569187164,
|
|
0.18726585805416107,
|
|
0.2634729743003845,
|
|
0.3644067049026489,
|
|
0.40999990701675415,
|
|
0.3252594470977783,
|
|
0.46913567185401917,
|
|
0.19875767827033997,
|
|
0.22377613186836243,
|
|
0.31858399510383606,
|
|
0.25777769088745117,
|
|
0.16783210635185242,
|
|
0.1558440923690796,
|
|
0.3700786530971527,
|
|
0.48958322405815125,
|
|
0.30864188075065613,
|
|
0.33720916509628296,
|
|
0.4269005358219147,
|
|
0.48872166872024536,
|
|
0.26881712675094604,
|
|
0.40659332275390625,
|
|
0.6600984334945679,
|
|
0.265682578086853,
|
|
0.264317125082016,
|
|
0.16370101273059845,
|
|
0.4947367310523987,
|
|
0.299999862909317,
|
|
0.36180898547172546,
|
|
0.3301886022090912,
|
|
0.3435581922531128,
|
|
0.28723397850990295,
|
|
0.36464083194732666,
|
|
0.16037730872631073,
|
|
0.331707239151001,
|
|
0.16304342448711395,
|
|
0.28971952199935913,
|
|
0.43715834617614746,
|
|
0.37623751163482666,
|
|
0.5934064984321594,
|
|
0.27218925952911377,
|
|
0.3628317713737488,
|
|
0.2583332359790802,
|
|
0.19780214130878448,
|
|
0.2624998986721039,
|
|
0.48739489912986755,
|
|
0.48888880014419556,
|
|
0.4205606281757355,
|
|
0.17054256796836853,
|
|
0.33497530221939087,
|
|
0.5565216541290283,
|
|
0.6111109852790833,
|
|
0.5647057294845581,
|
|
0.10650881379842758,
|
|
0.5240640044212341,
|
|
0.3846152722835541,
|
|
0.35365843772888184,
|
|
0.31067952513694763,
|
|
0.6521738171577454,
|
|
0.39189180731773376,
|
|
0.45197728276252747,
|
|
0.3220972716808319,
|
|
0.0806451216340065,
|
|
0.20125779509544373,
|
|
0.18487389385700226,
|
|
0.3352600038051605,
|
|
0.6702126860618591,
|
|
0.5773194432258606,
|
|
0.38190943002700806,
|
|
0.5479451417922974,
|
|
0.14606735110282898,
|
|
0.35146433115005493,
|
|
0.17073164880275726,
|
|
0.5528453588485718,
|
|
0.6009851098060608,
|
|
0.10169486701488495,
|
|
0.22018341720104218,
|
|
0.3043477535247803,
|
|
0.18181811273097992,
|
|
0.2735848128795624,
|
|
0.631578803062439,
|
|
0.3474177420139313,
|
|
0.2127659022808075,
|
|
0.42857131361961365,
|
|
0.37305691838264465,
|
|
0.4358973503112793,
|
|
0.2345678210258484,
|
|
0.3522725999355316,
|
|
0.2985073924064636,
|
|
0.507771909236908,
|
|
0.1641024947166443,
|
|
0.2545453906059265,
|
|
0.5764191746711731,
|
|
0.41739121079444885,
|
|
0.3510637581348419,
|
|
0.3552630543708801,
|
|
0.12295076996088028,
|
|
0.30115818977355957
|
|
],
|
|
"time": 182.45947057101876,
|
|
"param": [
|
|
{
|
|
"p": 0.06920106709003448,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06850428134202957,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06869801878929138,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07747802138328552,
|
|
"m": 0.546941339969635
|
|
},
|
|
{
|
|
"p": 0.0763334259390831,
|
|
"m": 0.8727536201477051
|
|
},
|
|
{
|
|
"p": 0.062493011355400085,
|
|
"m": 0.3569994568824768
|
|
},
|
|
{
|
|
"p": 0.07295996695756912,
|
|
"m": 0.5513036847114563
|
|
},
|
|
{
|
|
"p": 0.05291357263922691,
|
|
"m": 0.5074208378791809
|
|
},
|
|
{
|
|
"p": 0.07367966324090958,
|
|
"m": 0.7649710178375244
|
|
},
|
|
{
|
|
"p": 0.06688278913497925,
|
|
"m": 0.9386886954307556
|
|
},
|
|
{
|
|
"p": 0.06684645265340805,
|
|
"m": 0.8837553858757019
|
|
},
|
|
{
|
|
"p": 0.07271568477153778,
|
|
"m": 0.4231832027435303
|
|
},
|
|
{
|
|
"p": 0.08802010864019394,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08327387273311615,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 3.353328227996826,
|
|
"val_loss": 2.8414554595947266,
|
|
"acc": 35.45,
|
|
"f1": [
|
|
0.6161136031150818,
|
|
0.39106133580207825,
|
|
0.24999988079071045,
|
|
0.1240309551358223,
|
|
0.09356718510389328,
|
|
0.25688064098358154,
|
|
0.3636362850666046,
|
|
0.41095879673957825,
|
|
0.3629031479358673,
|
|
0.48803818225860596,
|
|
0.23076915740966797,
|
|
0.22784802317619324,
|
|
0.29714274406433105,
|
|
0.2048192024230957,
|
|
0.18045106530189514,
|
|
0.2021275758743286,
|
|
0.36820071935653687,
|
|
0.4573642313480377,
|
|
0.3184078335762024,
|
|
0.27272719144821167,
|
|
0.6458331942558289,
|
|
0.4280441701412201,
|
|
0.3516482412815094,
|
|
0.48205116391181946,
|
|
0.6238530874252319,
|
|
0.2525251507759094,
|
|
0.29959505796432495,
|
|
0.23293164372444153,
|
|
0.5046727657318115,
|
|
0.27488142251968384,
|
|
0.37815114855766296,
|
|
0.3217390477657318,
|
|
0.34246566891670227,
|
|
0.3089430034160614,
|
|
0.2809363603591919,
|
|
0.15476183593273163,
|
|
0.3253587782382965,
|
|
0.1742737889289856,
|
|
0.2660549581050873,
|
|
0.47619035840034485,
|
|
0.33333322405815125,
|
|
0.5541123747825623,
|
|
0.2825278043746948,
|
|
0.29665064811706543,
|
|
0.22064052522182465,
|
|
0.21301770210266113,
|
|
0.20858889818191528,
|
|
0.4773661196231842,
|
|
0.49999988079071045,
|
|
0.426778107881546,
|
|
0.18478251993656158,
|
|
0.3316061198711395,
|
|
0.534031331539154,
|
|
0.6481480002403259,
|
|
0.5333331823348999,
|
|
0.1398600935935974,
|
|
0.510416567325592,
|
|
0.40277767181396484,
|
|
0.3894736170768738,
|
|
0.34523800015449524,
|
|
0.6444443464279175,
|
|
0.5617976188659668,
|
|
0.41474640369415283,
|
|
0.3603602349758148,
|
|
0.14285707473754883,
|
|
0.1891891211271286,
|
|
0.14678892493247986,
|
|
0.3144652843475342,
|
|
0.6633164882659912,
|
|
0.5228214263916016,
|
|
0.41340771317481995,
|
|
0.5207098722457886,
|
|
0.15757569670677185,
|
|
0.30630621314048767,
|
|
0.16853927075862885,
|
|
0.5073528289794922,
|
|
0.5631066560745239,
|
|
0.03773583099246025,
|
|
0.19230762124061584,
|
|
0.2695034444332123,
|
|
0.12499993294477463,
|
|
0.2702701985836029,
|
|
0.649214506149292,
|
|
0.3535352647304535,
|
|
0.2191779911518097,
|
|
0.4221104085445404,
|
|
0.3894736170768738,
|
|
0.4222221076488495,
|
|
0.208791121840477,
|
|
0.35443025827407837,
|
|
0.2566370666027069,
|
|
0.4897957742214203,
|
|
0.09090903401374817,
|
|
0.22702695429325104,
|
|
0.5433069467544556,
|
|
0.4093022048473358,
|
|
0.37885454297065735,
|
|
0.28787872195243835,
|
|
0.13065321743488312,
|
|
0.3976607024669647
|
|
],
|
|
"time": 182.46631309390068,
|
|
"param": [
|
|
{
|
|
"p": 0.05878269299864769,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07038524746894836,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07138572633266449,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07830974459648132,
|
|
"m": 0.34115731716156006
|
|
},
|
|
{
|
|
"p": 0.07277506589889526,
|
|
"m": 0.8700906038284302
|
|
},
|
|
{
|
|
"p": 0.07008906453847885,
|
|
"m": 0.37358835339546204
|
|
},
|
|
{
|
|
"p": 0.06637450307607651,
|
|
"m": 0.5342919826507568
|
|
},
|
|
{
|
|
"p": 0.07066214829683304,
|
|
"m": 0.5602580308914185
|
|
},
|
|
{
|
|
"p": 0.06249147653579712,
|
|
"m": 0.705791175365448
|
|
},
|
|
{
|
|
"p": 0.05639839544892311,
|
|
"m": 0.8962398171424866
|
|
},
|
|
{
|
|
"p": 0.06148416921496391,
|
|
"m": 0.7902545928955078
|
|
},
|
|
{
|
|
"p": 0.07960957288742065,
|
|
"m": 0.35652363300323486
|
|
},
|
|
{
|
|
"p": 0.08634600043296814,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09490613639354706,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 3.4970688819885254,
|
|
"val_loss": 2.7550840377807617,
|
|
"acc": 35.86,
|
|
"f1": [
|
|
0.6595743298530579,
|
|
0.3850930631160736,
|
|
0.25870639085769653,
|
|
0.22222216427326202,
|
|
0.15929198265075684,
|
|
0.2673266530036926,
|
|
0.3129250705242157,
|
|
0.4180789887905121,
|
|
0.3195265531539917,
|
|
0.4640882611274719,
|
|
0.16766461730003357,
|
|
0.1494252234697342,
|
|
0.335570365190506,
|
|
0.22388054430484772,
|
|
0.19209031760692596,
|
|
0.21513938903808594,
|
|
0.3428570628166199,
|
|
0.46387824416160583,
|
|
0.4086019992828369,
|
|
0.22818784415721893,
|
|
0.5774056911468506,
|
|
0.5439329743385315,
|
|
0.3736262619495392,
|
|
0.46896544098854065,
|
|
0.609053373336792,
|
|
0.2512076497077942,
|
|
0.28124991059303284,
|
|
0.2528734505176544,
|
|
0.48936155438423157,
|
|
0.31531521677970886,
|
|
0.39548009634017944,
|
|
0.30496448278427124,
|
|
0.3265305161476135,
|
|
0.3063828945159912,
|
|
0.32539674639701843,
|
|
0.16080394387245178,
|
|
0.3253587782382965,
|
|
0.12499993294477463,
|
|
0.2677823603153229,
|
|
0.5054942965507507,
|
|
0.3473052978515625,
|
|
0.5888323187828064,
|
|
0.30409345030784607,
|
|
0.35483860969543457,
|
|
0.1951218843460083,
|
|
0.19875767827033997,
|
|
0.20600852370262146,
|
|
0.4615383446216583,
|
|
0.4878047704696655,
|
|
0.4433496594429016,
|
|
0.15384609997272491,
|
|
0.33684200048446655,
|
|
0.5483869910240173,
|
|
0.5703970193862915,
|
|
0.5087717771530151,
|
|
0.13173647224903107,
|
|
0.48803818225860596,
|
|
0.3489360511302948,
|
|
0.36051490902900696,
|
|
0.34977567195892334,
|
|
0.722466766834259,
|
|
0.5145629644393921,
|
|
0.41935470700263977,
|
|
0.39583319425582886,
|
|
0.07142851501703262,
|
|
0.21965309977531433,
|
|
0.18518514931201935,
|
|
0.31034475564956665,
|
|
0.6995072364807129,
|
|
0.5856351852416992,
|
|
0.48837196826934814,
|
|
0.6272726058959961,
|
|
0.18079088628292084,
|
|
0.326315701007843,
|
|
0.18090447783470154,
|
|
0.6185566186904907,
|
|
0.5573769211769104,
|
|
0.1769230216741562,
|
|
0.19531244039535522,
|
|
0.35416656732559204,
|
|
0.17449656128883362,
|
|
0.30051806569099426,
|
|
0.6486485004425049,
|
|
0.265060156583786,
|
|
0.2545453608036041,
|
|
0.38461530208587646,
|
|
0.4122805893421173,
|
|
0.423912912607193,
|
|
0.21714277565479279,
|
|
0.36641210317611694,
|
|
0.2870369255542755,
|
|
0.5373133420944214,
|
|
0.16915416717529297,
|
|
0.20689648389816284,
|
|
0.5565216541290283,
|
|
0.44559577107429504,
|
|
0.3587442934513092,
|
|
0.2976743280887604,
|
|
0.14432983100414276,
|
|
0.3950616121292114
|
|
],
|
|
"time": 182.03583290055394,
|
|
"param": [
|
|
{
|
|
"p": 0.0537770539522171,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07236368209123611,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08269054442644119,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0644880086183548,
|
|
"m": 0.4738597571849823
|
|
},
|
|
{
|
|
"p": 0.04615871608257294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08577340841293335,
|
|
"m": 0.32318738102912903
|
|
},
|
|
{
|
|
"p": 0.07370170950889587,
|
|
"m": 0.5326551795005798
|
|
},
|
|
{
|
|
"p": 0.08470616489648819,
|
|
"m": 0.6177216172218323
|
|
},
|
|
{
|
|
"p": 0.07570334523916245,
|
|
"m": 0.7209479212760925
|
|
},
|
|
{
|
|
"p": 0.07641460746526718,
|
|
"m": 0.9239330887794495
|
|
},
|
|
{
|
|
"p": 0.055943313986063004,
|
|
"m": 0.7617869973182678
|
|
},
|
|
{
|
|
"p": 0.06708412617444992,
|
|
"m": 0.47667407989501953
|
|
},
|
|
{
|
|
"p": 0.06152649223804474,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09966892004013062,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 3.8521859645843506,
|
|
"val_loss": 2.719676971435547,
|
|
"acc": 34.32,
|
|
"f1": [
|
|
0.5948716402053833,
|
|
0.3435581922531128,
|
|
0.17449656128883362,
|
|
0.15204671025276184,
|
|
0.14723920822143555,
|
|
0.300884872674942,
|
|
0.36448585987091064,
|
|
0.33789944648742676,
|
|
0.3050846457481384,
|
|
0.44347813725471497,
|
|
0.12598420679569244,
|
|
0.19014079868793488,
|
|
0.3389829397201538,
|
|
0.2485205978155136,
|
|
0.18072283267974854,
|
|
0.1716737449169159,
|
|
0.3675675094127655,
|
|
0.49090901017189026,
|
|
0.37499985098838806,
|
|
0.23529404401779175,
|
|
0.6111109852790833,
|
|
0.5247523188591003,
|
|
0.3376622498035431,
|
|
0.44585973024368286,
|
|
0.5800864696502686,
|
|
0.2614377737045288,
|
|
0.2745097279548645,
|
|
0.14173223078250885,
|
|
0.447368323802948,
|
|
0.27777767181396484,
|
|
0.3934425115585327,
|
|
0.3309858441352844,
|
|
0.31249991059303284,
|
|
0.3013697862625122,
|
|
0.30526304244995117,
|
|
0.1584157794713974,
|
|
0.28402355313301086,
|
|
0.15757569670677185,
|
|
0.2532750070095062,
|
|
0.4836600124835968,
|
|
0.3465345501899719,
|
|
0.5378149747848511,
|
|
0.29126206040382385,
|
|
0.3399999141693115,
|
|
0.20382159948349,
|
|
0.18439710140228271,
|
|
0.18811874091625214,
|
|
0.5102038979530334,
|
|
0.4705880880355835,
|
|
0.41176459193229675,
|
|
0.15767627954483032,
|
|
0.3097344636917114,
|
|
0.4725273549556732,
|
|
0.5905510783195496,
|
|
0.5020919442176819,
|
|
0.13145533204078674,
|
|
0.4615383744239807,
|
|
0.35502949357032776,
|
|
0.38251355290412903,
|
|
0.3313608467578888,
|
|
0.7342994213104248,
|
|
0.4055943191051483,
|
|
0.45226117968559265,
|
|
0.39285704493522644,
|
|
0.14285708963871002,
|
|
0.17624516785144806,
|
|
0.15555550158023834,
|
|
0.37426888942718506,
|
|
0.696517288684845,
|
|
0.558139443397522,
|
|
0.36686381697654724,
|
|
0.5396823883056641,
|
|
0.14814810454845428,
|
|
0.24161066114902496,
|
|
0.1499999314546585,
|
|
0.5961536765098572,
|
|
0.5034964680671692,
|
|
0.1798941045999527,
|
|
0.2264150083065033,
|
|
0.33333325386047363,
|
|
0.13186806440353394,
|
|
0.213483065366745,
|
|
0.6733667254447937,
|
|
0.30630621314048767,
|
|
0.19753079116344452,
|
|
0.3444443643093109,
|
|
0.390243798494339,
|
|
0.3699420988559723,
|
|
0.1525423377752304,
|
|
0.33212989568710327,
|
|
0.26315781474113464,
|
|
0.5837836861610413,
|
|
0.20161284506320953,
|
|
0.2275448441505432,
|
|
0.5957446098327637,
|
|
0.45685264468193054,
|
|
0.3348415493965149,
|
|
0.3195265531539917,
|
|
0.13770486414432526,
|
|
0.42352932691574097
|
|
],
|
|
"time": 179.55063753575087,
|
|
"param": [
|
|
{
|
|
"p": 0.05920736491680145,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07534919679164886,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.078445203602314,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06730788201093674,
|
|
"m": 0.4628261625766754
|
|
},
|
|
{
|
|
"p": 0.056338321417570114,
|
|
"m": 0.8920838832855225
|
|
},
|
|
{
|
|
"p": 0.07488837093114853,
|
|
"m": 0.39104416966438293
|
|
},
|
|
{
|
|
"p": 0.08346980065107346,
|
|
"m": 0.5933043956756592
|
|
},
|
|
{
|
|
"p": 0.07943984866142273,
|
|
"m": 0.7225173711776733
|
|
},
|
|
{
|
|
"p": 0.06934309005737305,
|
|
"m": 0.8086914420127869
|
|
},
|
|
{
|
|
"p": 0.07565377652645111,
|
|
"m": 0.7815474271774292
|
|
},
|
|
{
|
|
"p": 0.05105321854352951,
|
|
"m": 0.873142421245575
|
|
},
|
|
{
|
|
"p": 0.08275803178548813,
|
|
"m": 0.43478113412857056
|
|
},
|
|
{
|
|
"p": 0.0686856210231781,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07806026935577393,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 3.330460786819458,
|
|
"val_loss": 2.8500258922576904,
|
|
"acc": 35.53,
|
|
"f1": [
|
|
0.6171427369117737,
|
|
0.41758227348327637,
|
|
0.25301194190979004,
|
|
0.16560502350330353,
|
|
0.1612902730703354,
|
|
0.30857133865356445,
|
|
0.34883710741996765,
|
|
0.4262293577194214,
|
|
0.3723403513431549,
|
|
0.3999998867511749,
|
|
0.20224712789058685,
|
|
0.18378373980522156,
|
|
0.38222211599349976,
|
|
0.19767434895038605,
|
|
0.2014387845993042,
|
|
0.19480513036251068,
|
|
0.37499985098838806,
|
|
0.5347592234611511,
|
|
0.3225805461406708,
|
|
0.23708200454711914,
|
|
0.654761791229248,
|
|
0.4210525453090668,
|
|
0.34374991059303284,
|
|
0.48756206035614014,
|
|
0.6066349744796753,
|
|
0.31372538208961487,
|
|
0.24418595433235168,
|
|
0.20080316066741943,
|
|
0.5111110210418701,
|
|
0.3076922297477722,
|
|
0.4306218922138214,
|
|
0.31168824434280396,
|
|
0.32432422041893005,
|
|
0.31914883852005005,
|
|
0.3696681261062622,
|
|
0.1588447093963623,
|
|
0.3186812400817871,
|
|
0.17525766789913177,
|
|
0.24719089269638062,
|
|
0.5063289999961853,
|
|
0.37894728779792786,
|
|
0.6399998664855957,
|
|
0.31050220131874084,
|
|
0.3172413110733032,
|
|
0.21428565680980682,
|
|
0.19101116061210632,
|
|
0.23036640882492065,
|
|
0.45569613575935364,
|
|
0.502923846244812,
|
|
0.4120602011680603,
|
|
0.16113737225532532,
|
|
0.37914684414863586,
|
|
0.5523011684417725,
|
|
0.6133331656455994,
|
|
0.5643563270568848,
|
|
0.14765094220638275,
|
|
0.507771909236908,
|
|
0.39490434527397156,
|
|
0.39548009634017944,
|
|
0.32635971903800964,
|
|
0.7684727907180786,
|
|
0.4246574342250824,
|
|
0.4516127407550812,
|
|
0.3448275029659271,
|
|
0.12454207986593246,
|
|
0.1729728877544403,
|
|
0.15333329141139984,
|
|
0.2793295085430145,
|
|
0.7121950387954712,
|
|
0.5439999103546143,
|
|
0.4615383446216583,
|
|
0.5869563817977905,
|
|
0.18025743961334229,
|
|
0.32456132769584656,
|
|
0.12435225397348404,
|
|
0.48874589800834656,
|
|
0.5431033372879028,
|
|
0.1290321946144104,
|
|
0.1554403454065323,
|
|
0.33497530221939087,
|
|
0.14364632964134216,
|
|
0.3090128004550934,
|
|
0.6735749840736389,
|
|
0.3195875287055969,
|
|
0.23589736223220825,
|
|
0.37158459424972534,
|
|
0.4086019992828369,
|
|
0.4311376214027405,
|
|
0.15602830052375793,
|
|
0.3546098470687866,
|
|
0.22352932393550873,
|
|
0.5485712885856628,
|
|
0.18934904038906097,
|
|
0.24390234053134918,
|
|
0.6099998950958252,
|
|
0.4108106791973114,
|
|
0.30630621314048767,
|
|
0.3232322335243225,
|
|
0.13559316098690033,
|
|
0.3882351815700531
|
|
],
|
|
"time": 180.9735259404406,
|
|
"param": [
|
|
{
|
|
"p": 0.07544245570898056,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07062793523073196,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07723617553710938,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06224605441093445,
|
|
"m": 0.41530629992485046
|
|
},
|
|
{
|
|
"p": 0.05409739539027214,
|
|
"m": 0.94977867603302
|
|
},
|
|
{
|
|
"p": 0.07553856819868088,
|
|
"m": 0.335336834192276
|
|
},
|
|
{
|
|
"p": 0.07735539227724075,
|
|
"m": 0.5974602699279785
|
|
},
|
|
{
|
|
"p": 0.07081898301839828,
|
|
"m": 0.6760988235473633
|
|
},
|
|
{
|
|
"p": 0.06769907474517822,
|
|
"m": 0.6762457489967346
|
|
},
|
|
{
|
|
"p": 0.07683758437633514,
|
|
"m": 0.7025367021560669
|
|
},
|
|
{
|
|
"p": 0.06978132575750351,
|
|
"m": 0.8108332753181458
|
|
},
|
|
{
|
|
"p": 0.07327281683683395,
|
|
"m": 0.3320367634296417
|
|
},
|
|
{
|
|
"p": 0.0688738152384758,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08017249405384064,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 3.7856507301330566,
|
|
"val_loss": 2.833688974380493,
|
|
"acc": 35.3,
|
|
"f1": [
|
|
0.6567163467407227,
|
|
0.43902426958084106,
|
|
0.24999991059303284,
|
|
0.22485199570655823,
|
|
0.15384608507156372,
|
|
0.25270751118659973,
|
|
0.3551400303840637,
|
|
0.34482747316360474,
|
|
0.3533833622932434,
|
|
0.44067782163619995,
|
|
0.20779214799404144,
|
|
0.2371133416891098,
|
|
0.34920626878738403,
|
|
0.24028262495994568,
|
|
0.239520862698555,
|
|
0.23913034796714783,
|
|
0.35627520084381104,
|
|
0.45226117968559265,
|
|
0.24999992549419403,
|
|
0.31645557284355164,
|
|
0.6413041353225708,
|
|
0.4890510141849518,
|
|
0.3215685188770294,
|
|
0.4727271497249603,
|
|
0.6105261445045471,
|
|
0.22510816156864166,
|
|
0.22857137024402618,
|
|
0.26086950302124023,
|
|
0.5108224153518677,
|
|
0.3315507173538208,
|
|
0.38626599311828613,
|
|
0.3146066665649414,
|
|
0.3157894015312195,
|
|
0.2603549063205719,
|
|
0.3351350426673889,
|
|
0.1449274867773056,
|
|
0.28820955753326416,
|
|
0.15555550158023834,
|
|
0.26399993896484375,
|
|
0.5340908169746399,
|
|
0.3414633274078369,
|
|
0.5641024708747864,
|
|
0.28571420907974243,
|
|
0.3727271258831024,
|
|
0.14173223078250885,
|
|
0.22916659712791443,
|
|
0.19883033633232117,
|
|
0.43956032395362854,
|
|
0.4408600926399231,
|
|
0.4299064576625824,
|
|
0.211055189371109,
|
|
0.29850736260414124,
|
|
0.593984842300415,
|
|
0.5868262648582458,
|
|
0.49999988079071045,
|
|
0.15950913727283478,
|
|
0.47008538246154785,
|
|
0.3846152722835541,
|
|
0.3208954334259033,
|
|
0.1940297782421112,
|
|
0.7443944215774536,
|
|
0.46540868282318115,
|
|
0.46376800537109375,
|
|
0.38709667325019836,
|
|
0.1297709345817566,
|
|
0.20105813443660736,
|
|
0.14893612265586853,
|
|
0.29931965470314026,
|
|
0.6868685483932495,
|
|
0.5728154182434082,
|
|
0.44210511445999146,
|
|
0.5699480772018433,
|
|
0.17073164880275726,
|
|
0.30065348744392395,
|
|
0.18181811273097992,
|
|
0.5654007196426392,
|
|
0.5685278177261353,
|
|
0.16883111000061035,
|
|
0.1900825798511505,
|
|
0.33451950550079346,
|
|
0.15444010496139526,
|
|
0.2906976044178009,
|
|
0.6262625455856323,
|
|
0.309278279542923,
|
|
0.2264150232076645,
|
|
0.36904752254486084,
|
|
0.3699999153614044,
|
|
0.4083768427371979,
|
|
0.22352932393550873,
|
|
0.37768232822418213,
|
|
0.24324318766593933,
|
|
0.5350876450538635,
|
|
0.13496926426887512,
|
|
0.2524271011352539,
|
|
0.5999998450279236,
|
|
0.42682915925979614,
|
|
0.35748788714408875,
|
|
0.32941165566444397,
|
|
0.11494245380163193,
|
|
0.39999985694885254
|
|
],
|
|
"time": 182.74265011027455,
|
|
"param": [
|
|
{
|
|
"p": 0.06981552392244339,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0782349482178688,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0759359747171402,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08306525647640228,
|
|
"m": 0.4401824474334717
|
|
},
|
|
{
|
|
"p": 0.0764426663517952,
|
|
"m": 0.971002459526062
|
|
},
|
|
{
|
|
"p": 0.054610274732112885,
|
|
"m": 0.26093652844429016
|
|
},
|
|
{
|
|
"p": 0.06924430280923843,
|
|
"m": 0.6304691433906555
|
|
},
|
|
{
|
|
"p": 0.07416879385709763,
|
|
"m": 0.6345534324645996
|
|
},
|
|
{
|
|
"p": 0.06175395846366882,
|
|
"m": 0.5289822816848755
|
|
},
|
|
{
|
|
"p": 0.06930559128522873,
|
|
"m": 0.8223450183868408
|
|
},
|
|
{
|
|
"p": 0.06057707965373993,
|
|
"m": 0.7133932709693909
|
|
},
|
|
{
|
|
"p": 0.06547293812036514,
|
|
"m": 0.35756462812423706
|
|
},
|
|
{
|
|
"p": 0.0730423629283905,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08833035826683044,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 3.512852668762207,
|
|
"val_loss": 2.6868836879730225,
|
|
"acc": 35.78,
|
|
"f1": [
|
|
0.5766869187355042,
|
|
0.4303796589374542,
|
|
0.25555548071861267,
|
|
0.19587622582912445,
|
|
0.13223135471343994,
|
|
0.217391237616539,
|
|
0.3736262619495392,
|
|
0.33802807331085205,
|
|
0.3644443452358246,
|
|
0.4599998891353607,
|
|
0.21428564190864563,
|
|
0.20547938346862793,
|
|
0.37777766585350037,
|
|
0.20987647771835327,
|
|
0.2094240039587021,
|
|
0.19230762124061584,
|
|
0.3405795991420746,
|
|
0.5089284181594849,
|
|
0.3285022974014282,
|
|
0.24603168666362762,
|
|
0.5791853666305542,
|
|
0.49999988079071045,
|
|
0.3456788659095764,
|
|
0.5249998569488525,
|
|
0.5611509084701538,
|
|
0.26519328355789185,
|
|
0.2929935157299042,
|
|
0.18999992311000824,
|
|
0.3999999165534973,
|
|
0.3276835083961487,
|
|
0.35135123133659363,
|
|
0.3113206624984741,
|
|
0.31428563594818115,
|
|
0.3020407259464264,
|
|
0.3706895411014557,
|
|
0.18749994039535522,
|
|
0.29875513911247253,
|
|
0.10447756201028824,
|
|
0.2578124403953552,
|
|
0.4999998211860657,
|
|
0.29951682686805725,
|
|
0.5948716402053833,
|
|
0.32911381125450134,
|
|
0.2944161295890808,
|
|
0.21897803246974945,
|
|
0.2482757866382599,
|
|
0.2561982572078705,
|
|
0.5120771527290344,
|
|
0.43438899517059326,
|
|
0.41052618622779846,
|
|
0.18285706639289856,
|
|
0.2953019142150879,
|
|
0.6079294085502625,
|
|
0.55052250623703,
|
|
0.5551019906997681,
|
|
0.1258740872144699,
|
|
0.5027320981025696,
|
|
0.3522725999355316,
|
|
0.3977271616458893,
|
|
0.3068180978298187,
|
|
0.6990289688110352,
|
|
0.57297283411026,
|
|
0.46534639596939087,
|
|
0.37563440203666687,
|
|
0.11111104488372803,
|
|
0.17283941805362701,
|
|
0.13173647224903107,
|
|
0.3443707227706909,
|
|
0.7128711342811584,
|
|
0.46202531456947327,
|
|
0.4484303891658783,
|
|
0.6140349507331848,
|
|
0.20858889818191528,
|
|
0.22818784415721893,
|
|
0.19047614932060242,
|
|
0.509505569934845,
|
|
0.5432097911834717,
|
|
0.16733060777187347,
|
|
0.18957340717315674,
|
|
0.362499862909317,
|
|
0.12765952944755554,
|
|
0.29629620909690857,
|
|
0.6382977366447449,
|
|
0.3175964951515198,
|
|
0.22459883987903595,
|
|
0.37804868817329407,
|
|
0.3485476076602936,
|
|
0.3735406994819641,
|
|
0.2124999314546585,
|
|
0.3307691812515259,
|
|
0.299465149641037,
|
|
0.5045044422149658,
|
|
0.1052631139755249,
|
|
0.2488037496805191,
|
|
0.543859601020813,
|
|
0.45132729411125183,
|
|
0.29850736260414124,
|
|
0.34920626878738403,
|
|
0.11392398923635483,
|
|
0.43850257992744446
|
|
],
|
|
"time": 178.03545309975743,
|
|
"param": [
|
|
{
|
|
"p": 0.06235494092106819,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0742214247584343,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07646494358778,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06877869367599487,
|
|
"m": 0.5194627642631531
|
|
},
|
|
{
|
|
"p": 0.07335732132196426,
|
|
"m": 0.9870278835296631
|
|
},
|
|
{
|
|
"p": 0.06568882614374161,
|
|
"m": 0.2181878238916397
|
|
},
|
|
{
|
|
"p": 0.07075954973697662,
|
|
"m": 0.5483248829841614
|
|
},
|
|
{
|
|
"p": 0.07678857445716858,
|
|
"m": 0.5626057982444763
|
|
},
|
|
{
|
|
"p": 0.07251263409852982,
|
|
"m": 0.43893614411354065
|
|
},
|
|
{
|
|
"p": 0.0839453861117363,
|
|
"m": 0.8483922481536865
|
|
},
|
|
{
|
|
"p": 0.07885296642780304,
|
|
"m": 0.7088819146156311
|
|
},
|
|
{
|
|
"p": 0.06579676270484924,
|
|
"m": 0.3822171688079834
|
|
},
|
|
{
|
|
"p": 0.05832624435424805,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07215169817209244,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 3.2529208660125732,
|
|
"val_loss": 2.724438190460205,
|
|
"acc": 35.68,
|
|
"f1": [
|
|
0.6132074594497681,
|
|
0.413043349981308,
|
|
0.24516120553016663,
|
|
0.16883111000061035,
|
|
0.17241373658180237,
|
|
0.2761903405189514,
|
|
0.4161849021911621,
|
|
0.35540062189102173,
|
|
0.38341957330703735,
|
|
0.4123710095882416,
|
|
0.17931029200553894,
|
|
0.21582727134227753,
|
|
0.39583319425582886,
|
|
0.23529404401779175,
|
|
0.1629629135131836,
|
|
0.16326524317264557,
|
|
0.35019445419311523,
|
|
0.48510628938674927,
|
|
0.30674833059310913,
|
|
0.2573528587818146,
|
|
0.4879724383354187,
|
|
0.4899597465991974,
|
|
0.3786981403827667,
|
|
0.44444429874420166,
|
|
0.6168223023414612,
|
|
0.2873562276363373,
|
|
0.25517234206199646,
|
|
0.22707417607307434,
|
|
0.4299998879432678,
|
|
0.22929932177066803,
|
|
0.4306218922138214,
|
|
0.31034475564956665,
|
|
0.35532984137535095,
|
|
0.320441871881485,
|
|
0.3468207120895386,
|
|
0.1758241057395935,
|
|
0.3578946590423584,
|
|
0.16753920912742615,
|
|
0.2713177502155304,
|
|
0.5263156294822693,
|
|
0.2895622253417969,
|
|
0.6282721161842346,
|
|
0.31067952513694763,
|
|
0.3555554449558258,
|
|
0.22924895584583282,
|
|
0.19999991357326508,
|
|
0.23350247740745544,
|
|
0.46643105149269104,
|
|
0.4734298884868622,
|
|
0.3850930631160736,
|
|
0.15999992191791534,
|
|
0.30392149090766907,
|
|
0.510416567325592,
|
|
0.6175113916397095,
|
|
0.5327510237693787,
|
|
0.12499993294477463,
|
|
0.45398759841918945,
|
|
0.37735840678215027,
|
|
0.38888877630233765,
|
|
0.3482586145401001,
|
|
0.7099565267562866,
|
|
0.5520831942558289,
|
|
0.43979042768478394,
|
|
0.3758388161659241,
|
|
0.1503758728504181,
|
|
0.21428564190864563,
|
|
0.17801040410995483,
|
|
0.31764698028564453,
|
|
0.6532661318778992,
|
|
0.5279999375343323,
|
|
0.4023667275905609,
|
|
0.6153844594955444,
|
|
0.15126045048236847,
|
|
0.31884050369262695,
|
|
0.1528661698102951,
|
|
0.5551019906997681,
|
|
0.5203251242637634,
|
|
0.15686267614364624,
|
|
0.19736838340759277,
|
|
0.32558128237724304,
|
|
0.12949636578559875,
|
|
0.30275216698646545,
|
|
0.6249998807907104,
|
|
0.31489354372024536,
|
|
0.24675315618515015,
|
|
0.45132729411125183,
|
|
0.39449530839920044,
|
|
0.3716813027858734,
|
|
0.17449656128883362,
|
|
0.35918357968330383,
|
|
0.2797926664352417,
|
|
0.5492226481437683,
|
|
0.193548321723938,
|
|
0.22222214937210083,
|
|
0.590908944606781,
|
|
0.48958322405815125,
|
|
0.22377613186836243,
|
|
0.3090128004550934,
|
|
0.09950242191553116,
|
|
0.390243798494339
|
|
],
|
|
"time": 180.69824065081775,
|
|
"param": [
|
|
{
|
|
"p": 0.07242073863744736,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07817152887582779,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06001677364110947,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07139318436384201,
|
|
"m": 0.6417521238327026
|
|
},
|
|
{
|
|
"p": 0.0626482143998146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142441719770432,
|
|
"m": 0.23972025513648987
|
|
},
|
|
{
|
|
"p": 0.07807734608650208,
|
|
"m": 0.5967248678207397
|
|
},
|
|
{
|
|
"p": 0.06572642922401428,
|
|
"m": 0.5821530818939209
|
|
},
|
|
{
|
|
"p": 0.0779811292886734,
|
|
"m": 0.475799560546875
|
|
},
|
|
{
|
|
"p": 0.07248909026384354,
|
|
"m": 0.846621572971344
|
|
},
|
|
{
|
|
"p": 0.058464035391807556,
|
|
"m": 0.6083972454071045
|
|
},
|
|
{
|
|
"p": 0.06664632260799408,
|
|
"m": 0.3905174136161804
|
|
},
|
|
{
|
|
"p": 0.08384363353252411,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08069716393947601,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 3.240333318710327,
|
|
"val_loss": 2.9221582412719727,
|
|
"acc": 35.9,
|
|
"f1": [
|
|
0.6540283560752869,
|
|
0.41269832849502563,
|
|
0.2598869204521179,
|
|
0.22222214937210083,
|
|
0.19108274579048157,
|
|
0.2784809470176697,
|
|
0.3535352647304535,
|
|
0.37158459424972534,
|
|
0.39195966720581055,
|
|
0.4585364758968353,
|
|
0.20224712789058685,
|
|
0.20111726224422455,
|
|
0.34254133701324463,
|
|
0.2561575770378113,
|
|
0.2312137931585312,
|
|
0.21118006110191345,
|
|
0.3111110031604767,
|
|
0.5497629642486572,
|
|
0.3693692684173584,
|
|
0.19999991357326508,
|
|
0.595959484577179,
|
|
0.5098037719726562,
|
|
0.3170730471611023,
|
|
0.5185183882713318,
|
|
0.609053373336792,
|
|
0.2528734505176544,
|
|
0.2722512185573578,
|
|
0.20138882100582123,
|
|
0.45161277055740356,
|
|
0.30120471119880676,
|
|
0.45685264468193054,
|
|
0.35071080923080444,
|
|
0.33492809534072876,
|
|
0.2890172600746155,
|
|
0.3315507173538208,
|
|
0.14285707473754883,
|
|
0.28685250878334045,
|
|
0.16748763620853424,
|
|
0.2898550033569336,
|
|
0.4598929286003113,
|
|
0.3049326539039612,
|
|
0.5179281830787659,
|
|
0.28402355313301086,
|
|
0.36633655428886414,
|
|
0.2426777482032776,
|
|
0.21621614694595337,
|
|
0.30857133865356445,
|
|
0.5130433440208435,
|
|
0.4923075735569,
|
|
0.4183672070503235,
|
|
0.1683167666196823,
|
|
0.28571420907974243,
|
|
0.5674417018890381,
|
|
0.6310677528381348,
|
|
0.5858584046363831,
|
|
0.11965805292129517,
|
|
0.4871794283390045,
|
|
0.43037962913513184,
|
|
0.38709667325019836,
|
|
0.2895926535129547,
|
|
0.7005648612976074,
|
|
0.49350637197494507,
|
|
0.4278606176376343,
|
|
0.390243798494339,
|
|
0.1656804084777832,
|
|
0.12857137620449066,
|
|
0.21093745529651642,
|
|
0.2941175401210785,
|
|
0.7403844594955444,
|
|
0.5599998831748962,
|
|
0.43850257992744446,
|
|
0.5591396689414978,
|
|
0.14117640256881714,
|
|
0.2934781610965729,
|
|
0.14772720634937286,
|
|
0.5933012366294861,
|
|
0.5702478289604187,
|
|
0.17241373658180237,
|
|
0.2131146788597107,
|
|
0.329268217086792,
|
|
0.1325300633907318,
|
|
0.2046510875225067,
|
|
0.6589593291282654,
|
|
0.35185176134109497,
|
|
0.256410151720047,
|
|
0.3865545094013214,
|
|
0.403755784034729,
|
|
0.4158414602279663,
|
|
0.21097040176391602,
|
|
0.35019445419311523,
|
|
0.3131312429904938,
|
|
0.4675323963165283,
|
|
0.1162789985537529,
|
|
0.2037036269903183,
|
|
0.5882351994514465,
|
|
0.47619032859802246,
|
|
0.3551400303840637,
|
|
0.29743579030036926,
|
|
0.1229049563407898,
|
|
0.3356642425060272
|
|
],
|
|
"time": 179.82115889992565,
|
|
"param": [
|
|
{
|
|
"p": 0.08172305673360825,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07400498539209366,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07075037807226181,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08834570646286011,
|
|
"m": 0.5500174760818481
|
|
},
|
|
{
|
|
"p": 0.06986600905656815,
|
|
"m": 0.9860326051712036
|
|
},
|
|
{
|
|
"p": 0.07607923448085785,
|
|
"m": 0.26084357500076294
|
|
},
|
|
{
|
|
"p": 0.06896202266216278,
|
|
"m": 0.45465585589408875
|
|
},
|
|
{
|
|
"p": 0.06681738048791885,
|
|
"m": 0.5421001315116882
|
|
},
|
|
{
|
|
"p": 0.0639902725815773,
|
|
"m": 0.5269311666488647
|
|
},
|
|
{
|
|
"p": 0.07108702510595322,
|
|
"m": 0.7959049344062805
|
|
},
|
|
{
|
|
"p": 0.0667562484741211,
|
|
"m": 0.6642590165138245
|
|
},
|
|
{
|
|
"p": 0.05779929459095001,
|
|
"m": 0.40585023164749146
|
|
},
|
|
{
|
|
"p": 0.06397141516208649,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07984700798988342,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 3.358830690383911,
|
|
"val_loss": 2.7193405628204346,
|
|
"acc": 35.45,
|
|
"f1": [
|
|
0.637362539768219,
|
|
0.4041449725627899,
|
|
0.210526242852211,
|
|
0.1854303926229477,
|
|
0.18579228222370148,
|
|
0.26046502590179443,
|
|
0.3609755337238312,
|
|
0.3603602349758148,
|
|
0.31914886832237244,
|
|
0.4688993990421295,
|
|
0.16580304503440857,
|
|
0.2173912674188614,
|
|
0.37681150436401367,
|
|
0.2685184180736542,
|
|
0.22471901774406433,
|
|
0.20408155024051666,
|
|
0.3300969898700714,
|
|
0.45714277029037476,
|
|
0.3576158285140991,
|
|
0.22352932393550873,
|
|
0.5676854848861694,
|
|
0.5561496019363403,
|
|
0.3149605393409729,
|
|
0.4936707317829132,
|
|
0.5657369494438171,
|
|
0.25396817922592163,
|
|
0.2886596620082855,
|
|
0.1855669468641281,
|
|
0.47619032859802246,
|
|
0.2953019142150879,
|
|
0.37735840678215027,
|
|
0.3351954519748688,
|
|
0.3285022974014282,
|
|
0.3266931176185608,
|
|
0.3425924777984619,
|
|
0.11111105233430862,
|
|
0.31355923414230347,
|
|
0.11920525878667831,
|
|
0.26519328355789185,
|
|
0.5168538093566895,
|
|
0.2857142388820648,
|
|
0.5539904832839966,
|
|
0.28767114877700806,
|
|
0.35344812273979187,
|
|
0.20588228106498718,
|
|
0.15827332437038422,
|
|
0.2371133416891098,
|
|
0.46586331725120544,
|
|
0.46956515312194824,
|
|
0.4232803285121918,
|
|
0.18181811273097992,
|
|
0.3440859317779541,
|
|
0.5490195155143738,
|
|
0.59227454662323,
|
|
0.5341613292694092,
|
|
0.13402055203914642,
|
|
0.4824119210243225,
|
|
0.36879420280456543,
|
|
0.39999985694885254,
|
|
0.3267325758934021,
|
|
0.6696831583976746,
|
|
0.5333331823348999,
|
|
0.37623751163482666,
|
|
0.35454532504081726,
|
|
0.13526564836502075,
|
|
0.23602473735809326,
|
|
0.11538457125425339,
|
|
0.3151514232158661,
|
|
0.6538460850715637,
|
|
0.5677964687347412,
|
|
0.39378228783607483,
|
|
0.5923076272010803,
|
|
0.10038603842258453,
|
|
0.3678159713745117,
|
|
0.13157890737056732,
|
|
0.5925924777984619,
|
|
0.5757573843002319,
|
|
0.11392398923635483,
|
|
0.21839071810245514,
|
|
0.33684200048446655,
|
|
0.13043473660945892,
|
|
0.2834007143974304,
|
|
0.6666665077209473,
|
|
0.36815908551216125,
|
|
0.2559240758419037,
|
|
0.396135151386261,
|
|
0.3365383446216583,
|
|
0.3894736170768738,
|
|
0.19780214130878448,
|
|
0.3771427571773529,
|
|
0.35294109582901,
|
|
0.4732823669910431,
|
|
0.18181811273097992,
|
|
0.19251330196857452,
|
|
0.6153843998908997,
|
|
0.4499998986721039,
|
|
0.345177561044693,
|
|
0.3111110329627991,
|
|
0.11834313720464706,
|
|
0.40217384696006775
|
|
],
|
|
"time": 183.57236991170794,
|
|
"param": [
|
|
{
|
|
"p": 0.07039110362529755,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07100994884967804,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06782978028059006,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07520455121994019,
|
|
"m": 0.49288254976272583
|
|
},
|
|
{
|
|
"p": 0.06710588932037354,
|
|
"m": 0.9051564931869507
|
|
},
|
|
{
|
|
"p": 0.07558389753103256,
|
|
"m": 0.2505832612514496
|
|
},
|
|
{
|
|
"p": 0.059763748198747635,
|
|
"m": 0.37757450342178345
|
|
},
|
|
{
|
|
"p": 0.07940874993801117,
|
|
"m": 0.4822198450565338
|
|
},
|
|
{
|
|
"p": 0.07221632450819016,
|
|
"m": 0.46919000148773193
|
|
},
|
|
{
|
|
"p": 0.07903652638196945,
|
|
"m": 0.9300692081451416
|
|
},
|
|
{
|
|
"p": 0.0612124465405941,
|
|
"m": 0.5699116587638855
|
|
},
|
|
{
|
|
"p": 0.08111405372619629,
|
|
"m": 0.2728908360004425
|
|
},
|
|
{
|
|
"p": 0.06386592239141464,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07625694572925568,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 3.822239398956299,
|
|
"val_loss": 2.777101993560791,
|
|
"acc": 35.78,
|
|
"f1": [
|
|
0.592920184135437,
|
|
0.4122805893421173,
|
|
0.2066420167684555,
|
|
0.19883033633232117,
|
|
0.14659680426120758,
|
|
0.2722512185573578,
|
|
0.3431951701641083,
|
|
0.40624988079071045,
|
|
0.30303019285202026,
|
|
0.45454537868499756,
|
|
0.18502195179462433,
|
|
0.1742737889289856,
|
|
0.39631327986717224,
|
|
0.2531644403934479,
|
|
0.2193547636270523,
|
|
0.20657269656658173,
|
|
0.34972667694091797,
|
|
0.5289255380630493,
|
|
0.35964900255203247,
|
|
0.1935483068227768,
|
|
0.6502462029457092,
|
|
0.49606287479400635,
|
|
0.29166656732559204,
|
|
0.45283007621765137,
|
|
0.6311109066009521,
|
|
0.23893800377845764,
|
|
0.314606636762619,
|
|
0.19209031760692596,
|
|
0.4705881178379059,
|
|
0.2883720099925995,
|
|
0.4132840633392334,
|
|
0.3208555281162262,
|
|
0.358024537563324,
|
|
0.33333322405815125,
|
|
0.3196346163749695,
|
|
0.19087132811546326,
|
|
0.29464277625083923,
|
|
0.17435890436172485,
|
|
0.26341456174850464,
|
|
0.48044681549072266,
|
|
0.35955044627189636,
|
|
0.5844747424125671,
|
|
0.2793295085430145,
|
|
0.34108519554138184,
|
|
0.26046502590179443,
|
|
0.2127659022808075,
|
|
0.18497103452682495,
|
|
0.49756085872650146,
|
|
0.5157893896102905,
|
|
0.3861384987831116,
|
|
0.19999994337558746,
|
|
0.31623923778533936,
|
|
0.531468391418457,
|
|
0.633165717124939,
|
|
0.505154550075531,
|
|
0.11428564786911011,
|
|
0.5229355692863464,
|
|
0.382978618144989,
|
|
0.425531804561615,
|
|
0.31249991059303284,
|
|
0.7149757146835327,
|
|
0.5754715800285339,
|
|
0.4150942265987396,
|
|
0.3259258568286896,
|
|
0.08510632067918777,
|
|
0.20689648389816284,
|
|
0.15789467096328735,
|
|
0.32638880610466003,
|
|
0.7081338167190552,
|
|
0.5501857995986938,
|
|
0.4108526110649109,
|
|
0.623255729675293,
|
|
0.15789468586444855,
|
|
0.29268282651901245,
|
|
0.09599995613098145,
|
|
0.5447153449058533,
|
|
0.6309522390365601,
|
|
0.1722487509250641,
|
|
0.22321420907974243,
|
|
0.23684203624725342,
|
|
0.15107905864715576,
|
|
0.2922373414039612,
|
|
0.6249998807907104,
|
|
0.32941165566444397,
|
|
0.1798941045999527,
|
|
0.39062491059303284,
|
|
0.3999998867511749,
|
|
0.43523305654525757,
|
|
0.206060528755188,
|
|
0.3440859317779541,
|
|
0.27509286999702454,
|
|
0.574585497379303,
|
|
0.1916166990995407,
|
|
0.18749994039535522,
|
|
0.587155818939209,
|
|
0.4662575423717499,
|
|
0.291139155626297,
|
|
0.3419688045978546,
|
|
0.131687194108963,
|
|
0.33532923460006714
|
|
],
|
|
"time": 182.76785901095718,
|
|
"param": [
|
|
{
|
|
"p": 0.05730761960148811,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07566425204277039,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07590892910957336,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0801452025771141,
|
|
"m": 0.4829336404800415
|
|
},
|
|
{
|
|
"p": 0.06121261417865753,
|
|
"m": 0.939453125
|
|
},
|
|
{
|
|
"p": 0.06827767938375473,
|
|
"m": 0.32385870814323425
|
|
},
|
|
{
|
|
"p": 0.06659916788339615,
|
|
"m": 0.42679110169410706
|
|
},
|
|
{
|
|
"p": 0.06589245796203613,
|
|
"m": 0.5358404517173767
|
|
},
|
|
{
|
|
"p": 0.07545207440853119,
|
|
"m": 0.3111707270145416
|
|
},
|
|
{
|
|
"p": 0.066400907933712,
|
|
"m": 0.8875519633293152
|
|
},
|
|
{
|
|
"p": 0.07022511214017868,
|
|
"m": 0.5544283390045166
|
|
},
|
|
{
|
|
"p": 0.08077055960893631,
|
|
"m": 0.26114141941070557
|
|
},
|
|
{
|
|
"p": 0.07124451547861099,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08489891141653061,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 3.2839086055755615,
|
|
"val_loss": 2.876220226287842,
|
|
"acc": 35.82,
|
|
"f1": [
|
|
0.6565654873847961,
|
|
0.43956032395362854,
|
|
0.2521738111972809,
|
|
0.23423415422439575,
|
|
0.16107375919818878,
|
|
0.22346359491348267,
|
|
0.39195966720581055,
|
|
0.39004138112068176,
|
|
0.34042540192604065,
|
|
0.46739116311073303,
|
|
0.1240309551358223,
|
|
0.21582727134227753,
|
|
0.3351350426673889,
|
|
0.22360241413116455,
|
|
0.20111726224422455,
|
|
0.17073163390159607,
|
|
0.3431951701641083,
|
|
0.5019919276237488,
|
|
0.39560428261756897,
|
|
0.24999989569187164,
|
|
0.4982205331325531,
|
|
0.4622220993041992,
|
|
0.3841806650161743,
|
|
0.45859864354133606,
|
|
0.6274508833885193,
|
|
0.22018341720104218,
|
|
0.3271027207374573,
|
|
0.21145367622375488,
|
|
0.4916200041770935,
|
|
0.3135133981704712,
|
|
0.40692633390426636,
|
|
0.33502528071403503,
|
|
0.31428563594818115,
|
|
0.3147207200527191,
|
|
0.3431951701641083,
|
|
0.18181809782981873,
|
|
0.2983424663543701,
|
|
0.14379078149795532,
|
|
0.28699544072151184,
|
|
0.4999998211860657,
|
|
0.31858399510383606,
|
|
0.5308055877685547,
|
|
0.3402060866355896,
|
|
0.3555554449558258,
|
|
0.17266181111335754,
|
|
0.2094240039587021,
|
|
0.24999989569187164,
|
|
0.5081079602241516,
|
|
0.46616533398628235,
|
|
0.36470577120780945,
|
|
0.1764705330133438,
|
|
0.3510637581348419,
|
|
0.6148146390914917,
|
|
0.6178860664367676,
|
|
0.550898015499115,
|
|
0.140350803732872,
|
|
0.42145586013793945,
|
|
0.38251355290412903,
|
|
0.3999999165534973,
|
|
0.3186812400817871,
|
|
0.6956520080566406,
|
|
0.5572138428688049,
|
|
0.41884803771972656,
|
|
0.35443025827407837,
|
|
0.07352935522794724,
|
|
0.19108274579048157,
|
|
0.18749994039535522,
|
|
0.3253587782382965,
|
|
0.6979165077209473,
|
|
0.5990782380104065,
|
|
0.36458322405815125,
|
|
0.5849055051803589,
|
|
0.13749992847442627,
|
|
0.2886596620082855,
|
|
0.16184966266155243,
|
|
0.5918366312980652,
|
|
0.6071427464485168,
|
|
0.19095470011234283,
|
|
0.12765952944755554,
|
|
0.30065348744392395,
|
|
0.10891082137823105,
|
|
0.2570280432701111,
|
|
0.6044443249702454,
|
|
0.3465345501899719,
|
|
0.1866666078567505,
|
|
0.39325833320617676,
|
|
0.3720929026603699,
|
|
0.39069753885269165,
|
|
0.19923365116119385,
|
|
0.3265305161476135,
|
|
0.32034626603126526,
|
|
0.5229355692863464,
|
|
0.1990949511528015,
|
|
0.2443438321352005,
|
|
0.631578803062439,
|
|
0.45901623368263245,
|
|
0.2962961792945862,
|
|
0.3076922297477722,
|
|
0.0869564563035965,
|
|
0.4090908467769623
|
|
],
|
|
"time": 181.48502957168967,
|
|
"param": [
|
|
{
|
|
"p": 0.07162803411483765,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0728330984711647,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0768207237124443,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07326861470937729,
|
|
"m": 0.590951681137085
|
|
},
|
|
{
|
|
"p": 0.07022874057292938,
|
|
"m": 0.9458463788032532
|
|
},
|
|
{
|
|
"p": 0.07645619660615921,
|
|
"m": 0.3599494397640228
|
|
},
|
|
{
|
|
"p": 0.057003844529390335,
|
|
"m": 0.47848036885261536
|
|
},
|
|
{
|
|
"p": 0.06837278604507446,
|
|
"m": 0.5175760388374329
|
|
},
|
|
{
|
|
"p": 0.06151064857840538,
|
|
"m": 0.514510452747345
|
|
},
|
|
{
|
|
"p": 0.08446613699197769,
|
|
"m": 0.7966382503509521
|
|
},
|
|
{
|
|
"p": 0.0635763630270958,
|
|
"m": 0.6160213351249695
|
|
},
|
|
{
|
|
"p": 0.07794869691133499,
|
|
"m": 0.23082631826400757
|
|
},
|
|
{
|
|
"p": 0.060455963015556335,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08543016016483307,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 3.240124225616455,
|
|
"val_loss": 2.974830150604248,
|
|
"acc": 34.57,
|
|
"f1": [
|
|
0.6044443249702454,
|
|
0.3820223808288574,
|
|
0.22471901774406433,
|
|
0.22471901774406433,
|
|
0.12068960070610046,
|
|
0.24615377187728882,
|
|
0.32911381125450134,
|
|
0.37185919284820557,
|
|
0.3831774890422821,
|
|
0.43835604190826416,
|
|
0.18604643642902374,
|
|
0.21004560589790344,
|
|
0.3454544246196747,
|
|
0.2570280432701111,
|
|
0.19259251654148102,
|
|
0.2340424805879593,
|
|
0.37735840678215027,
|
|
0.48888880014419556,
|
|
0.32432422041893005,
|
|
0.2543351650238037,
|
|
0.6185566186904907,
|
|
0.44827574491500854,
|
|
0.36458322405815125,
|
|
0.4599998891353607,
|
|
0.6097559332847595,
|
|
0.2519684433937073,
|
|
0.26086947321891785,
|
|
0.23770485818386078,
|
|
0.46913567185401917,
|
|
0.2959640622138977,
|
|
0.3980098366737366,
|
|
0.30769217014312744,
|
|
0.34482747316360474,
|
|
0.32195112109184265,
|
|
0.29189181327819824,
|
|
0.10256402939558029,
|
|
0.28723397850990295,
|
|
0.15957440435886383,
|
|
0.29702961444854736,
|
|
0.48913031816482544,
|
|
0.35675665736198425,
|
|
0.5462961196899414,
|
|
0.2683981955051422,
|
|
0.31623923778533936,
|
|
0.2181817889213562,
|
|
0.1768706887960434,
|
|
0.2464454174041748,
|
|
0.4436618685722351,
|
|
0.5463916063308716,
|
|
0.38043469190597534,
|
|
0.19999994337558746,
|
|
0.3100774586200714,
|
|
0.5327510237693787,
|
|
0.649214506149292,
|
|
0.5649716258049011,
|
|
0.11224482953548431,
|
|
0.5108224153518677,
|
|
0.3253587782382965,
|
|
0.3700786530971527,
|
|
0.2727271318435669,
|
|
0.6754384636878967,
|
|
0.4550263583660126,
|
|
0.31428563594818115,
|
|
0.3861384987831116,
|
|
0.15686267614364624,
|
|
0.2025315761566162,
|
|
0.1554403454065323,
|
|
0.2941175699234009,
|
|
0.6417111158370972,
|
|
0.5809127688407898,
|
|
0.41269823908805847,
|
|
0.5882351994514465,
|
|
0.09266403317451477,
|
|
0.3287670314311981,
|
|
0.148837149143219,
|
|
0.6206895709037781,
|
|
0.5862067937850952,
|
|
0.13114747405052185,
|
|
0.14193542301654816,
|
|
0.3225805461406708,
|
|
0.10144922137260437,
|
|
0.26027387380599976,
|
|
0.6292133331298828,
|
|
0.31999990344047546,
|
|
0.2251655012369156,
|
|
0.3654484450817108,
|
|
0.40552979707717896,
|
|
0.4306218922138214,
|
|
0.1449274718761444,
|
|
0.34509798884391785,
|
|
0.2243901938199997,
|
|
0.5240640044212341,
|
|
0.14864858984947205,
|
|
0.22099439799785614,
|
|
0.5780345797538757,
|
|
0.4609052240848541,
|
|
0.2692306637763977,
|
|
0.2656249403953552,
|
|
0.12030071020126343,
|
|
0.37288129329681396
|
|
],
|
|
"time": 181.56498048920184,
|
|
"param": [
|
|
{
|
|
"p": 0.07694608718156815,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07842910289764404,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07196801900863647,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0657123476266861,
|
|
"m": 0.4233821630477905
|
|
},
|
|
{
|
|
"p": 0.06988020241260529,
|
|
"m": 0.9667406678199768
|
|
},
|
|
{
|
|
"p": 0.07599292695522308,
|
|
"m": 0.38920319080352783
|
|
},
|
|
{
|
|
"p": 0.06908053904771805,
|
|
"m": 0.4610869884490967
|
|
},
|
|
{
|
|
"p": 0.06200462952256203,
|
|
"m": 0.5757551193237305
|
|
},
|
|
{
|
|
"p": 0.06337185204029083,
|
|
"m": 0.5572945475578308
|
|
},
|
|
{
|
|
"p": 0.06939943134784698,
|
|
"m": 0.8681582808494568
|
|
},
|
|
{
|
|
"p": 0.06916408985853195,
|
|
"m": 0.6226551532745361
|
|
},
|
|
{
|
|
"p": 0.06970354169607162,
|
|
"m": 0.15627220273017883
|
|
},
|
|
{
|
|
"p": 0.06432327628135681,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09402390569448471,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 3.628687620162964,
|
|
"val_loss": 2.81729793548584,
|
|
"acc": 35.14,
|
|
"f1": [
|
|
0.6238530874252319,
|
|
0.3820223808288574,
|
|
0.21978014707565308,
|
|
0.2403845638036728,
|
|
0.12121205776929855,
|
|
0.20430098474025726,
|
|
0.3731342554092407,
|
|
0.3711339235305786,
|
|
0.35714274644851685,
|
|
0.5028570294380188,
|
|
0.18181811273097992,
|
|
0.18090447783470154,
|
|
0.3018867075443268,
|
|
0.25384610891342163,
|
|
0.1793721318244934,
|
|
0.22222216427326202,
|
|
0.3707316219806671,
|
|
0.4753361940383911,
|
|
0.35502949357032776,
|
|
0.236453115940094,
|
|
0.6153844594955444,
|
|
0.4615383446216583,
|
|
0.3577980697154999,
|
|
0.4918031394481659,
|
|
0.5747125148773193,
|
|
0.28402355313301086,
|
|
0.322274774312973,
|
|
0.14634139835834503,
|
|
0.5142855644226074,
|
|
0.29319363832473755,
|
|
0.4036695957183838,
|
|
0.2914979159832001,
|
|
0.37499991059303284,
|
|
0.33333319425582886,
|
|
0.3167419731616974,
|
|
0.10752681642770767,
|
|
0.3517586886882782,
|
|
0.15300540626049042,
|
|
0.2705881595611572,
|
|
0.4768211245536804,
|
|
0.36158180236816406,
|
|
0.6041665077209473,
|
|
0.3043477237224579,
|
|
0.2895441949367523,
|
|
0.20858889818191528,
|
|
0.19534875452518463,
|
|
0.1654134839773178,
|
|
0.520408034324646,
|
|
0.4976075291633606,
|
|
0.4170211851596832,
|
|
0.14634141325950623,
|
|
0.34862375259399414,
|
|
0.5724380612373352,
|
|
0.6347824931144714,
|
|
0.5423727631568909,
|
|
0.156133770942688,
|
|
0.4519229531288147,
|
|
0.30630621314048767,
|
|
0.41176459193229675,
|
|
0.34254133701324463,
|
|
0.6935482621192932,
|
|
0.45810040831565857,
|
|
0.43049317598342896,
|
|
0.3407406508922577,
|
|
0.08974353224039078,
|
|
0.18947362899780273,
|
|
0.19672124087810516,
|
|
0.3386242389678955,
|
|
0.6320753693580627,
|
|
0.5785122513771057,
|
|
0.43269219994544983,
|
|
0.5357141494750977,
|
|
0.15668198466300964,
|
|
0.29473677277565,
|
|
0.16666661202907562,
|
|
0.4982205331325531,
|
|
0.5943394899368286,
|
|
0.15135130286216736,
|
|
0.21839071810245514,
|
|
0.3167419731616974,
|
|
0.11188805103302002,
|
|
0.2444443702697754,
|
|
0.6237622499465942,
|
|
0.30303022265434265,
|
|
0.2424241602420807,
|
|
0.4052862524986267,
|
|
0.3879309296607971,
|
|
0.42352932691574097,
|
|
0.17355364561080933,
|
|
0.33599987626075745,
|
|
0.30208322405815125,
|
|
0.5225224494934082,
|
|
0.1650484949350357,
|
|
0.23913034796714783,
|
|
0.5363127589225769,
|
|
0.46009382605552673,
|
|
0.26666656136512756,
|
|
0.3502824008464813,
|
|
0.12121206521987915,
|
|
0.37735840678215027
|
|
],
|
|
"time": 183.42805340792984,
|
|
"param": [
|
|
{
|
|
"p": 0.060039766132831573,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07194428890943527,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07387440651655197,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08818943798542023,
|
|
"m": 0.5109111666679382
|
|
},
|
|
{
|
|
"p": 0.06188453361392021,
|
|
"m": 0.9622442126274109
|
|
},
|
|
{
|
|
"p": 0.07581912726163864,
|
|
"m": 0.3181534707546234
|
|
},
|
|
{
|
|
"p": 0.06636080145835876,
|
|
"m": 0.5035836696624756
|
|
},
|
|
{
|
|
"p": 0.08395896852016449,
|
|
"m": 0.5696427822113037
|
|
},
|
|
{
|
|
"p": 0.07205544412136078,
|
|
"m": 0.42807716131210327
|
|
},
|
|
{
|
|
"p": 0.06266132742166519,
|
|
"m": 0.878546953201294
|
|
},
|
|
{
|
|
"p": 0.06920851022005081,
|
|
"m": 0.5600315928459167
|
|
},
|
|
{
|
|
"p": 0.07785670459270477,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06468988209962845,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0714569091796875,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 3.108811855316162,
|
|
"val_loss": 2.749742031097412,
|
|
"acc": 35.17,
|
|
"f1": [
|
|
0.6098653674125671,
|
|
0.3478259742259979,
|
|
0.21978014707565308,
|
|
0.2736841142177582,
|
|
0.16346149146556854,
|
|
0.24615377187728882,
|
|
0.30952370166778564,
|
|
0.4186045527458191,
|
|
0.3880595862865448,
|
|
0.45595842599868774,
|
|
0.17931029200553894,
|
|
0.20454540848731995,
|
|
0.3269961178302765,
|
|
0.2700963616371155,
|
|
0.2404370754957199,
|
|
0.20353974401950836,
|
|
0.30769217014312744,
|
|
0.4463517963886261,
|
|
0.35897424817085266,
|
|
0.2603549063205719,
|
|
0.5990337133407593,
|
|
0.5396823883056641,
|
|
0.3008129298686981,
|
|
0.4946235418319702,
|
|
0.6099998950958252,
|
|
0.24472565948963165,
|
|
0.30555546283721924,
|
|
0.2064056247472763,
|
|
0.5168538093566895,
|
|
0.2941175401210785,
|
|
0.38914018869400024,
|
|
0.28571420907974243,
|
|
0.3419688045978546,
|
|
0.30526304244995117,
|
|
0.30674833059310913,
|
|
0.19095470011234283,
|
|
0.27777767181396484,
|
|
0.10975604504346848,
|
|
0.2683981955051422,
|
|
0.4493390619754791,
|
|
0.3425924777984619,
|
|
0.572916567325592,
|
|
0.32298123836517334,
|
|
0.3400808572769165,
|
|
0.11347512155771255,
|
|
0.19209031760692596,
|
|
0.2099999338388443,
|
|
0.5402842164039612,
|
|
0.48453593254089355,
|
|
0.41758227348327637,
|
|
0.13999994099140167,
|
|
0.2878786623477936,
|
|
0.5882351398468018,
|
|
0.5403507947921753,
|
|
0.5249998569488525,
|
|
0.17391297221183777,
|
|
0.5028570294380188,
|
|
0.3499998450279236,
|
|
0.3540668785572052,
|
|
0.3314284682273865,
|
|
0.7115383744239807,
|
|
0.4161849021911621,
|
|
0.390243798494339,
|
|
0.3939392566680908,
|
|
0.16560502350330353,
|
|
0.1911763846874237,
|
|
0.19642849266529083,
|
|
0.3376622200012207,
|
|
0.6836733222007751,
|
|
0.5470851063728333,
|
|
0.40727266669273376,
|
|
0.6074764728546143,
|
|
0.15957440435886383,
|
|
0.3495934009552002,
|
|
0.14358967542648315,
|
|
0.538461446762085,
|
|
0.5857739448547363,
|
|
0.16560502350330353,
|
|
0.21093745529651642,
|
|
0.37499991059303284,
|
|
0.18032780289649963,
|
|
0.2815532982349396,
|
|
0.5447153449058533,
|
|
0.34374991059303284,
|
|
0.17054256796836853,
|
|
0.36206886172294617,
|
|
0.38327518105506897,
|
|
0.3999999165534973,
|
|
0.20689648389816284,
|
|
0.3478259742259979,
|
|
0.2580644488334656,
|
|
0.5432096719741821,
|
|
0.14201176166534424,
|
|
0.18279562890529633,
|
|
0.5757573843002319,
|
|
0.47933873534202576,
|
|
0.3508770763874054,
|
|
0.30270257592201233,
|
|
0.14084501564502716,
|
|
0.33962252736091614
|
|
],
|
|
"time": 184.11739513184875,
|
|
"param": [
|
|
{
|
|
"p": 0.07637724280357361,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0639493390917778,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0785168707370758,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07036230713129044,
|
|
"m": 0.4666762351989746
|
|
},
|
|
{
|
|
"p": 0.07481907308101654,
|
|
"m": 0.9127693176269531
|
|
},
|
|
{
|
|
"p": 0.06114551052451134,
|
|
"m": 0.3194473683834076
|
|
},
|
|
{
|
|
"p": 0.06094697490334511,
|
|
"m": 0.42310887575149536
|
|
},
|
|
{
|
|
"p": 0.07388676702976227,
|
|
"m": 0.5946386456489563
|
|
},
|
|
{
|
|
"p": 0.08074196428060532,
|
|
"m": 0.34106436371803284
|
|
},
|
|
{
|
|
"p": 0.06493257731199265,
|
|
"m": 0.8357070088386536
|
|
},
|
|
{
|
|
"p": 0.0726100504398346,
|
|
"m": 0.5510614514350891
|
|
},
|
|
{
|
|
"p": 0.06931688636541367,
|
|
"m": 0.21751081943511963
|
|
},
|
|
{
|
|
"p": 0.07950729876756668,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07288715243339539,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 3.7631211280822754,
|
|
"val_loss": 3.027956247329712,
|
|
"acc": 34.77,
|
|
"f1": [
|
|
0.6086955070495605,
|
|
0.38888877630233765,
|
|
0.251082181930542,
|
|
0.16993455588817596,
|
|
0.13414627313613892,
|
|
0.22748807072639465,
|
|
0.3179486393928528,
|
|
0.3727271258831024,
|
|
0.3874344527721405,
|
|
0.48314592242240906,
|
|
0.21301770210266113,
|
|
0.2547769844532013,
|
|
0.32978713512420654,
|
|
0.2167486995458603,
|
|
0.1548386514186859,
|
|
0.24598921835422516,
|
|
0.3465345501899719,
|
|
0.4792625606060028,
|
|
0.31645557284355164,
|
|
0.26415085792541504,
|
|
0.5865383148193359,
|
|
0.45344120264053345,
|
|
0.3232322335243225,
|
|
0.4766353964805603,
|
|
0.6320753693580627,
|
|
0.2571427524089813,
|
|
0.299465149641037,
|
|
0.1912349909543991,
|
|
0.48484835028648376,
|
|
0.2782607972621918,
|
|
0.36986294388771057,
|
|
0.35390937328338623,
|
|
0.34482747316360474,
|
|
0.290502667427063,
|
|
0.2745096981525421,
|
|
0.14960624277591705,
|
|
0.3047618567943573,
|
|
0.16806717216968536,
|
|
0.2473117560148239,
|
|
0.48648640513420105,
|
|
0.2564101815223694,
|
|
0.5988698601722717,
|
|
0.2389935851097107,
|
|
0.3228698670864105,
|
|
0.23478256165981293,
|
|
0.22580638527870178,
|
|
0.2399999350309372,
|
|
0.4884791076183319,
|
|
0.4362138509750366,
|
|
0.3999999165534973,
|
|
0.16216209530830383,
|
|
0.3636362552642822,
|
|
0.600822925567627,
|
|
0.5898616909980774,
|
|
0.5147678852081299,
|
|
0.1414140909910202,
|
|
0.5363127589225769,
|
|
0.376623272895813,
|
|
0.33333325386047363,
|
|
0.3351954519748688,
|
|
0.7272725701332092,
|
|
0.5024153590202332,
|
|
0.33939382433891296,
|
|
0.3800903856754303,
|
|
0.06289302557706833,
|
|
0.16666659712791443,
|
|
0.1546391248703003,
|
|
0.15999993681907654,
|
|
0.6666665077209473,
|
|
0.5699480772018433,
|
|
0.37864065170288086,
|
|
0.5977010130882263,
|
|
0.09580832719802856,
|
|
0.39676105976104736,
|
|
0.14173223078250885,
|
|
0.580357015132904,
|
|
0.6280191540718079,
|
|
0.17670676112174988,
|
|
0.22009563446044922,
|
|
0.3428570628166199,
|
|
0.16560502350330353,
|
|
0.22471901774406433,
|
|
0.6187844276428223,
|
|
0.2793295085430145,
|
|
0.1985815018415451,
|
|
0.4075828194618225,
|
|
0.4299064576625824,
|
|
0.37999987602233887,
|
|
0.24691346287727356,
|
|
0.35978829860687256,
|
|
0.2775118350982666,
|
|
0.5483869910240173,
|
|
0.17021268606185913,
|
|
0.2371133416891098,
|
|
0.5803107619285583,
|
|
0.44827571511268616,
|
|
0.31390124559402466,
|
|
0.2814813554286957,
|
|
0.11428564786911011,
|
|
0.37333324551582336
|
|
],
|
|
"time": 183.46892083622515,
|
|
"param": [
|
|
{
|
|
"p": 0.08282934874296188,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0727311223745346,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07641495019197464,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06719257682561874,
|
|
"m": 0.4910973012447357
|
|
},
|
|
{
|
|
"p": 0.0713363066315651,
|
|
"m": 0.9008063673973083
|
|
},
|
|
{
|
|
"p": 0.07768480479717255,
|
|
"m": 0.43138518929481506
|
|
},
|
|
{
|
|
"p": 0.05803192779421806,
|
|
"m": 0.39672335982322693
|
|
},
|
|
{
|
|
"p": 0.0666954442858696,
|
|
"m": 0.6427852511405945
|
|
},
|
|
{
|
|
"p": 0.06790296733379364,
|
|
"m": 0.5622119903564453
|
|
},
|
|
{
|
|
"p": 0.0733538493514061,
|
|
"m": 0.9329311847686768
|
|
},
|
|
{
|
|
"p": 0.06662625074386597,
|
|
"m": 0.6833689212799072
|
|
},
|
|
{
|
|
"p": 0.06323318928480148,
|
|
"m": 0.19709725677967072
|
|
},
|
|
{
|
|
"p": 0.07267396152019501,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0832933634519577,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 3.1062097549438477,
|
|
"val_loss": 2.6708765029907227,
|
|
"acc": 34.99,
|
|
"f1": [
|
|
0.6283184885978699,
|
|
0.4020099639892578,
|
|
0.1558440923690796,
|
|
0.208791121840477,
|
|
0.1461186707019806,
|
|
0.26046502590179443,
|
|
0.36956506967544556,
|
|
0.3043477237224579,
|
|
0.36065563559532166,
|
|
0.49999988079071045,
|
|
0.19251330196857452,
|
|
0.19999995827674866,
|
|
0.36065563559532166,
|
|
0.21929818391799927,
|
|
0.23318377137184143,
|
|
0.19999992847442627,
|
|
0.3534882664680481,
|
|
0.45161280035972595,
|
|
0.3636362552642822,
|
|
0.23809516429901123,
|
|
0.6363635063171387,
|
|
0.41007187962532043,
|
|
0.3043477535247803,
|
|
0.49999988079071045,
|
|
0.6063346862792969,
|
|
0.22748807072639465,
|
|
0.27551010251045227,
|
|
0.18478251993656158,
|
|
0.5168538093566895,
|
|
0.29032251238822937,
|
|
0.3529410660266876,
|
|
0.29508188366889954,
|
|
0.32911381125450134,
|
|
0.29787227511405945,
|
|
0.31249991059303284,
|
|
0.13888882100582123,
|
|
0.29189181327819824,
|
|
0.1809954047203064,
|
|
0.26262614130973816,
|
|
0.42639580368995667,
|
|
0.3350784480571747,
|
|
0.5267855525016785,
|
|
0.2716048061847687,
|
|
0.31390124559402466,
|
|
0.23312875628471375,
|
|
0.22330091893672943,
|
|
0.20320846140384674,
|
|
0.4699452221393585,
|
|
0.4408162534236908,
|
|
0.40740731358528137,
|
|
0.16546757519245148,
|
|
0.3043477535247803,
|
|
0.5909090042114258,
|
|
0.6160336136817932,
|
|
0.566523551940918,
|
|
0.10370365530252457,
|
|
0.47715723514556885,
|
|
0.37499991059303284,
|
|
0.40404030680656433,
|
|
0.28846150636672974,
|
|
0.6865670084953308,
|
|
0.4499998986721039,
|
|
0.4347825050354004,
|
|
0.3699999153614044,
|
|
0.12121206521987915,
|
|
0.11612897366285324,
|
|
0.11428564786911011,
|
|
0.35071080923080444,
|
|
0.696078360080719,
|
|
0.5714285373687744,
|
|
0.4537035822868347,
|
|
0.6276149749755859,
|
|
0.18181811273097992,
|
|
0.25185176730155945,
|
|
0.1548386514186859,
|
|
0.5592415928840637,
|
|
0.6009851098060608,
|
|
0.18579228222370148,
|
|
0.1694914698600769,
|
|
0.31067952513694763,
|
|
0.1818181276321411,
|
|
0.23469379544258118,
|
|
0.6320753693580627,
|
|
0.31428563594818115,
|
|
0.22222216427326202,
|
|
0.37735840678215027,
|
|
0.3697478175163269,
|
|
0.4090908467769623,
|
|
0.2264150232076645,
|
|
0.3157894015312195,
|
|
0.2571427524089813,
|
|
0.5549131631851196,
|
|
0.13138681650161743,
|
|
0.22222213447093964,
|
|
0.5619046092033386,
|
|
0.46999987959861755,
|
|
0.362790584564209,
|
|
0.32432422041893005,
|
|
0.09625662118196487,
|
|
0.3644067049026489
|
|
],
|
|
"time": 180.62130242493004,
|
|
"param": [
|
|
{
|
|
"p": 0.0686897411942482,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07969798147678375,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06916940957307816,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06766379624605179,
|
|
"m": 0.4873668849468231
|
|
},
|
|
{
|
|
"p": 0.07436013966798782,
|
|
"m": 0.9904359579086304
|
|
},
|
|
{
|
|
"p": 0.07155846804380417,
|
|
"m": 0.3628801107406616
|
|
},
|
|
{
|
|
"p": 0.07676981389522552,
|
|
"m": 0.4527988135814667
|
|
},
|
|
{
|
|
"p": 0.0745646059513092,
|
|
"m": 0.6328386068344116
|
|
},
|
|
{
|
|
"p": 0.07498044520616531,
|
|
"m": 0.620029866695404
|
|
},
|
|
{
|
|
"p": 0.06244368851184845,
|
|
"m": 0.8122758269309998
|
|
},
|
|
{
|
|
"p": 0.07630451768636703,
|
|
"m": 0.6192777156829834
|
|
},
|
|
{
|
|
"p": 0.05702994018793106,
|
|
"m": 0.3180016875267029
|
|
},
|
|
{
|
|
"p": 0.06919211894273758,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07757532596588135,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 4.014155387878418,
|
|
"val_loss": 2.88264799118042,
|
|
"acc": 35.0,
|
|
"f1": [
|
|
0.6555553674697876,
|
|
0.39784935116767883,
|
|
0.23529404401779175,
|
|
0.17948710918426514,
|
|
0.11976040154695511,
|
|
0.28310492634773254,
|
|
0.3260868787765503,
|
|
0.3407406508922577,
|
|
0.36842095851898193,
|
|
0.46391740441322327,
|
|
0.24896258115768433,
|
|
0.19323663413524628,
|
|
0.3098590672016144,
|
|
0.25945934653282166,
|
|
0.20571422576904297,
|
|
0.2421524077653885,
|
|
0.3068180978298187,
|
|
0.5247523188591003,
|
|
0.35897424817085266,
|
|
0.26373615860939026,
|
|
0.5636362433433533,
|
|
0.4753361940383911,
|
|
0.31764698028564453,
|
|
0.4939757287502289,
|
|
0.625640869140625,
|
|
0.24999991059303284,
|
|
0.25423723459243774,
|
|
0.2057877480983734,
|
|
0.49999988079071045,
|
|
0.3111110329627991,
|
|
0.36871495842933655,
|
|
0.3289472758769989,
|
|
0.32989683747291565,
|
|
0.26484012603759766,
|
|
0.2973976731300354,
|
|
0.141592875123024,
|
|
0.3399999141693115,
|
|
0.10843367874622345,
|
|
0.17910441756248474,
|
|
0.5164833664894104,
|
|
0.3703702688217163,
|
|
0.6298341155052185,
|
|
0.28571420907974243,
|
|
0.3044775724411011,
|
|
0.2485205978155136,
|
|
0.212290421128273,
|
|
0.24154582619667053,
|
|
0.4976957440376282,
|
|
0.5120771527290344,
|
|
0.40160635113716125,
|
|
0.1307188868522644,
|
|
0.3313608467578888,
|
|
0.49019595980644226,
|
|
0.616071343421936,
|
|
0.527607262134552,
|
|
0.12875531613826752,
|
|
0.48068660497665405,
|
|
0.33333325386047363,
|
|
0.4142010807991028,
|
|
0.29139062762260437,
|
|
0.7042252421379089,
|
|
0.41379302740097046,
|
|
0.4204544126987457,
|
|
0.3592231869697571,
|
|
0.10071936994791031,
|
|
0.24390234053134918,
|
|
0.17674411833286285,
|
|
0.31055888533592224,
|
|
0.7358488440513611,
|
|
0.5606693625450134,
|
|
0.4730289578437805,
|
|
0.6108372807502747,
|
|
0.15310998260974884,
|
|
0.32183900475502014,
|
|
0.19475649297237396,
|
|
0.5809522867202759,
|
|
0.580357015132904,
|
|
0.13765177130699158,
|
|
0.16455689072608948,
|
|
0.3399999141693115,
|
|
0.119999960064888,
|
|
0.253807008266449,
|
|
0.6139533519744873,
|
|
0.30851057171821594,
|
|
0.19101116061210632,
|
|
0.3931623101234436,
|
|
0.4145076870918274,
|
|
0.35918357968330383,
|
|
0.20895515382289886,
|
|
0.35483863949775696,
|
|
0.28461533784866333,
|
|
0.502282977104187,
|
|
0.17142851650714874,
|
|
0.21374039351940155,
|
|
0.6022725701332092,
|
|
0.4343433380126953,
|
|
0.35820886492729187,
|
|
0.31428563594818115,
|
|
0.1365852952003479,
|
|
0.3846152722835541
|
|
],
|
|
"time": 181.23339306283742,
|
|
"param": [
|
|
{
|
|
"p": 0.0772092193365097,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07288161665201187,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06402523070573807,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06823622435331345,
|
|
"m": 0.47252213954925537
|
|
},
|
|
{
|
|
"p": 0.07287091761827469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07559221982955933,
|
|
"m": 0.2662227749824524
|
|
},
|
|
{
|
|
"p": 0.06752019375562668,
|
|
"m": 0.46832624077796936
|
|
},
|
|
{
|
|
"p": 0.06966258585453033,
|
|
"m": 0.6617386341094971
|
|
},
|
|
{
|
|
"p": 0.06497278064489365,
|
|
"m": 0.5976603031158447
|
|
},
|
|
{
|
|
"p": 0.06658636778593063,
|
|
"m": 0.8156259059906006
|
|
},
|
|
{
|
|
"p": 0.06547190248966217,
|
|
"m": 0.49478891491889954
|
|
},
|
|
{
|
|
"p": 0.06537799537181854,
|
|
"m": 0.20450840890407562
|
|
},
|
|
{
|
|
"p": 0.07669786363840103,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09289491176605225,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 3.018082857131958,
|
|
"val_loss": 2.840315818786621,
|
|
"acc": 35.16,
|
|
"f1": [
|
|
0.5578945875167847,
|
|
0.42512065172195435,
|
|
0.24545449018478394,
|
|
0.19428564608097076,
|
|
0.12738847732543945,
|
|
0.24390234053134918,
|
|
0.36144572496414185,
|
|
0.3575417995452881,
|
|
0.3399999141693115,
|
|
0.5157230496406555,
|
|
0.1556885540485382,
|
|
0.16842098534107208,
|
|
0.39301300048828125,
|
|
0.1799999624490738,
|
|
0.16216209530830383,
|
|
0.20454540848731995,
|
|
0.34374991059303284,
|
|
0.41666656732559204,
|
|
0.35443025827407837,
|
|
0.2682925760746002,
|
|
0.6161615252494812,
|
|
0.4436362683773041,
|
|
0.318471223115921,
|
|
0.429447740316391,
|
|
0.6239315271377563,
|
|
0.25157222151756287,
|
|
0.2758620083332062,
|
|
0.17142851650714874,
|
|
0.556212842464447,
|
|
0.306122362613678,
|
|
0.3542434275150299,
|
|
0.31325289607048035,
|
|
0.34374991059303284,
|
|
0.299465149641037,
|
|
0.29940110445022583,
|
|
0.148837149143219,
|
|
0.3469386696815491,
|
|
0.10837431997060776,
|
|
0.28085100650787354,
|
|
0.4873095452785492,
|
|
0.3089430034160614,
|
|
0.5232066512107849,
|
|
0.24358965456485748,
|
|
0.3555554449558258,
|
|
0.20895515382289886,
|
|
0.1857142299413681,
|
|
0.23076915740966797,
|
|
0.49746179580688477,
|
|
0.49999988079071045,
|
|
0.4905658960342407,
|
|
0.18905465304851532,
|
|
0.3675675094127655,
|
|
0.5714285373687744,
|
|
0.5725489854812622,
|
|
0.5435895919799805,
|
|
0.13043473660945892,
|
|
0.48803818225860596,
|
|
0.3617020547389984,
|
|
0.32812491059303284,
|
|
0.31372541189193726,
|
|
0.6794257164001465,
|
|
0.4727271497249603,
|
|
0.3522725999355316,
|
|
0.366812139749527,
|
|
0.04687495157122612,
|
|
0.1914892941713333,
|
|
0.19078941643238068,
|
|
0.3195875287055969,
|
|
0.6886791586875916,
|
|
0.6010361909866333,
|
|
0.4615383446216583,
|
|
0.5999999046325684,
|
|
0.14117643237113953,
|
|
0.3253587782382965,
|
|
0.17085421085357666,
|
|
0.5683058500289917,
|
|
0.5980390906333923,
|
|
0.15686267614364624,
|
|
0.12765952944755554,
|
|
0.3599999248981476,
|
|
0.1361255943775177,
|
|
0.23529402911663055,
|
|
0.5688071846961975,
|
|
0.36090216040611267,
|
|
0.24999991059303284,
|
|
0.3575417995452881,
|
|
0.41284388303756714,
|
|
0.41148313879966736,
|
|
0.2095237374305725,
|
|
0.3594468832015991,
|
|
0.2644627094268799,
|
|
0.5595853924751282,
|
|
0.1379309743642807,
|
|
0.21686740219593048,
|
|
0.582914412021637,
|
|
0.39735087752342224,
|
|
0.36649200320243835,
|
|
0.30158719420433044,
|
|
0.11340199410915375,
|
|
0.4433496594429016
|
|
],
|
|
"time": 183.3178616212681,
|
|
"param": [
|
|
{
|
|
"p": 0.06278076767921448,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08468523621559143,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07291476428508759,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06550528854131699,
|
|
"m": 0.5025990605354309
|
|
},
|
|
{
|
|
"p": 0.07083525508642197,
|
|
"m": 0.989156186580658
|
|
},
|
|
{
|
|
"p": 0.06966616213321686,
|
|
"m": 0.31623825430870056
|
|
},
|
|
{
|
|
"p": 0.07860060036182404,
|
|
"m": 0.5579606294631958
|
|
},
|
|
{
|
|
"p": 0.07617074251174927,
|
|
"m": 0.5573821067810059
|
|
},
|
|
{
|
|
"p": 0.06080606207251549,
|
|
"m": 0.6478047966957092
|
|
},
|
|
{
|
|
"p": 0.08145000785589218,
|
|
"m": 0.8861579298973083
|
|
},
|
|
{
|
|
"p": 0.08167200535535812,
|
|
"m": 0.4809953272342682
|
|
},
|
|
{
|
|
"p": 0.05757367983460426,
|
|
"m": 0.2672029435634613
|
|
},
|
|
{
|
|
"p": 0.0654871016740799,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07185232639312744,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 3.5272388458251953,
|
|
"val_loss": 3.031463861465454,
|
|
"acc": 34.85,
|
|
"f1": [
|
|
0.6704543232917786,
|
|
0.4299064576625824,
|
|
0.24210518598556519,
|
|
0.18009470403194427,
|
|
0.1530611664056778,
|
|
0.31632643938064575,
|
|
0.3537413775920868,
|
|
0.35102033615112305,
|
|
0.3445691764354706,
|
|
0.502923846244812,
|
|
0.21556879580020905,
|
|
0.1971830427646637,
|
|
0.3208555281162262,
|
|
0.22222217917442322,
|
|
0.17708326876163483,
|
|
0.15624994039535522,
|
|
0.3586955666542053,
|
|
0.44444432854652405,
|
|
0.34883710741996765,
|
|
0.2769230008125305,
|
|
0.6399998664855957,
|
|
0.49999988079071045,
|
|
0.31914883852005005,
|
|
0.5371427536010742,
|
|
0.6261681318283081,
|
|
0.2584269046783447,
|
|
0.3272726535797119,
|
|
0.17948710918426514,
|
|
0.5294116139411926,
|
|
0.320441871881485,
|
|
0.40975597500801086,
|
|
0.3124999403953552,
|
|
0.32467523217201233,
|
|
0.34905651211738586,
|
|
0.30939218401908875,
|
|
0.10144922137260437,
|
|
0.2999999225139618,
|
|
0.15853650867938995,
|
|
0.28054288029670715,
|
|
0.4551723301410675,
|
|
0.3793102502822876,
|
|
0.5769229531288147,
|
|
0.2788843810558319,
|
|
0.3591548204421997,
|
|
0.1722487509250641,
|
|
0.1916166990995407,
|
|
0.27551010251045227,
|
|
0.4690264165401459,
|
|
0.46861910820007324,
|
|
0.3855420649051666,
|
|
0.1357465535402298,
|
|
0.2999999225139618,
|
|
0.5714284777641296,
|
|
0.635944664478302,
|
|
0.5402297377586365,
|
|
0.14583328366279602,
|
|
0.4974091649055481,
|
|
0.41891881823539734,
|
|
0.37499991059303284,
|
|
0.27218925952911377,
|
|
0.672810971736908,
|
|
0.4417177140712738,
|
|
0.3999998867511749,
|
|
0.3563217520713806,
|
|
0.12244890630245209,
|
|
0.152671679854393,
|
|
0.19531244039535522,
|
|
0.3057323694229126,
|
|
0.6951870322227478,
|
|
0.6010361909866333,
|
|
0.43445682525634766,
|
|
0.5060239434242249,
|
|
0.14960624277591705,
|
|
0.3884296715259552,
|
|
0.13427557051181793,
|
|
0.5660375952720642,
|
|
0.6399998664855957,
|
|
0.16666659712791443,
|
|
0.1811320185661316,
|
|
0.30939218401908875,
|
|
0.10769224911928177,
|
|
0.2700421214103699,
|
|
0.6592177152633667,
|
|
0.2944784462451935,
|
|
0.19999994337558746,
|
|
0.3316061198711395,
|
|
0.3908045291900635,
|
|
0.43786972761154175,
|
|
0.23728805780410767,
|
|
0.3867923319339752,
|
|
0.3166022300720215,
|
|
0.5578945875167847,
|
|
0.09230764210224152,
|
|
0.24999991059303284,
|
|
0.5795453190803528,
|
|
0.4105958938598633,
|
|
0.3249998986721039,
|
|
0.30769219994544983,
|
|
0.12745091319084167,
|
|
0.345276802778244
|
|
],
|
|
"time": 183.43277851492167,
|
|
"param": [
|
|
{
|
|
"p": 0.06613972783088684,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08039335906505585,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07516515254974365,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06665868312120438,
|
|
"m": 0.4277688264846802
|
|
},
|
|
{
|
|
"p": 0.07052654027938843,
|
|
"m": 0.9339092969894409
|
|
},
|
|
{
|
|
"p": 0.07595529407262802,
|
|
"m": 0.3485466241836548
|
|
},
|
|
{
|
|
"p": 0.07320856302976608,
|
|
"m": 0.561927855014801
|
|
},
|
|
{
|
|
"p": 0.07489991933107376,
|
|
"m": 0.571054995059967
|
|
},
|
|
{
|
|
"p": 0.06845267862081528,
|
|
"m": 0.5700671076774597
|
|
},
|
|
{
|
|
"p": 0.06960252672433853,
|
|
"m": 0.8608818650245667
|
|
},
|
|
{
|
|
"p": 0.06665756553411484,
|
|
"m": 0.5374792814254761
|
|
},
|
|
{
|
|
"p": 0.06677699834108353,
|
|
"m": 0.14356061816215515
|
|
},
|
|
{
|
|
"p": 0.06380482017993927,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08175814151763916,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 3.5617475509643555,
|
|
"val_loss": 2.8215739727020264,
|
|
"acc": 34.46,
|
|
"f1": [
|
|
0.6082947254180908,
|
|
0.34862375259399414,
|
|
0.26153838634490967,
|
|
0.0874999463558197,
|
|
0.12999993562698364,
|
|
0.30409345030784607,
|
|
0.3649634122848511,
|
|
0.4083768427371979,
|
|
0.33962252736091614,
|
|
0.4938269853591919,
|
|
0.18064509332180023,
|
|
0.19672125577926636,
|
|
0.29787227511405945,
|
|
0.2693876624107361,
|
|
0.1749999225139618,
|
|
0.20779213309288025,
|
|
0.4044942855834961,
|
|
0.4607328474521637,
|
|
0.382978618144989,
|
|
0.2722512185573578,
|
|
0.6595743298530579,
|
|
0.49027228355407715,
|
|
0.29875513911247253,
|
|
0.4656083285808563,
|
|
0.6190475225448608,
|
|
0.2399999350309372,
|
|
0.28699544072151184,
|
|
0.16513754427433014,
|
|
0.510416567325592,
|
|
0.27814561128616333,
|
|
0.37158459424972534,
|
|
0.318471223115921,
|
|
0.30769219994544983,
|
|
0.3414633274078369,
|
|
0.3314915895462036,
|
|
0.1172160655260086,
|
|
0.2718445658683777,
|
|
0.13636359572410583,
|
|
0.28260859847068787,
|
|
0.4974091649055481,
|
|
0.323809415102005,
|
|
0.5607475638389587,
|
|
0.1857142299413681,
|
|
0.3373492956161499,
|
|
0.2116401493549347,
|
|
0.19999991357326508,
|
|
0.15294109284877777,
|
|
0.4799998998641968,
|
|
0.4649445414543152,
|
|
0.38647329807281494,
|
|
0.1728394329547882,
|
|
0.3090128004550934,
|
|
0.5714284777641296,
|
|
0.6418603658676147,
|
|
0.5497629642486572,
|
|
0.13836471736431122,
|
|
0.5108694434165955,
|
|
0.3756905198097229,
|
|
0.3493449091911316,
|
|
0.29757776856422424,
|
|
0.6202089190483093,
|
|
0.4957263767719269,
|
|
0.38095223903656006,
|
|
0.36123335361480713,
|
|
0.15789467096328735,
|
|
0.17857135832309723,
|
|
0.15476183593273163,
|
|
0.30208322405815125,
|
|
0.6473428606987,
|
|
0.57297283411026,
|
|
0.4255318343639374,
|
|
0.550898015499115,
|
|
0.1530611664056778,
|
|
0.3152172863483429,
|
|
0.1507537066936493,
|
|
0.5508472919464111,
|
|
0.547770619392395,
|
|
0.11764698475599289,
|
|
0.20320846140384674,
|
|
0.34234222769737244,
|
|
0.1445782482624054,
|
|
0.18390797078609467,
|
|
0.5989846587181091,
|
|
0.32978713512420654,
|
|
0.17647051811218262,
|
|
0.41441428661346436,
|
|
0.46242761611938477,
|
|
0.4203820824623108,
|
|
0.22939062118530273,
|
|
0.3800903856754303,
|
|
0.2695651352405548,
|
|
0.5339365601539612,
|
|
0.18378373980522156,
|
|
0.19780214130878448,
|
|
0.5728641748428345,
|
|
0.4238409399986267,
|
|
0.3260868787765503,
|
|
0.2384614795446396,
|
|
0.09691624343395233,
|
|
0.3657141625881195
|
|
],
|
|
"time": 180.3072332125157,
|
|
"param": [
|
|
{
|
|
"p": 0.0695701390504837,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07623656839132309,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06321369111537933,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07768285274505615,
|
|
"m": 0.4304601550102234
|
|
},
|
|
{
|
|
"p": 0.0679214671254158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06214453652501106,
|
|
"m": 0.3516334891319275
|
|
},
|
|
{
|
|
"p": 0.061881065368652344,
|
|
"m": 0.5028127431869507
|
|
},
|
|
{
|
|
"p": 0.07976976782083511,
|
|
"m": 0.5612057447433472
|
|
},
|
|
{
|
|
"p": 0.07440682500600815,
|
|
"m": 0.4355486035346985
|
|
},
|
|
{
|
|
"p": 0.06333500146865845,
|
|
"m": 0.7680429816246033
|
|
},
|
|
{
|
|
"p": 0.06142347678542137,
|
|
"m": 0.477346271276474
|
|
},
|
|
{
|
|
"p": 0.06236996874213219,
|
|
"m": 0.22847343981266022
|
|
},
|
|
{
|
|
"p": 0.07856474071741104,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1014798954129219,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 3.6890792846679688,
|
|
"val_loss": 3.0045101642608643,
|
|
"acc": 35.3,
|
|
"f1": [
|
|
0.6274508833885193,
|
|
0.3867923319339752,
|
|
0.22999992966651917,
|
|
0.1558440923690796,
|
|
0.12499994039535522,
|
|
0.27102795243263245,
|
|
0.42168664932250977,
|
|
0.4315788447856903,
|
|
0.32558128237724304,
|
|
0.43216070532798767,
|
|
0.16080394387245178,
|
|
0.2371133416891098,
|
|
0.3557691276073456,
|
|
0.20765019953250885,
|
|
0.21333324909210205,
|
|
0.2046510875225067,
|
|
0.3516482412815094,
|
|
0.4736841320991516,
|
|
0.28187909722328186,
|
|
0.2131146788597107,
|
|
0.6399998664855957,
|
|
0.48888880014419556,
|
|
0.30857133865356445,
|
|
0.4717947542667389,
|
|
0.5950412750244141,
|
|
0.239520862698555,
|
|
0.3276835083961487,
|
|
0.1126759946346283,
|
|
0.5628740787506104,
|
|
0.3083699643611908,
|
|
0.4221104085445404,
|
|
0.3425924777984619,
|
|
0.2879376709461212,
|
|
0.3225805461406708,
|
|
0.27999991178512573,
|
|
0.10465110093355179,
|
|
0.3387977182865143,
|
|
0.10370365530252457,
|
|
0.2872926890850067,
|
|
0.4954127371311188,
|
|
0.3756905198097229,
|
|
0.5769229531288147,
|
|
0.28571420907974243,
|
|
0.33802807331085205,
|
|
0.20512813329696655,
|
|
0.24083760380744934,
|
|
0.26027390360832214,
|
|
0.43518510460853577,
|
|
0.48387083411216736,
|
|
0.4044942855834961,
|
|
0.17708326876163483,
|
|
0.37777766585350037,
|
|
0.5764191746711731,
|
|
0.5922329425811768,
|
|
0.5301203727722168,
|
|
0.14689259231090546,
|
|
0.4694834351539612,
|
|
0.3039999008178711,
|
|
0.41666656732559204,
|
|
0.2807016372680664,
|
|
0.6693546772003174,
|
|
0.5108694434165955,
|
|
0.3842363655567169,
|
|
0.3999999165534973,
|
|
0.11042939126491547,
|
|
0.12949636578559875,
|
|
0.1672726720571518,
|
|
0.32160791754722595,
|
|
0.6410255432128906,
|
|
0.5560973882675171,
|
|
0.44670039415359497,
|
|
0.6051281094551086,
|
|
0.16049376130104065,
|
|
0.3487178385257721,
|
|
0.1339712291955948,
|
|
0.5899998545646667,
|
|
0.5446807742118835,
|
|
0.17708326876163483,
|
|
0.19383254647254944,
|
|
0.37158459424972534,
|
|
0.15573763847351074,
|
|
0.255638986825943,
|
|
0.6631577014923096,
|
|
0.38222211599349976,
|
|
0.20571422576904297,
|
|
0.3940519392490387,
|
|
0.390243798494339,
|
|
0.38502663373947144,
|
|
0.17518241703510284,
|
|
0.37681150436401367,
|
|
0.2548261880874634,
|
|
0.5573769211769104,
|
|
0.1445782482624054,
|
|
0.19867542386054993,
|
|
0.5050504207611084,
|
|
0.4114284813404083,
|
|
0.3170730471611023,
|
|
0.26582270860671997,
|
|
0.11464963108301163,
|
|
0.3999999165534973
|
|
],
|
|
"time": 181.58928686380386,
|
|
"param": [
|
|
{
|
|
"p": 0.07310829311609268,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0646752119064331,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06846597790718079,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06300574541091919,
|
|
"m": 0.4740460515022278
|
|
},
|
|
{
|
|
"p": 0.0689890906214714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07330387830734253,
|
|
"m": 0.46663209795951843
|
|
},
|
|
{
|
|
"p": 0.06892647594213486,
|
|
"m": 0.4717947244644165
|
|
},
|
|
{
|
|
"p": 0.07944203913211823,
|
|
"m": 0.6196362972259521
|
|
},
|
|
{
|
|
"p": 0.06094124913215637,
|
|
"m": 0.5233024954795837
|
|
},
|
|
{
|
|
"p": 0.08112920820713043,
|
|
"m": 0.7649515867233276
|
|
},
|
|
{
|
|
"p": 0.07626938074827194,
|
|
"m": 0.5563222169876099
|
|
},
|
|
{
|
|
"p": 0.05773515999317169,
|
|
"m": 0.2944241762161255
|
|
},
|
|
{
|
|
"p": 0.07170853763818741,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09229971468448639,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 4.392559051513672,
|
|
"val_loss": 2.9106783866882324,
|
|
"acc": 34.63,
|
|
"f1": [
|
|
0.6037734746932983,
|
|
0.4186045527458191,
|
|
0.23391805589199066,
|
|
0.2233501821756363,
|
|
0.15172408521175385,
|
|
0.20600852370262146,
|
|
0.3443707227706909,
|
|
0.36180898547172546,
|
|
0.3179915249347687,
|
|
0.3999999463558197,
|
|
0.19875767827033997,
|
|
0.22421517968177795,
|
|
0.35443025827407837,
|
|
0.24870456755161285,
|
|
0.2176164984703064,
|
|
0.21857915818691254,
|
|
0.41176459193229675,
|
|
0.4674328565597534,
|
|
0.35483860969543457,
|
|
0.2091502547264099,
|
|
0.5617020726203918,
|
|
0.5310733318328857,
|
|
0.3317534327507019,
|
|
0.46242761611938477,
|
|
0.587155818939209,
|
|
0.26341456174850464,
|
|
0.30337071418762207,
|
|
0.16806717216968536,
|
|
0.48888877034187317,
|
|
0.29743579030036926,
|
|
0.3265305161476135,
|
|
0.30303022265434265,
|
|
0.32258057594299316,
|
|
0.37185919284820557,
|
|
0.3369564116001129,
|
|
0.1658536046743393,
|
|
0.2790696620941162,
|
|
0.15702472627162933,
|
|
0.2769230008125305,
|
|
0.4861876964569092,
|
|
0.37777766585350037,
|
|
0.6146340370178223,
|
|
0.3402060866355896,
|
|
0.3301886022090912,
|
|
0.22393816709518433,
|
|
0.19108274579048157,
|
|
0.236453115940094,
|
|
0.47393354773521423,
|
|
0.4792625606060028,
|
|
0.28148138523101807,
|
|
0.12080531567335129,
|
|
0.32558128237724304,
|
|
0.5490195155143738,
|
|
0.6058090329170227,
|
|
0.5420559644699097,
|
|
0.11801237612962723,
|
|
0.4646463394165039,
|
|
0.3365383446216583,
|
|
0.3677128851413727,
|
|
0.348314493894577,
|
|
0.7150257229804993,
|
|
0.45348823070526123,
|
|
0.40677958726882935,
|
|
0.40540534257888794,
|
|
0.15609751641750336,
|
|
0.15827332437038422,
|
|
0.09859149903059006,
|
|
0.3083699643611908,
|
|
0.6607141494750977,
|
|
0.627906858921051,
|
|
0.4598929286003113,
|
|
0.5771142840385437,
|
|
0.1282050609588623,
|
|
0.2588233947753906,
|
|
0.1725887656211853,
|
|
0.5470084547996521,
|
|
0.6057141423225403,
|
|
0.15294109284877777,
|
|
0.22727267444133759,
|
|
0.33497530221939087,
|
|
0.17910441756248474,
|
|
0.23076917231082916,
|
|
0.5506072044372559,
|
|
0.30701744556427,
|
|
0.22471901774406433,
|
|
0.3743841052055359,
|
|
0.35467973351478577,
|
|
0.4210525155067444,
|
|
0.21524657309055328,
|
|
0.3392224907875061,
|
|
0.2700421214103699,
|
|
0.4084506332874298,
|
|
0.19767434895038605,
|
|
0.23036640882492065,
|
|
0.5863873362541199,
|
|
0.41666656732559204,
|
|
0.32820504903793335,
|
|
0.2786068916320801,
|
|
0.1219511553645134,
|
|
0.3369564116001129
|
|
],
|
|
"time": 183.7630313737318,
|
|
"param": [
|
|
{
|
|
"p": 0.06308963149785995,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.060711801052093506,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06651508808135986,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06862533092498779,
|
|
"m": 0.4705815017223358
|
|
},
|
|
{
|
|
"p": 0.06629125773906708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07606486231088638,
|
|
"m": 0.5290069580078125
|
|
},
|
|
{
|
|
"p": 0.06926131993532181,
|
|
"m": 0.4982213079929352
|
|
},
|
|
{
|
|
"p": 0.07278449833393097,
|
|
"m": 0.54095858335495
|
|
},
|
|
{
|
|
"p": 0.07215288281440735,
|
|
"m": 0.6643062829971313
|
|
},
|
|
{
|
|
"p": 0.06872670352458954,
|
|
"m": 0.8971133232116699
|
|
},
|
|
{
|
|
"p": 0.08255451172590256,
|
|
"m": 0.5418733358383179
|
|
},
|
|
{
|
|
"p": 0.07738903909921646,
|
|
"m": 0.1472722440958023
|
|
},
|
|
{
|
|
"p": 0.07441035658121109,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08142269402742386,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 3.1315009593963623,
|
|
"val_loss": 2.776264190673828,
|
|
"acc": 34.96,
|
|
"f1": [
|
|
0.6444442868232727,
|
|
0.4125559628009796,
|
|
0.2234041839838028,
|
|
0.21186435222625732,
|
|
0.16513754427433014,
|
|
0.30303022265434265,
|
|
0.3776223063468933,
|
|
0.34862375259399414,
|
|
0.3486841320991516,
|
|
0.4727271497249603,
|
|
0.15384608507156372,
|
|
0.18181811273097992,
|
|
0.34374991059303284,
|
|
0.23770485818386078,
|
|
0.185653954744339,
|
|
0.22421517968177795,
|
|
0.3318776488304138,
|
|
0.4453440308570862,
|
|
0.3517586886882782,
|
|
0.20270265638828278,
|
|
0.5922329425811768,
|
|
0.46332037448883057,
|
|
0.30232545733451843,
|
|
0.4930231273174286,
|
|
0.6666665077209473,
|
|
0.26315778493881226,
|
|
0.29951682686805725,
|
|
0.15730330348014832,
|
|
0.4915253520011902,
|
|
0.3374998867511749,
|
|
0.3820223808288574,
|
|
0.30588221549987793,
|
|
0.3406592309474945,
|
|
0.3628317713737488,
|
|
0.2739725410938263,
|
|
0.17254894971847534,
|
|
0.29473677277565,
|
|
0.17283941805362701,
|
|
0.23913034796714783,
|
|
0.5060239434242249,
|
|
0.31081071496009827,
|
|
0.5714284181594849,
|
|
0.28426387906074524,
|
|
0.32222211360931396,
|
|
0.2091502547264099,
|
|
0.1497325599193573,
|
|
0.2181817591190338,
|
|
0.46956515312194824,
|
|
0.4408162534236908,
|
|
0.37894728779792786,
|
|
0.1509433388710022,
|
|
0.31316718459129333,
|
|
0.5865383148193359,
|
|
0.5934958457946777,
|
|
0.48908287286758423,
|
|
0.14965979754924774,
|
|
0.4504503309726715,
|
|
0.3678159713745117,
|
|
0.37373724579811096,
|
|
0.29107969999313354,
|
|
0.7403844594955444,
|
|
0.5283017754554749,
|
|
0.3831774890422821,
|
|
0.3874344527721405,
|
|
0.08433729410171509,
|
|
0.15920390188694,
|
|
0.13978487253189087,
|
|
0.2716048061847687,
|
|
0.6930691599845886,
|
|
0.587719202041626,
|
|
0.4493390619754791,
|
|
0.5416665077209473,
|
|
0.1126759946346283,
|
|
0.31632643938064575,
|
|
0.11320748925209045,
|
|
0.5728641748428345,
|
|
0.6086955666542053,
|
|
0.18723398447036743,
|
|
0.1635219305753708,
|
|
0.36458322405815125,
|
|
0.2099446803331375,
|
|
0.236453115940094,
|
|
0.6387433409690857,
|
|
0.31275710463523865,
|
|
0.2147650271654129,
|
|
0.3625729978084564,
|
|
0.34736835956573486,
|
|
0.36633655428886414,
|
|
0.20987649261951447,
|
|
0.34666651487350464,
|
|
0.2754489779472351,
|
|
0.5395347476005554,
|
|
0.1307188868522644,
|
|
0.2686566412448883,
|
|
0.5241934061050415,
|
|
0.38271594047546387,
|
|
0.3431371748447418,
|
|
0.3047617971897125,
|
|
0.09523803740739822,
|
|
0.3425924777984619
|
|
],
|
|
"time": 185.82916617393494,
|
|
"param": [
|
|
{
|
|
"p": 0.06672362238168716,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07786956429481506,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06386680901050568,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08177842199802399,
|
|
"m": 0.47377702593803406
|
|
},
|
|
{
|
|
"p": 0.06960891932249069,
|
|
"m": 0.9387809634208679
|
|
},
|
|
{
|
|
"p": 0.05518569052219391,
|
|
"m": 0.5092929005622864
|
|
},
|
|
{
|
|
"p": 0.07680287957191467,
|
|
"m": 0.49708667397499084
|
|
},
|
|
{
|
|
"p": 0.07471679896116257,
|
|
"m": 0.4671472907066345
|
|
},
|
|
{
|
|
"p": 0.06904028356075287,
|
|
"m": 0.6339684128761292
|
|
},
|
|
{
|
|
"p": 0.05726270750164986,
|
|
"m": 0.895732581615448
|
|
},
|
|
{
|
|
"p": 0.0905069038271904,
|
|
"m": 0.4477682411670685
|
|
},
|
|
{
|
|
"p": 0.06631641089916229,
|
|
"m": 0.16735324263572693
|
|
},
|
|
{
|
|
"p": 0.07986516505479813,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0704558864235878,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 3.45974063873291,
|
|
"val_loss": 2.9034628868103027,
|
|
"acc": 35.03,
|
|
"f1": [
|
|
0.6138612627983093,
|
|
0.39826828241348267,
|
|
0.1951218843460083,
|
|
0.2561982572078705,
|
|
0.14371250569820404,
|
|
0.25274714827537537,
|
|
0.3351350426673889,
|
|
0.3924049437046051,
|
|
0.38666656613349915,
|
|
0.4249998927116394,
|
|
0.22471901774406433,
|
|
0.2512076497077942,
|
|
0.3699420988559723,
|
|
0.2426777482032776,
|
|
0.2696628272533417,
|
|
0.23275858163833618,
|
|
0.4046241343021393,
|
|
0.45887434482574463,
|
|
0.3016759157180786,
|
|
0.2702701687812805,
|
|
0.6028706431388855,
|
|
0.48214277625083923,
|
|
0.3063828945159912,
|
|
0.4410645365715027,
|
|
0.6237622499465942,
|
|
0.2764226496219635,
|
|
0.2528734505176544,
|
|
0.17827293276786804,
|
|
0.491227924823761,
|
|
0.2613064646720886,
|
|
0.38341957330703735,
|
|
0.31372541189193726,
|
|
0.33333322405815125,
|
|
0.37704911828041077,
|
|
0.31775689125061035,
|
|
0.14134269952774048,
|
|
0.29702961444854736,
|
|
0.19780214130878448,
|
|
0.29473677277565,
|
|
0.4967319071292877,
|
|
0.3431371748447418,
|
|
0.5080644488334656,
|
|
0.2624998986721039,
|
|
0.36448585987091064,
|
|
0.21538454294204712,
|
|
0.23076915740966797,
|
|
0.18840573728084564,
|
|
0.49999988079071045,
|
|
0.4712642431259155,
|
|
0.38150280714035034,
|
|
0.20233455300331116,
|
|
0.33606547117233276,
|
|
0.5447760224342346,
|
|
0.5377048254013062,
|
|
0.5747125148773193,
|
|
0.18292675912380219,
|
|
0.5199998617172241,
|
|
0.327868789434433,
|
|
0.3711339235305786,
|
|
0.30952370166778564,
|
|
0.6506022810935974,
|
|
0.44444432854652405,
|
|
0.4043714702129364,
|
|
0.3386242389678955,
|
|
0.09302320331335068,
|
|
0.22330091893672943,
|
|
0.16580304503440857,
|
|
0.2681563198566437,
|
|
0.6790696382522583,
|
|
0.5370368957519531,
|
|
0.40490788221359253,
|
|
0.6160336136817932,
|
|
0.11971826106309891,
|
|
0.37433144450187683,
|
|
0.13496926426887512,
|
|
0.5281383991241455,
|
|
0.5019919276237488,
|
|
0.13043470680713654,
|
|
0.22330091893672943,
|
|
0.34482747316360474,
|
|
0.1407034695148468,
|
|
0.23589736223220825,
|
|
0.6194689869880676,
|
|
0.2872926890850067,
|
|
0.22099439799785614,
|
|
0.38888877630233765,
|
|
0.4137929677963257,
|
|
0.37962955236434937,
|
|
0.2025315761566162,
|
|
0.3622046113014221,
|
|
0.2692306935787201,
|
|
0.524590015411377,
|
|
0.14473678171634674,
|
|
0.15384608507156372,
|
|
0.6021503806114197,
|
|
0.47115376591682434,
|
|
0.2820512056350708,
|
|
0.31034475564956665,
|
|
0.0874999463558197,
|
|
0.3775508999824524
|
|
],
|
|
"time": 181.55372396670282,
|
|
"param": [
|
|
{
|
|
"p": 0.070897176861763,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07629109919071198,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07361041009426117,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0782991275191307,
|
|
"m": 0.5804600119590759
|
|
},
|
|
{
|
|
"p": 0.07519552856683731,
|
|
"m": 0.9973672032356262
|
|
},
|
|
{
|
|
"p": 0.06092723459005356,
|
|
"m": 0.4277018904685974
|
|
},
|
|
{
|
|
"p": 0.06177465617656708,
|
|
"m": 0.5734990835189819
|
|
},
|
|
{
|
|
"p": 0.06767086684703827,
|
|
"m": 0.5069714784622192
|
|
},
|
|
{
|
|
"p": 0.07205424457788467,
|
|
"m": 0.5594354271888733
|
|
},
|
|
{
|
|
"p": 0.07039506733417511,
|
|
"m": 0.8838581442832947
|
|
},
|
|
{
|
|
"p": 0.07936591655015945,
|
|
"m": 0.3279833197593689
|
|
},
|
|
{
|
|
"p": 0.05449005216360092,
|
|
"m": 0.10313938558101654
|
|
},
|
|
{
|
|
"p": 0.07604487240314484,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08298366516828537,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 3.765820026397705,
|
|
"val_loss": 2.8381216526031494,
|
|
"acc": 35.22,
|
|
"f1": [
|
|
0.6186439990997314,
|
|
0.39805811643600464,
|
|
0.20350870490074158,
|
|
0.19383254647254944,
|
|
0.15116271376609802,
|
|
0.2575106620788574,
|
|
0.3184078335762024,
|
|
0.36082467436790466,
|
|
0.4081631302833557,
|
|
0.43373486399650574,
|
|
0.17021268606185913,
|
|
0.22929932177066803,
|
|
0.3580785095691681,
|
|
0.24418595433235168,
|
|
0.22999992966651917,
|
|
0.19209031760692596,
|
|
0.34999990463256836,
|
|
0.47933873534202576,
|
|
0.38974347710609436,
|
|
0.218844935297966,
|
|
0.5699998736381531,
|
|
0.5135133862495422,
|
|
0.32298123836517334,
|
|
0.4852069914340973,
|
|
0.5991188287734985,
|
|
0.2673266530036926,
|
|
0.278787761926651,
|
|
0.15999992191791534,
|
|
0.4864863455295563,
|
|
0.29074883460998535,
|
|
0.34980979561805725,
|
|
0.3402060866355896,
|
|
0.3084111213684082,
|
|
0.33548372983932495,
|
|
0.2758619785308838,
|
|
0.14096909761428833,
|
|
0.30857133865356445,
|
|
0.1142856702208519,
|
|
0.22772268950939178,
|
|
0.49999988079071045,
|
|
0.35185176134109497,
|
|
0.5471696853637695,
|
|
0.320441871881485,
|
|
0.3389829695224762,
|
|
0.1916166990995407,
|
|
0.23350247740745544,
|
|
0.2116401493549347,
|
|
0.4912279546260834,
|
|
0.4818180501461029,
|
|
0.42962953448295593,
|
|
0.18326687812805176,
|
|
0.3253587782382965,
|
|
0.5904760956764221,
|
|
0.5938863754272461,
|
|
0.51666659116745,
|
|
0.14285708963871002,
|
|
0.5197739005088806,
|
|
0.30769219994544983,
|
|
0.413043349981308,
|
|
0.26395928859710693,
|
|
0.7142855525016785,
|
|
0.5368419289588928,
|
|
0.40552979707717896,
|
|
0.39548009634017944,
|
|
0.15853650867938995,
|
|
0.16058386862277985,
|
|
0.0958903580904007,
|
|
0.3087247312068939,
|
|
0.6399998664855957,
|
|
0.5296441316604614,
|
|
0.4499998688697815,
|
|
0.5610858201980591,
|
|
0.17266181111335754,
|
|
0.35502949357032776,
|
|
0.11570242047309875,
|
|
0.5355647206306458,
|
|
0.6057690978050232,
|
|
0.13999994099140167,
|
|
0.19459453225135803,
|
|
0.33548372983932495,
|
|
0.17877088487148285,
|
|
0.29107969999313354,
|
|
0.6595743298530579,
|
|
0.3179486393928528,
|
|
0.16243648529052734,
|
|
0.3758388161659241,
|
|
0.4433496594429016,
|
|
0.4077668786048889,
|
|
0.20731700956821442,
|
|
0.368663489818573,
|
|
0.2746780216693878,
|
|
0.4978901743888855,
|
|
0.17391295731067657,
|
|
0.1990049034357071,
|
|
0.5643563270568848,
|
|
0.41340771317481995,
|
|
0.3516482412815094,
|
|
0.3157894015312195,
|
|
0.10843367874622345,
|
|
0.32352936267852783
|
|
],
|
|
"time": 182.19228549394757,
|
|
"param": [
|
|
{
|
|
"p": 0.062344472855329514,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0798877477645874,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0778113529086113,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06919648498296738,
|
|
"m": 0.46533286571502686
|
|
},
|
|
{
|
|
"p": 0.0712536871433258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0778084248304367,
|
|
"m": 0.44605308771133423
|
|
},
|
|
{
|
|
"p": 0.07660510390996933,
|
|
"m": 0.6097694039344788
|
|
},
|
|
{
|
|
"p": 0.06286324560642242,
|
|
"m": 0.5576145052909851
|
|
},
|
|
{
|
|
"p": 0.06559156626462936,
|
|
"m": 0.4745967388153076
|
|
},
|
|
{
|
|
"p": 0.06383693963289261,
|
|
"m": 0.8364505171775818
|
|
},
|
|
{
|
|
"p": 0.07461526244878769,
|
|
"m": 0.3325543701648712
|
|
},
|
|
{
|
|
"p": 0.06317756325006485,
|
|
"m": 0.12754420936107635
|
|
},
|
|
{
|
|
"p": 0.07289111614227295,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0821169912815094,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 3.4071412086486816,
|
|
"val_loss": 2.9924514293670654,
|
|
"acc": 34.65,
|
|
"f1": [
|
|
0.6325579881668091,
|
|
0.40404030680656433,
|
|
0.211055189371109,
|
|
0.19459453225135803,
|
|
0.17449656128883362,
|
|
0.21834053099155426,
|
|
0.40251561999320984,
|
|
0.38095229864120483,
|
|
0.36470577120780945,
|
|
0.4699452221393585,
|
|
0.14666660130023956,
|
|
0.21186435222625732,
|
|
0.3874344527721405,
|
|
0.18502195179462433,
|
|
0.20512813329696655,
|
|
0.239520862698555,
|
|
0.37209296226501465,
|
|
0.41666656732559204,
|
|
0.35483863949775696,
|
|
0.21468918025493622,
|
|
0.6008967757225037,
|
|
0.4503816068172455,
|
|
0.28699544072151184,
|
|
0.4088396728038788,
|
|
0.6195651292800903,
|
|
0.2541435658931732,
|
|
0.3113771378993988,
|
|
0.14084501564502716,
|
|
0.5290321707725525,
|
|
0.3248729705810547,
|
|
0.3703702688217163,
|
|
0.32812491059303284,
|
|
0.3091786503791809,
|
|
0.283950537443161,
|
|
0.39252325892448425,
|
|
0.1333332657814026,
|
|
0.3478259742259979,
|
|
0.10062886029481888,
|
|
0.2436547577381134,
|
|
0.5142855644226074,
|
|
0.3240739703178406,
|
|
0.553571343421936,
|
|
0.2512076497077942,
|
|
0.3265305161476135,
|
|
0.24154582619667053,
|
|
0.25125616788864136,
|
|
0.1965317279100418,
|
|
0.4745761454105377,
|
|
0.49999988079071045,
|
|
0.4102562963962555,
|
|
0.20125779509544373,
|
|
0.29508188366889954,
|
|
0.5936071872711182,
|
|
0.5488720536231995,
|
|
0.5258619785308838,
|
|
0.12499994784593582,
|
|
0.47393354773521423,
|
|
0.35294109582901,
|
|
0.36018943786621094,
|
|
0.289308100938797,
|
|
0.70588219165802,
|
|
0.528846025466919,
|
|
0.4269661605358124,
|
|
0.37999987602233887,
|
|
0.1360543668270111,
|
|
0.1219511553645134,
|
|
0.1410255879163742,
|
|
0.31034475564956665,
|
|
0.6741572022438049,
|
|
0.5918366312980652,
|
|
0.47963786125183105,
|
|
0.5674417018890381,
|
|
0.1764705330133438,
|
|
0.3251230716705322,
|
|
0.13259662687778473,
|
|
0.5338981747627258,
|
|
0.5816324949264526,
|
|
0.14925366640090942,
|
|
0.20125779509544373,
|
|
0.32432422041893005,
|
|
0.13483139872550964,
|
|
0.24122802913188934,
|
|
0.5036495327949524,
|
|
0.2872926890850067,
|
|
0.13432830572128296,
|
|
0.40170925855636597,
|
|
0.3980098366737366,
|
|
0.3351954519748688,
|
|
0.18954242765903473,
|
|
0.3166666030883789,
|
|
0.2745096981525421,
|
|
0.5312498211860657,
|
|
0.20111726224422455,
|
|
0.2598869204521179,
|
|
0.5699480772018433,
|
|
0.43037962913513184,
|
|
0.35877853631973267,
|
|
0.20356230437755585,
|
|
0.07272721081972122,
|
|
0.393063485622406
|
|
],
|
|
"time": 182.49830793961883,
|
|
"param": [
|
|
{
|
|
"p": 0.07334021478891373,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08303169161081314,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08246419578790665,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058183204382658005,
|
|
"m": 0.4402032792568207
|
|
},
|
|
{
|
|
"p": 0.06316094845533371,
|
|
"m": 0.9923399090766907
|
|
},
|
|
{
|
|
"p": 0.07017657905817032,
|
|
"m": 0.28595617413520813
|
|
},
|
|
{
|
|
"p": 0.07660438120365143,
|
|
"m": 0.5812739133834839
|
|
},
|
|
{
|
|
"p": 0.06119181588292122,
|
|
"m": 0.5393114686012268
|
|
},
|
|
{
|
|
"p": 0.07773876935243607,
|
|
"m": 0.6237097382545471
|
|
},
|
|
{
|
|
"p": 0.06287172436714172,
|
|
"m": 0.8087779879570007
|
|
},
|
|
{
|
|
"p": 0.06900658458471298,
|
|
"m": 0.47092512249946594
|
|
},
|
|
{
|
|
"p": 0.07864679396152496,
|
|
"m": 0.22905533015727997
|
|
},
|
|
{
|
|
"p": 0.05249550938606262,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09108755737543106,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 3.0948948860168457,
|
|
"val_loss": 2.8826355934143066,
|
|
"acc": 35.5,
|
|
"f1": [
|
|
0.6502462029457092,
|
|
0.40740731358528137,
|
|
0.20833326876163483,
|
|
0.1899440735578537,
|
|
0.17964066565036774,
|
|
0.24489790201187134,
|
|
0.372413694858551,
|
|
0.3369564116001129,
|
|
0.3849371671676636,
|
|
0.48076915740966797,
|
|
0.1868131160736084,
|
|
0.2545453608036041,
|
|
0.39252325892448425,
|
|
0.23423415422439575,
|
|
0.2613064646720886,
|
|
0.2255638688802719,
|
|
0.33480167388916016,
|
|
0.47115376591682434,
|
|
0.37885454297065735,
|
|
0.2681563198566437,
|
|
0.6210044622421265,
|
|
0.5161289572715759,
|
|
0.32075464725494385,
|
|
0.5341613292694092,
|
|
0.5255972146987915,
|
|
0.2403845638036728,
|
|
0.2966100871562958,
|
|
0.21198150515556335,
|
|
0.4953269362449646,
|
|
0.31999990344047546,
|
|
0.34513264894485474,
|
|
0.31914883852005005,
|
|
0.3444443643093109,
|
|
0.318471223115921,
|
|
0.28426387906074524,
|
|
0.16216209530830383,
|
|
0.31730762124061584,
|
|
0.11363628506660461,
|
|
0.23272719979286194,
|
|
0.517646849155426,
|
|
0.3316582143306732,
|
|
0.5067872405052185,
|
|
0.2571427822113037,
|
|
0.36158180236816406,
|
|
0.2436547577381134,
|
|
0.1916166990995407,
|
|
0.18378373980522156,
|
|
0.4754716157913208,
|
|
0.48623839020729065,
|
|
0.43781083822250366,
|
|
0.20125779509544373,
|
|
0.31284910440444946,
|
|
0.5811964869499207,
|
|
0.6166664958000183,
|
|
0.5279186367988586,
|
|
0.09756091237068176,
|
|
0.5538460612297058,
|
|
0.3670884966850281,
|
|
0.3698112368583679,
|
|
0.346320241689682,
|
|
0.6551722884178162,
|
|
0.543352484703064,
|
|
0.41176459193229675,
|
|
0.39784935116767883,
|
|
0.1397058218717575,
|
|
0.13043473660945892,
|
|
0.13043473660945892,
|
|
0.3265305161476135,
|
|
0.630251944065094,
|
|
0.6326529383659363,
|
|
0.46632111072540283,
|
|
0.6478871703147888,
|
|
0.11594196408987045,
|
|
0.2780747711658478,
|
|
0.1379309743642807,
|
|
0.5120771527290344,
|
|
0.5925924181938171,
|
|
0.2127658873796463,
|
|
0.19157081842422485,
|
|
0.3478259742259979,
|
|
0.18421046435832977,
|
|
0.2519083321094513,
|
|
0.5937498807907104,
|
|
0.306122362613678,
|
|
0.23280414938926697,
|
|
0.38914018869400024,
|
|
0.40975597500801086,
|
|
0.3983050286769867,
|
|
0.18705029785633087,
|
|
0.371900737285614,
|
|
0.2931033670902252,
|
|
0.4837207794189453,
|
|
0.16455689072608948,
|
|
0.22619038820266724,
|
|
0.5512819290161133,
|
|
0.4491977095603943,
|
|
0.23021577298641205,
|
|
0.281406968832016,
|
|
0.08633087575435638,
|
|
0.41249990463256836
|
|
],
|
|
"time": 183.3009940739721,
|
|
"param": [
|
|
{
|
|
"p": 0.06990191340446472,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07832486182451248,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07319675385951996,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.057545289397239685,
|
|
"m": 0.4783434569835663
|
|
},
|
|
{
|
|
"p": 0.07063432782888412,
|
|
"m": 0.982840895652771
|
|
},
|
|
{
|
|
"p": 0.061526406556367874,
|
|
"m": 0.2640821635723114
|
|
},
|
|
{
|
|
"p": 0.07596839219331741,
|
|
"m": 0.5830152630805969
|
|
},
|
|
{
|
|
"p": 0.06353709846735,
|
|
"m": 0.4903075098991394
|
|
},
|
|
{
|
|
"p": 0.0682641863822937,
|
|
"m": 0.6231067180633545
|
|
},
|
|
{
|
|
"p": 0.07048818469047546,
|
|
"m": 0.8022286295890808
|
|
},
|
|
{
|
|
"p": 0.07187153398990631,
|
|
"m": 0.45753559470176697
|
|
},
|
|
{
|
|
"p": 0.0750715360045433,
|
|
"m": 0.2976706624031067
|
|
},
|
|
{
|
|
"p": 0.06762167066335678,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0960477963089943,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 4.008711338043213,
|
|
"val_loss": 3.0278804302215576,
|
|
"acc": 35.59,
|
|
"f1": [
|
|
0.6124400496482849,
|
|
0.4145076870918274,
|
|
0.2647058069705963,
|
|
0.18604643642902374,
|
|
0.17441853880882263,
|
|
0.2612243890762329,
|
|
0.3537413775920868,
|
|
0.36158180236816406,
|
|
0.4155843257904053,
|
|
0.46601933240890503,
|
|
0.15277770161628723,
|
|
0.20264311134815216,
|
|
0.31372538208961487,
|
|
0.2575756907463074,
|
|
0.20765019953250885,
|
|
0.2095237374305725,
|
|
0.3534882664680481,
|
|
0.4499998986721039,
|
|
0.3644067049026489,
|
|
0.2886596620082855,
|
|
0.5925924181938171,
|
|
0.5130433440208435,
|
|
0.3373492956161499,
|
|
0.45454534888267517,
|
|
0.6403507590293884,
|
|
0.2933332324028015,
|
|
0.30674833059310913,
|
|
0.25668442249298096,
|
|
0.49999988079071045,
|
|
0.33962252736091614,
|
|
0.3699999153614044,
|
|
0.2866893410682678,
|
|
0.32820504903793335,
|
|
0.3257328271865845,
|
|
0.34482747316360474,
|
|
0.12182734906673431,
|
|
0.28260859847068787,
|
|
0.1290322095155716,
|
|
0.2659573554992676,
|
|
0.5082871913909912,
|
|
0.32989683747291565,
|
|
0.6187844276428223,
|
|
0.3041473925113678,
|
|
0.38647329807281494,
|
|
0.26008957624435425,
|
|
0.21390368044376373,
|
|
0.1749999076128006,
|
|
0.487046480178833,
|
|
0.5208331942558289,
|
|
0.4509802758693695,
|
|
0.14666660130023956,
|
|
0.29577454924583435,
|
|
0.4945053458213806,
|
|
0.6267279982566833,
|
|
0.5654449462890625,
|
|
0.16113737225532532,
|
|
0.49729716777801514,
|
|
0.34579432010650635,
|
|
0.366812139749527,
|
|
0.30555546283721924,
|
|
0.704845666885376,
|
|
0.5573769211769104,
|
|
0.40251561999320984,
|
|
0.3436122238636017,
|
|
0.10762325674295425,
|
|
0.23529404401779175,
|
|
0.1194029152393341,
|
|
0.26666656136512756,
|
|
0.6666665077209473,
|
|
0.5691055655479431,
|
|
0.3786981403827667,
|
|
0.6334840059280396,
|
|
0.1639343500137329,
|
|
0.3394832909107208,
|
|
0.17610056698322296,
|
|
0.5771142840385437,
|
|
0.5806450843811035,
|
|
0.13872826099395752,
|
|
0.21428564190864563,
|
|
0.3299999237060547,
|
|
0.18652844429016113,
|
|
0.27678564190864563,
|
|
0.6310158967971802,
|
|
0.28571420907974243,
|
|
0.15757569670677185,
|
|
0.4516127407550812,
|
|
0.364531934261322,
|
|
0.34736835956573486,
|
|
0.15624994039535522,
|
|
0.3119265139102936,
|
|
0.2933332622051239,
|
|
0.535353422164917,
|
|
0.21359217166900635,
|
|
0.21839071810245514,
|
|
0.5841582417488098,
|
|
0.5027320981025696,
|
|
0.30392149090766907,
|
|
0.30857133865356445,
|
|
0.10526309162378311,
|
|
0.4507041275501251
|
|
],
|
|
"time": 179.9029371626675,
|
|
"param": [
|
|
{
|
|
"p": 0.05353624373674393,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08043172210454941,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06647395342588425,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07998070865869522,
|
|
"m": 0.48829856514930725
|
|
},
|
|
{
|
|
"p": 0.06355097144842148,
|
|
"m": 0.9882741570472717
|
|
},
|
|
{
|
|
"p": 0.08248915523290634,
|
|
"m": 0.3117486238479614
|
|
},
|
|
{
|
|
"p": 0.0685734897851944,
|
|
"m": 0.5521317720413208
|
|
},
|
|
{
|
|
"p": 0.08575064688920975,
|
|
"m": 0.4354844093322754
|
|
},
|
|
{
|
|
"p": 0.060657113790512085,
|
|
"m": 0.6271783113479614
|
|
},
|
|
{
|
|
"p": 0.07086437940597534,
|
|
"m": 0.8272963166236877
|
|
},
|
|
{
|
|
"p": 0.06250949203968048,
|
|
"m": 0.4874593913555145
|
|
},
|
|
{
|
|
"p": 0.059664830565452576,
|
|
"m": 0.3405225872993469
|
|
},
|
|
{
|
|
"p": 0.06902841478586197,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09648889303207397,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 3.1849026679992676,
|
|
"val_loss": 2.677798271179199,
|
|
"acc": 35.03,
|
|
"f1": [
|
|
0.6175113916397095,
|
|
0.45595842599868774,
|
|
0.19580411911010742,
|
|
0.17834389209747314,
|
|
0.1798941045999527,
|
|
0.26540276408195496,
|
|
0.33179715275764465,
|
|
0.3865545094013214,
|
|
0.37373724579811096,
|
|
0.4840763211250305,
|
|
0.1717790812253952,
|
|
0.2658226788043976,
|
|
0.3666665554046631,
|
|
0.19672125577926636,
|
|
0.22999992966651917,
|
|
0.22099439799785614,
|
|
0.38271594047546387,
|
|
0.4690264165401459,
|
|
0.3186812400817871,
|
|
0.2700421214103699,
|
|
0.5981307029724121,
|
|
0.47107425332069397,
|
|
0.31764698028564453,
|
|
0.4946235418319702,
|
|
0.6298341155052185,
|
|
0.24875615537166595,
|
|
0.3275861144065857,
|
|
0.21343867480754852,
|
|
0.47715723514556885,
|
|
0.29787227511405945,
|
|
0.32579174637794495,
|
|
0.31325289607048035,
|
|
0.2933332324028015,
|
|
0.30674833059310913,
|
|
0.32558128237724304,
|
|
0.15333329141139984,
|
|
0.2736155688762665,
|
|
0.12499994039535522,
|
|
0.26008957624435425,
|
|
0.4705880880355835,
|
|
0.36714968085289,
|
|
0.5989303588867188,
|
|
0.31249991059303284,
|
|
0.3405795991420746,
|
|
0.2072538137435913,
|
|
0.2062779664993286,
|
|
0.18803411722183228,
|
|
0.42477864027023315,
|
|
0.47008538246154785,
|
|
0.4022987186908722,
|
|
0.20224712789058685,
|
|
0.2965778410434723,
|
|
0.5917601585388184,
|
|
0.5658913850784302,
|
|
0.5058822631835938,
|
|
0.1414140909910202,
|
|
0.5267855525016785,
|
|
0.3157893717288971,
|
|
0.3778800964355469,
|
|
0.323809415102005,
|
|
0.7074234485626221,
|
|
0.5124998688697815,
|
|
0.42857128381729126,
|
|
0.3999999165534973,
|
|
0.09696962684392929,
|
|
0.1629629135131836,
|
|
0.15204671025276184,
|
|
0.32911381125450134,
|
|
0.6599999070167542,
|
|
0.5963301062583923,
|
|
0.4414413571357727,
|
|
0.5698922872543335,
|
|
0.14666660130023956,
|
|
0.27322396636009216,
|
|
0.1764705330133438,
|
|
0.5783131122589111,
|
|
0.5838507413864136,
|
|
0.1725887656211853,
|
|
0.18461531400680542,
|
|
0.3563217520713806,
|
|
0.16080394387245178,
|
|
0.24472565948963165,
|
|
0.602040708065033,
|
|
0.35294109582901,
|
|
0.20487797260284424,
|
|
0.4242422580718994,
|
|
0.39795905351638794,
|
|
0.4102562665939331,
|
|
0.22105254232883453,
|
|
0.3609755337238312,
|
|
0.2722512185573578,
|
|
0.5112106204032898,
|
|
0.180851012468338,
|
|
0.17567561566829681,
|
|
0.5685278177261353,
|
|
0.4745761454105377,
|
|
0.2681563198566437,
|
|
0.2549799978733063,
|
|
0.1333332657814026,
|
|
0.3959389626979828
|
|
],
|
|
"time": 182.16601171065122,
|
|
"param": [
|
|
{
|
|
"p": 0.08152026683092117,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06588194519281387,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0740232840180397,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06266314536333084,
|
|
"m": 0.4709530174732208
|
|
},
|
|
{
|
|
"p": 0.06805463135242462,
|
|
"m": 0.9362067580223083
|
|
},
|
|
{
|
|
"p": 0.06688764691352844,
|
|
"m": 0.2634477913379669
|
|
},
|
|
{
|
|
"p": 0.057410381734371185,
|
|
"m": 0.4724632501602173
|
|
},
|
|
{
|
|
"p": 0.07520381361246109,
|
|
"m": 0.43693602085113525
|
|
},
|
|
{
|
|
"p": 0.07215661555528641,
|
|
"m": 0.6106082201004028
|
|
},
|
|
{
|
|
"p": 0.07011380046606064,
|
|
"m": 0.9242144227027893
|
|
},
|
|
{
|
|
"p": 0.07636090368032455,
|
|
"m": 0.4271106719970703
|
|
},
|
|
{
|
|
"p": 0.07382649928331375,
|
|
"m": 0.25140929222106934
|
|
},
|
|
{
|
|
"p": 0.0778125748038292,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07808443158864975,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 3.617492914199829,
|
|
"val_loss": 2.7708230018615723,
|
|
"acc": 35.02,
|
|
"f1": [
|
|
0.6403939127922058,
|
|
0.4033612310886383,
|
|
0.23580780625343323,
|
|
0.17610056698322296,
|
|
0.1481480747461319,
|
|
0.26618701219558716,
|
|
0.3474177420139313,
|
|
0.38190943002700806,
|
|
0.3826086223125458,
|
|
0.4774192273616791,
|
|
0.19565211236476898,
|
|
0.22105254232883453,
|
|
0.3248729705810547,
|
|
0.1834060400724411,
|
|
0.16666659712791443,
|
|
0.19318175315856934,
|
|
0.38251355290412903,
|
|
0.529999852180481,
|
|
0.3431951701641083,
|
|
0.29665064811706543,
|
|
0.559139609336853,
|
|
0.4782607853412628,
|
|
0.30409345030784607,
|
|
0.46999987959861755,
|
|
0.6282721161842346,
|
|
0.23754781484603882,
|
|
0.27814561128616333,
|
|
0.21951211988925934,
|
|
0.5074625611305237,
|
|
0.3489931523799896,
|
|
0.31999993324279785,
|
|
0.3166666030883789,
|
|
0.3647797703742981,
|
|
0.3118278682231903,
|
|
0.3269230127334595,
|
|
0.14736837148666382,
|
|
0.336633563041687,
|
|
0.13259662687778473,
|
|
0.24242419004440308,
|
|
0.5443785786628723,
|
|
0.3803679943084717,
|
|
0.6162160634994507,
|
|
0.28415289521217346,
|
|
0.2937852144241333,
|
|
0.1481480747461319,
|
|
0.16993455588817596,
|
|
0.24299058318138123,
|
|
0.4777776598930359,
|
|
0.46774181723594666,
|
|
0.4022987186908722,
|
|
0.15853650867938995,
|
|
0.3008129298686981,
|
|
0.5791504979133606,
|
|
0.6262625455856323,
|
|
0.509090781211853,
|
|
0.14218004047870636,
|
|
0.45814967155456543,
|
|
0.38216549158096313,
|
|
0.3285022974014282,
|
|
0.3111110329627991,
|
|
0.7058822512626648,
|
|
0.5274723768234253,
|
|
0.41666656732559204,
|
|
0.38888880610466003,
|
|
0.1257142275571823,
|
|
0.19587622582912445,
|
|
0.08219172805547714,
|
|
0.3195875287055969,
|
|
0.6728971004486084,
|
|
0.5999999046325684,
|
|
0.434782475233078,
|
|
0.6063346862792969,
|
|
0.15116271376609802,
|
|
0.33962252736091614,
|
|
0.16417904198169708,
|
|
0.5037593245506287,
|
|
0.5882351994514465,
|
|
0.12413787841796875,
|
|
0.21232870221138,
|
|
0.360248327255249,
|
|
0.14598533511161804,
|
|
0.25675666332244873,
|
|
0.6330273747444153,
|
|
0.3220337927341461,
|
|
0.19459453225135803,
|
|
0.3693692684173584,
|
|
0.36065563559532166,
|
|
0.42452818155288696,
|
|
0.17808210849761963,
|
|
0.30046939849853516,
|
|
0.24422433972358704,
|
|
0.45914387702941895,
|
|
0.1481480747461319,
|
|
0.25274714827537537,
|
|
0.563380241394043,
|
|
0.4530385434627533,
|
|
0.29629620909690857,
|
|
0.25688064098358154,
|
|
0.08433729410171509,
|
|
0.3696681261062622
|
|
],
|
|
"time": 183.57493545301259,
|
|
"param": [
|
|
{
|
|
"p": 0.06656941026449203,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0694243311882019,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06720464676618576,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0787830501794815,
|
|
"m": 0.4421007037162781
|
|
},
|
|
{
|
|
"p": 0.07687170803546906,
|
|
"m": 0.996574342250824
|
|
},
|
|
{
|
|
"p": 0.0696127712726593,
|
|
"m": 0.2451656460762024
|
|
},
|
|
{
|
|
"p": 0.07430215179920197,
|
|
"m": 0.4986957609653473
|
|
},
|
|
{
|
|
"p": 0.07228858023881912,
|
|
"m": 0.2741001546382904
|
|
},
|
|
{
|
|
"p": 0.0754828155040741,
|
|
"m": 0.45979025959968567
|
|
},
|
|
{
|
|
"p": 0.0725732073187828,
|
|
"m": 0.9093762040138245
|
|
},
|
|
{
|
|
"p": 0.06725312769412994,
|
|
"m": 0.4147113263607025
|
|
},
|
|
{
|
|
"p": 0.06516315042972565,
|
|
"m": 0.2583063840866089
|
|
},
|
|
{
|
|
"p": 0.06057849898934364,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08389254659414291,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 3.8625521659851074,
|
|
"val_loss": 2.9274094104766846,
|
|
"acc": 35.92,
|
|
"f1": [
|
|
0.6372547745704651,
|
|
0.42727261781692505,
|
|
0.19480513036251068,
|
|
0.20731700956821442,
|
|
0.16058386862277985,
|
|
0.23529402911663055,
|
|
0.35955044627189636,
|
|
0.39325833320617676,
|
|
0.3675212860107422,
|
|
0.5476189255714417,
|
|
0.12857137620449066,
|
|
0.21940921247005463,
|
|
0.3657141625881195,
|
|
0.2244897186756134,
|
|
0.18348616361618042,
|
|
0.2525251507759094,
|
|
0.3240739703178406,
|
|
0.5043476819992065,
|
|
0.35483860969543457,
|
|
0.24539868533611298,
|
|
0.6185566186904907,
|
|
0.43537408113479614,
|
|
0.3793102502822876,
|
|
0.5088756084442139,
|
|
0.600858211517334,
|
|
0.26794248819351196,
|
|
0.2597402036190033,
|
|
0.16666661202907562,
|
|
0.5073169469833374,
|
|
0.3024389147758484,
|
|
0.3636362552642822,
|
|
0.320441871881485,
|
|
0.35443025827407837,
|
|
0.33962252736091614,
|
|
0.2891565263271332,
|
|
0.13930343091487885,
|
|
0.3350784480571747,
|
|
0.1650484949350357,
|
|
0.2436547577381134,
|
|
0.5232557058334351,
|
|
0.38095223903656006,
|
|
0.6101693511009216,
|
|
0.2533332407474518,
|
|
0.3373492956161499,
|
|
0.22672058641910553,
|
|
0.1990949511528015,
|
|
0.220779150724411,
|
|
0.5050503611564636,
|
|
0.4864863455295563,
|
|
0.3946187198162079,
|
|
0.1584157943725586,
|
|
0.3063828945159912,
|
|
0.5975102186203003,
|
|
0.5427508354187012,
|
|
0.553571343421936,
|
|
0.15555550158023834,
|
|
0.4905658960342407,
|
|
0.3786981403827667,
|
|
0.39166659116744995,
|
|
0.32584258913993835,
|
|
0.678413987159729,
|
|
0.5192306637763977,
|
|
0.3981480300426483,
|
|
0.4123710095882416,
|
|
0.13636356592178345,
|
|
0.20111726224422455,
|
|
0.14723920822143555,
|
|
0.3196346163749695,
|
|
0.6509432196617126,
|
|
0.5897434949874878,
|
|
0.49999988079071045,
|
|
0.6351930499076843,
|
|
0.17449656128883362,
|
|
0.2585032880306244,
|
|
0.13636358082294464,
|
|
0.5911328792572021,
|
|
0.6229507327079773,
|
|
0.14634139835834503,
|
|
0.18811874091625214,
|
|
0.3703702688217163,
|
|
0.14857135713100433,
|
|
0.2955664098262787,
|
|
0.662983238697052,
|
|
0.32369929552078247,
|
|
0.206060528755188,
|
|
0.4104476869106293,
|
|
0.39090898633003235,
|
|
0.4292682111263275,
|
|
0.23364479839801788,
|
|
0.33939382433891296,
|
|
0.28571420907974243,
|
|
0.4281149208545685,
|
|
0.16107375919818878,
|
|
0.1938774734735489,
|
|
0.5988698601722717,
|
|
0.4177776873111725,
|
|
0.3121386468410492,
|
|
0.27083322405815125,
|
|
0.09691624343395233,
|
|
0.4299998879432678
|
|
],
|
|
"time": 183.4363304162398,
|
|
"param": [
|
|
{
|
|
"p": 0.06526444107294083,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.075932078063488,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07142283767461777,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06588093936443329,
|
|
"m": 0.3483324944972992
|
|
},
|
|
{
|
|
"p": 0.06333919614553452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06370031088590622,
|
|
"m": 0.24555309116840363
|
|
},
|
|
{
|
|
"p": 0.07537592202425003,
|
|
"m": 0.5561391115188599
|
|
},
|
|
{
|
|
"p": 0.07092216610908508,
|
|
"m": 0.3725906014442444
|
|
},
|
|
{
|
|
"p": 0.06552474945783615,
|
|
"m": 0.6052586436271667
|
|
},
|
|
{
|
|
"p": 0.07175563275814056,
|
|
"m": 0.8977947235107422
|
|
},
|
|
{
|
|
"p": 0.06844695657491684,
|
|
"m": 0.42947840690612793
|
|
},
|
|
{
|
|
"p": 0.07098236680030823,
|
|
"m": 0.353407621383667
|
|
},
|
|
{
|
|
"p": 0.068368099629879,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10308432579040527,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 3.1568057537078857,
|
|
"val_loss": 2.901334524154663,
|
|
"acc": 34.82,
|
|
"f1": [
|
|
0.637362539768219,
|
|
0.4059404730796814,
|
|
0.24675315618515015,
|
|
0.19178074598312378,
|
|
0.14218004047870636,
|
|
0.21296289563179016,
|
|
0.36601296067237854,
|
|
0.4095236659049988,
|
|
0.4162435233592987,
|
|
0.4155843257904053,
|
|
0.13095231354236603,
|
|
0.2547169029712677,
|
|
0.35582810640335083,
|
|
0.2739725112915039,
|
|
0.19999994337558746,
|
|
0.20105813443660736,
|
|
0.36241599917411804,
|
|
0.5142855644226074,
|
|
0.35582810640335083,
|
|
0.21830980479717255,
|
|
0.6037734746932983,
|
|
0.4766837954521179,
|
|
0.34736835956573486,
|
|
0.4361701011657715,
|
|
0.546816349029541,
|
|
0.24615375697612762,
|
|
0.2775118350982666,
|
|
0.21343867480754852,
|
|
0.5230767726898193,
|
|
0.2929935157299042,
|
|
0.3723403513431549,
|
|
0.2810809910297394,
|
|
0.3063828945159912,
|
|
0.3157893717288971,
|
|
0.2816900610923767,
|
|
0.1734103411436081,
|
|
0.3376622498035431,
|
|
0.09411758184432983,
|
|
0.1971830427646637,
|
|
0.5052630305290222,
|
|
0.25185176730155945,
|
|
0.631578803062439,
|
|
0.27380943298339844,
|
|
0.3014705181121826,
|
|
0.256410151720047,
|
|
0.20792071521282196,
|
|
0.2333332598209381,
|
|
0.4869564175605774,
|
|
0.5301203727722168,
|
|
0.35023030638694763,
|
|
0.18784524500370026,
|
|
0.2972972095012665,
|
|
0.585152804851532,
|
|
0.5772356390953064,
|
|
0.5312498211860657,
|
|
0.16883111000061035,
|
|
0.4873095452785492,
|
|
0.3924049437046051,
|
|
0.39795905351638794,
|
|
0.3260868787765503,
|
|
0.6323528289794922,
|
|
0.4785274565219879,
|
|
0.40999990701675415,
|
|
0.37777766585350037,
|
|
0.14925366640090942,
|
|
0.1696968972682953,
|
|
0.1442307084798813,
|
|
0.31249991059303284,
|
|
0.6403507590293884,
|
|
0.562211811542511,
|
|
0.43523305654525757,
|
|
0.5405403971672058,
|
|
0.10650881379842758,
|
|
0.30150744318962097,
|
|
0.1459226906299591,
|
|
0.5486724376678467,
|
|
0.6666664481163025,
|
|
0.18269222974777222,
|
|
0.1989527940750122,
|
|
0.3502824008464813,
|
|
0.18300646543502808,
|
|
0.29951682686805725,
|
|
0.6305417418479919,
|
|
0.277310848236084,
|
|
0.22429899871349335,
|
|
0.38775497674942017,
|
|
0.38610032200813293,
|
|
0.44311365485191345,
|
|
0.22916659712791443,
|
|
0.39130425453186035,
|
|
0.2736841142177582,
|
|
0.5230767726898193,
|
|
0.14201176166534424,
|
|
0.20430098474025726,
|
|
0.5612244009971619,
|
|
0.4502616822719574,
|
|
0.28571417927742004,
|
|
0.2792791724205017,
|
|
0.11299428343772888,
|
|
0.368663489818573
|
|
],
|
|
"time": 185.1661438634619,
|
|
"param": [
|
|
{
|
|
"p": 0.0746319591999054,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07334353029727936,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07808344811201096,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07267588376998901,
|
|
"m": 0.4460330605506897
|
|
},
|
|
{
|
|
"p": 0.06918226927518845,
|
|
"m": 0.9945266246795654
|
|
},
|
|
{
|
|
"p": 0.06610675156116486,
|
|
"m": 0.3015962541103363
|
|
},
|
|
{
|
|
"p": 0.07885011285543442,
|
|
"m": 0.5302475690841675
|
|
},
|
|
{
|
|
"p": 0.05882231891155243,
|
|
"m": 0.5077199339866638
|
|
},
|
|
{
|
|
"p": 0.06487230956554413,
|
|
"m": 0.5023685097694397
|
|
},
|
|
{
|
|
"p": 0.06884568929672241,
|
|
"m": 0.851948618888855
|
|
},
|
|
{
|
|
"p": 0.07093046605587006,
|
|
"m": 0.4782126545906067
|
|
},
|
|
{
|
|
"p": 0.06817572563886642,
|
|
"m": 0.3164103031158447
|
|
},
|
|
{
|
|
"p": 0.06903783231973648,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08644167333841324,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 3.327497959136963,
|
|
"val_loss": 2.744478702545166,
|
|
"acc": 35.23,
|
|
"f1": [
|
|
0.600858211517334,
|
|
0.41666656732559204,
|
|
0.18713442981243134,
|
|
0.18181811273097992,
|
|
0.1499999314546585,
|
|
0.21186435222625732,
|
|
0.4150942265987396,
|
|
0.4096384644508362,
|
|
0.34513264894485474,
|
|
0.43428558111190796,
|
|
0.12643671035766602,
|
|
0.22891558706760406,
|
|
0.367346853017807,
|
|
0.18309852480888367,
|
|
0.16783210635185242,
|
|
0.21333326399326324,
|
|
0.35467973351478577,
|
|
0.46999987959861755,
|
|
0.390243798494339,
|
|
0.2893615961074829,
|
|
0.5675674080848694,
|
|
0.4509802758693695,
|
|
0.3286384046077728,
|
|
0.5560973882675171,
|
|
0.5991901755332947,
|
|
0.22950810194015503,
|
|
0.29166659712791443,
|
|
0.17441853880882263,
|
|
0.4499998986721039,
|
|
0.2931033670902252,
|
|
0.33027511835098267,
|
|
0.25945934653282166,
|
|
0.32142847776412964,
|
|
0.327868789434433,
|
|
0.33492809534072876,
|
|
0.16494840383529663,
|
|
0.3121950626373291,
|
|
0.15384607017040253,
|
|
0.2612611949443817,
|
|
0.49999988079071045,
|
|
0.29268285632133484,
|
|
0.6067414879798889,
|
|
0.26666659116744995,
|
|
0.329670250415802,
|
|
0.18978095054626465,
|
|
0.2101166695356369,
|
|
0.19999992847442627,
|
|
0.47257372736930847,
|
|
0.4999998211860657,
|
|
0.3953487277030945,
|
|
0.15384608507156372,
|
|
0.31535258889198303,
|
|
0.5560164451599121,
|
|
0.5918366312980652,
|
|
0.4744184911251068,
|
|
0.13407814502716064,
|
|
0.4675323963165283,
|
|
0.37305691838264465,
|
|
0.43564343452453613,
|
|
0.3351350426673889,
|
|
0.7389161586761475,
|
|
0.4615383446216583,
|
|
0.3858267068862915,
|
|
0.385650098323822,
|
|
0.15217386186122894,
|
|
0.18867920339107513,
|
|
0.1810344010591507,
|
|
0.3582088351249695,
|
|
0.6666665077209473,
|
|
0.587155818939209,
|
|
0.41666656732559204,
|
|
0.6030149459838867,
|
|
0.13186806440353394,
|
|
0.27777767181396484,
|
|
0.0504201278090477,
|
|
0.5599998831748962,
|
|
0.5596706867218018,
|
|
0.15384608507156372,
|
|
0.1803921014070511,
|
|
0.38709667325019836,
|
|
0.19767434895038605,
|
|
0.31746023893356323,
|
|
0.6444442868232727,
|
|
0.34374991059303284,
|
|
0.19314636290073395,
|
|
0.44198882579803467,
|
|
0.3981480300426483,
|
|
0.3636362850666046,
|
|
0.2018347978591919,
|
|
0.35856562852859497,
|
|
0.3068782389163971,
|
|
0.5497629642486572,
|
|
0.13513506948947906,
|
|
0.26373615860939026,
|
|
0.5468748807907104,
|
|
0.4502616822719574,
|
|
0.265060156583786,
|
|
0.3301886022090912,
|
|
0.13392852246761322,
|
|
0.35714277625083923
|
|
],
|
|
"time": 181.50109415035695,
|
|
"param": [
|
|
{
|
|
"p": 0.07398803532123566,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06550826877355576,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07309179753065109,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06998993456363678,
|
|
"m": 0.5022838711738586
|
|
},
|
|
{
|
|
"p": 0.08140076696872711,
|
|
"m": 0.9781562089920044
|
|
},
|
|
{
|
|
"p": 0.07926353067159653,
|
|
"m": 0.3010852634906769
|
|
},
|
|
{
|
|
"p": 0.06540873646736145,
|
|
"m": 0.6003336310386658
|
|
},
|
|
{
|
|
"p": 0.0670199766755104,
|
|
"m": 0.4743928015232086
|
|
},
|
|
{
|
|
"p": 0.07501055300235748,
|
|
"m": 0.4425913691520691
|
|
},
|
|
{
|
|
"p": 0.06500902026891708,
|
|
"m": 0.7519190311431885
|
|
},
|
|
{
|
|
"p": 0.0693960189819336,
|
|
"m": 0.46521249413490295
|
|
},
|
|
{
|
|
"p": 0.059807274490594864,
|
|
"m": 0.3336235582828522
|
|
},
|
|
{
|
|
"p": 0.07691708207130432,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07818890362977982,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 3.342709541320801,
|
|
"val_loss": 2.879213571548462,
|
|
"acc": 35.69,
|
|
"f1": [
|
|
0.6903551816940308,
|
|
0.4277455508708954,
|
|
0.1951218843460083,
|
|
0.2025315761566162,
|
|
0.13017743825912476,
|
|
0.25570768117904663,
|
|
0.34920626878738403,
|
|
0.4090908467769623,
|
|
0.36734679341316223,
|
|
0.4347825050354004,
|
|
0.18404902517795563,
|
|
0.22891558706760406,
|
|
0.3693692684173584,
|
|
0.24899591505527496,
|
|
0.1866666078567505,
|
|
0.18025743961334229,
|
|
0.3794870972633362,
|
|
0.4358973205089569,
|
|
0.35897424817085266,
|
|
0.23809516429901123,
|
|
0.6666665077209473,
|
|
0.49999988079071045,
|
|
0.3529410660266876,
|
|
0.5167463421821594,
|
|
0.6183573603630066,
|
|
0.289308100938797,
|
|
0.3249998688697815,
|
|
0.21404676139354706,
|
|
0.5046727657318115,
|
|
0.31249991059303284,
|
|
0.3827749788761139,
|
|
0.3090128004550934,
|
|
0.3147207200527191,
|
|
0.2843136191368103,
|
|
0.2545453608036041,
|
|
0.08888883143663406,
|
|
0.3057323694229126,
|
|
0.16170208156108856,
|
|
0.2564101815223694,
|
|
0.4792625606060028,
|
|
0.33502528071403503,
|
|
0.5607475638389587,
|
|
0.2840908169746399,
|
|
0.30651330947875977,
|
|
0.19108274579048157,
|
|
0.2138364166021347,
|
|
0.18705029785633087,
|
|
0.5119045972824097,
|
|
0.5221673846244812,
|
|
0.4788731336593628,
|
|
0.14285707473754883,
|
|
0.2574256658554077,
|
|
0.5950412750244141,
|
|
0.635944664478302,
|
|
0.5388599634170532,
|
|
0.15999993681907654,
|
|
0.511415421962738,
|
|
0.367346853017807,
|
|
0.3999998867511749,
|
|
0.2923975884914398,
|
|
0.6827307939529419,
|
|
0.5714284777641296,
|
|
0.40206170082092285,
|
|
0.41717782616615295,
|
|
0.1376146376132965,
|
|
0.18784524500370026,
|
|
0.06711404025554657,
|
|
0.34101372957229614,
|
|
0.6666665077209473,
|
|
0.5975102186203003,
|
|
0.45535701513290405,
|
|
0.613065242767334,
|
|
0.15584410727024078,
|
|
0.33333325386047363,
|
|
0.18823520839214325,
|
|
0.5818180441856384,
|
|
0.6298341155052185,
|
|
0.1528661698102951,
|
|
0.1729728877544403,
|
|
0.3710406422615051,
|
|
0.15053758025169373,
|
|
0.228571355342865,
|
|
0.6146340370178223,
|
|
0.25165554881095886,
|
|
0.20270265638828278,
|
|
0.4454975128173828,
|
|
0.3206750154495239,
|
|
0.4352940320968628,
|
|
0.20074345171451569,
|
|
0.3592231869697571,
|
|
0.2909089922904968,
|
|
0.5217390656471252,
|
|
0.16049376130104065,
|
|
0.24742262065410614,
|
|
0.562211811542511,
|
|
0.4369746744632721,
|
|
0.31775689125061035,
|
|
0.2686566412448883,
|
|
0.10483863949775696,
|
|
0.3352600038051605
|
|
],
|
|
"time": 181.4523230716586,
|
|
"param": [
|
|
{
|
|
"p": 0.07856997847557068,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07430006563663483,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0769924446940422,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07531337440013885,
|
|
"m": 0.3966064155101776
|
|
},
|
|
{
|
|
"p": 0.061834175139665604,
|
|
"m": 0.9259109497070312
|
|
},
|
|
{
|
|
"p": 0.06896543502807617,
|
|
"m": 0.30626189708709717
|
|
},
|
|
{
|
|
"p": 0.07788046449422836,
|
|
"m": 0.7000818848609924
|
|
},
|
|
{
|
|
"p": 0.0619242824614048,
|
|
"m": 0.4428011476993561
|
|
},
|
|
{
|
|
"p": 0.06178126111626625,
|
|
"m": 0.5312561392784119
|
|
},
|
|
{
|
|
"p": 0.07287895679473877,
|
|
"m": 0.824549674987793
|
|
},
|
|
{
|
|
"p": 0.06065741181373596,
|
|
"m": 0.5990371704101562
|
|
},
|
|
{
|
|
"p": 0.07593213766813278,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.07171197235584259,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08125810325145721,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 3.0983033180236816,
|
|
"val_loss": 2.9345359802246094,
|
|
"acc": 35.83,
|
|
"f1": [
|
|
0.6772485375404358,
|
|
0.43333321809768677,
|
|
0.22222214937210083,
|
|
0.11594197899103165,
|
|
0.1126759946346283,
|
|
0.22413785755634308,
|
|
0.30952370166778564,
|
|
0.36585354804992676,
|
|
0.3320753574371338,
|
|
0.4756755530834198,
|
|
0.14473678171634674,
|
|
0.20689646899700165,
|
|
0.37885454297065735,
|
|
0.26455017924308777,
|
|
0.17073164880275726,
|
|
0.16535425186157227,
|
|
0.35978829860687256,
|
|
0.48068660497665405,
|
|
0.3592813014984131,
|
|
0.22372876107692719,
|
|
0.5519999265670776,
|
|
0.5066665410995483,
|
|
0.35365843772888184,
|
|
0.5287355184555054,
|
|
0.6486485004425049,
|
|
0.27472516894340515,
|
|
0.3135133981704712,
|
|
0.21395343542099,
|
|
0.4916200041770935,
|
|
0.37426888942718506,
|
|
0.36649200320243835,
|
|
0.3068782389163971,
|
|
0.34736835956573486,
|
|
0.262857049703598,
|
|
0.26525193452835083,
|
|
0.14285707473754883,
|
|
0.3428570628166199,
|
|
0.19138747453689575,
|
|
0.30496448278427124,
|
|
0.4615383744239807,
|
|
0.3277309536933899,
|
|
0.5771142840385437,
|
|
0.25510191917419434,
|
|
0.35443025827407837,
|
|
0.2021275758743286,
|
|
0.20125779509544373,
|
|
0.18279562890529633,
|
|
0.48453593254089355,
|
|
0.5024629235267639,
|
|
0.41711217164993286,
|
|
0.16494840383529663,
|
|
0.33333325386047363,
|
|
0.5981307029724121,
|
|
0.6160336136817932,
|
|
0.5135133862495422,
|
|
0.14432983100414276,
|
|
0.47808754444122314,
|
|
0.3908045291900635,
|
|
0.4183672070503235,
|
|
0.31764698028564453,
|
|
0.6600984334945679,
|
|
0.5420559644699097,
|
|
0.40217384696006775,
|
|
0.3936169147491455,
|
|
0.13392852246761322,
|
|
0.1854303926229477,
|
|
0.16911759972572327,
|
|
0.3493974804878235,
|
|
0.6323528289794922,
|
|
0.6153844594955444,
|
|
0.49999988079071045,
|
|
0.5980390906333923,
|
|
0.16279064118862152,
|
|
0.326315701007843,
|
|
0.19108274579048157,
|
|
0.5833331942558289,
|
|
0.5972849726676941,
|
|
0.16279064118862152,
|
|
0.1899440735578537,
|
|
0.29714274406433105,
|
|
0.18090447783470154,
|
|
0.22619038820266724,
|
|
0.6183573603630066,
|
|
0.26388877630233765,
|
|
0.17857135832309723,
|
|
0.44808733463287354,
|
|
0.38056668639183044,
|
|
0.4565216302871704,
|
|
0.20588228106498718,
|
|
0.3942306339740753,
|
|
0.30526304244995117,
|
|
0.5188678503036499,
|
|
0.16666659712791443,
|
|
0.20408158004283905,
|
|
0.5575219988822937,
|
|
0.47619035840034485,
|
|
0.3414633274078369,
|
|
0.2959640622138977,
|
|
0.1442307084798813,
|
|
0.425531804561615
|
|
],
|
|
"time": 180.43466127291322,
|
|
"param": [
|
|
{
|
|
"p": 0.0763048306107521,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08152581751346588,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0698065534234047,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06860630959272385,
|
|
"m": 0.2566947042942047
|
|
},
|
|
{
|
|
"p": 0.0698109120130539,
|
|
"m": 0.9216166138648987
|
|
},
|
|
{
|
|
"p": 0.07311999052762985,
|
|
"m": 0.19401954114437103
|
|
},
|
|
{
|
|
"p": 0.07607495039701462,
|
|
"m": 0.5322022438049316
|
|
},
|
|
{
|
|
"p": 0.06402875483036041,
|
|
"m": 0.5340204238891602
|
|
},
|
|
{
|
|
"p": 0.06262261420488358,
|
|
"m": 0.41909268498420715
|
|
},
|
|
{
|
|
"p": 0.07087826728820801,
|
|
"m": 0.772070050239563
|
|
},
|
|
{
|
|
"p": 0.06410548835992813,
|
|
"m": 0.5010249018669128
|
|
},
|
|
{
|
|
"p": 0.07354367524385452,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06104229763150215,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08852959424257278,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 3.2311599254608154,
|
|
"val_loss": 2.7694649696350098,
|
|
"acc": 34.8,
|
|
"f1": [
|
|
0.62135910987854,
|
|
0.3980098366737366,
|
|
0.21874994039535522,
|
|
0.13513506948947906,
|
|
0.1546391248703003,
|
|
0.2727271616458893,
|
|
0.31506839394569397,
|
|
0.345177561044693,
|
|
0.3516482412815094,
|
|
0.43518510460853577,
|
|
0.19101116061210632,
|
|
0.21428564190864563,
|
|
0.32369929552078247,
|
|
0.23938217759132385,
|
|
0.211055189371109,
|
|
0.22058817744255066,
|
|
0.3697478175163269,
|
|
0.43946176767349243,
|
|
0.4200912117958069,
|
|
0.2842104732990265,
|
|
0.5933012366294861,
|
|
0.48648640513420105,
|
|
0.28571417927742004,
|
|
0.4785274565219879,
|
|
0.6336632370948792,
|
|
0.280898779630661,
|
|
0.3041473925113678,
|
|
0.20408155024051666,
|
|
0.4967319071292877,
|
|
0.31901830434799194,
|
|
0.41148313879966736,
|
|
0.28571417927742004,
|
|
0.31034475564956665,
|
|
0.24999991059303284,
|
|
0.29677411913871765,
|
|
0.09580832719802856,
|
|
0.35454532504081726,
|
|
0.13580238819122314,
|
|
0.22222216427326202,
|
|
0.4606059193611145,
|
|
0.3107568919658661,
|
|
0.6298341155052185,
|
|
0.23728805780410767,
|
|
0.33333325386047363,
|
|
0.11688306927680969,
|
|
0.19587622582912445,
|
|
0.22330091893672943,
|
|
0.4744184911251068,
|
|
0.44848471879959106,
|
|
0.41346144676208496,
|
|
0.17616572976112366,
|
|
0.31050220131874084,
|
|
0.5676854848861694,
|
|
0.62135910987854,
|
|
0.48936155438423157,
|
|
0.10891082137823105,
|
|
0.49107134342193604,
|
|
0.3708608150482178,
|
|
0.35143762826919556,
|
|
0.27322396636009216,
|
|
0.6633164882659912,
|
|
0.5252523422241211,
|
|
0.4230768084526062,
|
|
0.4022345542907715,
|
|
0.11678826063871384,
|
|
0.22598862648010254,
|
|
0.12834219634532928,
|
|
0.33035704493522644,
|
|
0.696517288684845,
|
|
0.579710066318512,
|
|
0.4585364758968353,
|
|
0.610878586769104,
|
|
0.13571421802043915,
|
|
0.3299999237060547,
|
|
0.13496926426887512,
|
|
0.45512813329696655,
|
|
0.5771142840385437,
|
|
0.1704544872045517,
|
|
0.21333324909210205,
|
|
0.38541653752326965,
|
|
0.16216209530830383,
|
|
0.2588234543800354,
|
|
0.6938773989677429,
|
|
0.28846150636672974,
|
|
0.1985815018415451,
|
|
0.3755457401275635,
|
|
0.42914968729019165,
|
|
0.3771427571773529,
|
|
0.20224712789058685,
|
|
0.29464277625083923,
|
|
0.23740999400615692,
|
|
0.48799988627433777,
|
|
0.1694914698600769,
|
|
0.2244897186756134,
|
|
0.6203702688217163,
|
|
0.4387753903865814,
|
|
0.2404370754957199,
|
|
0.2491348832845688,
|
|
0.0869564563035965,
|
|
0.4022345542907715
|
|
],
|
|
"time": 184.69595911260694,
|
|
"param": [
|
|
{
|
|
"p": 0.0719490721821785,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07263094931840897,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07733108848333359,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07027815282344818,
|
|
"m": 0.4551830589771271
|
|
},
|
|
{
|
|
"p": 0.06948336213827133,
|
|
"m": 0.9473541975021362
|
|
},
|
|
{
|
|
"p": 0.07081550359725952,
|
|
"m": 0.27213484048843384
|
|
},
|
|
{
|
|
"p": 0.06213055178523064,
|
|
"m": 0.43874192237854004
|
|
},
|
|
{
|
|
"p": 0.06945070624351501,
|
|
"m": 0.5658470988273621
|
|
},
|
|
{
|
|
"p": 0.07046133279800415,
|
|
"m": 0.48619741201400757
|
|
},
|
|
{
|
|
"p": 0.0779668539762497,
|
|
"m": 0.7076879739761353
|
|
},
|
|
{
|
|
"p": 0.06982939690351486,
|
|
"m": 0.5393620729446411
|
|
},
|
|
{
|
|
"p": 0.05550708249211311,
|
|
"m": 0.13500863313674927
|
|
},
|
|
{
|
|
"p": 0.07051140815019608,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09165465086698532,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 3.0895769596099854,
|
|
"val_loss": 3.191657781600952,
|
|
"acc": 34.88,
|
|
"f1": [
|
|
0.6407765746116638,
|
|
0.37735840678215027,
|
|
0.2589927613735199,
|
|
0.2275448441505432,
|
|
0.08955218642950058,
|
|
0.27272722125053406,
|
|
0.3510637581348419,
|
|
0.4090908467769623,
|
|
0.3733331859111786,
|
|
0.4550897181034088,
|
|
0.15217386186122894,
|
|
0.19999994337558746,
|
|
0.3627450466156006,
|
|
0.1818181276321411,
|
|
0.14689259231090546,
|
|
0.2021275758743286,
|
|
0.37614670395851135,
|
|
0.4226802885532379,
|
|
0.42162150144577026,
|
|
0.23076915740966797,
|
|
0.568720281124115,
|
|
0.5155554413795471,
|
|
0.29714274406433105,
|
|
0.4487804174423218,
|
|
0.6256982088088989,
|
|
0.3024389147758484,
|
|
0.27472516894340515,
|
|
0.22666659951210022,
|
|
0.5393257141113281,
|
|
0.3068180978298187,
|
|
0.3636362552642822,
|
|
0.2934781610965729,
|
|
0.28925609588623047,
|
|
0.3318384885787964,
|
|
0.30107519030570984,
|
|
0.18264833092689514,
|
|
0.2929935157299042,
|
|
0.16666659712791443,
|
|
0.24630534648895264,
|
|
0.5243901014328003,
|
|
0.32804223895072937,
|
|
0.48927029967308044,
|
|
0.3097344636917114,
|
|
0.2796609401702881,
|
|
0.13698624074459076,
|
|
0.212290421128273,
|
|
0.25906726717948914,
|
|
0.4930231273174286,
|
|
0.48044681549072266,
|
|
0.418803334236145,
|
|
0.13636359572410583,
|
|
0.3362067937850952,
|
|
0.5700481534004211,
|
|
0.5674417018890381,
|
|
0.5435895919799805,
|
|
0.14339616894721985,
|
|
0.4834122061729431,
|
|
0.3317534327507019,
|
|
0.3644067049026489,
|
|
0.28426387906074524,
|
|
0.6580085158348083,
|
|
0.553571343421936,
|
|
0.38095229864120483,
|
|
0.38918909430503845,
|
|
0.15476183593273163,
|
|
0.17834389209747314,
|
|
0.1368420422077179,
|
|
0.2727271616458893,
|
|
0.6783624887466431,
|
|
0.6116504073143005,
|
|
0.43333321809768677,
|
|
0.5999999046325684,
|
|
0.119999960064888,
|
|
0.38961026072502136,
|
|
0.14049580693244934,
|
|
0.577777624130249,
|
|
0.609625518321991,
|
|
0.1725887656211853,
|
|
0.22222213447093964,
|
|
0.3313608467578888,
|
|
0.15936249494552612,
|
|
0.23636355996131897,
|
|
0.6124400496482849,
|
|
0.3363635540008545,
|
|
0.20792071521282196,
|
|
0.40677955746650696,
|
|
0.3473052978515625,
|
|
0.4195120930671692,
|
|
0.19905206561088562,
|
|
0.37614670395851135,
|
|
0.24691346287727356,
|
|
0.5170730352401733,
|
|
0.14736837148666382,
|
|
0.22471901774406433,
|
|
0.5730335712432861,
|
|
0.43269219994544983,
|
|
0.31730762124061584,
|
|
0.2909089922904968,
|
|
0.08571423590183258,
|
|
0.3899998664855957
|
|
],
|
|
"time": 178.9689272120595,
|
|
"param": [
|
|
{
|
|
"p": 0.07101180404424667,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07447533309459686,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07229764014482498,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06657113879919052,
|
|
"m": 0.4573243260383606
|
|
},
|
|
{
|
|
"p": 0.06091374158859253,
|
|
"m": 0.9986937046051025
|
|
},
|
|
{
|
|
"p": 0.07734256237745285,
|
|
"m": 0.2666783034801483
|
|
},
|
|
{
|
|
"p": 0.06969711184501648,
|
|
"m": 0.49060550332069397
|
|
},
|
|
{
|
|
"p": 0.07296250015497208,
|
|
"m": 0.5532275438308716
|
|
},
|
|
{
|
|
"p": 0.0650748759508133,
|
|
"m": 0.5494130849838257
|
|
},
|
|
{
|
|
"p": 0.07411935925483704,
|
|
"m": 0.7334092855453491
|
|
},
|
|
{
|
|
"p": 0.061387304216623306,
|
|
"m": 0.5557355284690857
|
|
},
|
|
{
|
|
"p": 0.07972010970115662,
|
|
"m": 0.18677234649658203
|
|
},
|
|
{
|
|
"p": 0.06139439344406128,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09303218871355057,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 3.240863561630249,
|
|
"val_loss": 3.218132972717285,
|
|
"acc": 35.42,
|
|
"f1": [
|
|
0.6808508634567261,
|
|
0.4260353744029999,
|
|
0.20289847254753113,
|
|
0.2127659022808075,
|
|
0.16740082204341888,
|
|
0.2580644190311432,
|
|
0.38157883286476135,
|
|
0.32142847776412964,
|
|
0.37894728779792786,
|
|
0.4814813435077667,
|
|
0.17441853880882263,
|
|
0.22325573861598969,
|
|
0.3823528587818146,
|
|
0.24999991059303284,
|
|
0.1554403454065323,
|
|
0.19469019770622253,
|
|
0.3389829397201538,
|
|
0.45263150334358215,
|
|
0.3904760777950287,
|
|
0.25945934653282166,
|
|
0.6183573603630066,
|
|
0.46025097370147705,
|
|
0.3469386696815491,
|
|
0.5257730484008789,
|
|
0.6086955666542053,
|
|
0.2735848128795624,
|
|
0.2977098226547241,
|
|
0.19780214130878448,
|
|
0.5128204226493835,
|
|
0.33333325386047363,
|
|
0.4070795178413391,
|
|
0.28859052062034607,
|
|
0.3529410660266876,
|
|
0.36206886172294617,
|
|
0.3121386468410492,
|
|
0.14754092693328857,
|
|
0.280898779630661,
|
|
0.15789468586444855,
|
|
0.24806194007396698,
|
|
0.4585364758968353,
|
|
0.3726707398891449,
|
|
0.6589593291282654,
|
|
0.25906726717948914,
|
|
0.37864065170288086,
|
|
0.21590900421142578,
|
|
0.18719203770160675,
|
|
0.24528293311595917,
|
|
0.43181806802749634,
|
|
0.4765956401824951,
|
|
0.42253509163856506,
|
|
0.15555550158023834,
|
|
0.27667975425720215,
|
|
0.5377357006072998,
|
|
0.5961536765098572,
|
|
0.4871794283390045,
|
|
0.11926598846912384,
|
|
0.4705880880355835,
|
|
0.3899998664855957,
|
|
0.34343424439430237,
|
|
0.31538453698158264,
|
|
0.7115383744239807,
|
|
0.5142855644226074,
|
|
0.3999998867511749,
|
|
0.3800903856754303,
|
|
0.07142851501703262,
|
|
0.17105256021022797,
|
|
0.16249993443489075,
|
|
0.3619908392429352,
|
|
0.6733667254447937,
|
|
0.6122447848320007,
|
|
0.42290738224983215,
|
|
0.6297871470451355,
|
|
0.1282050609588623,
|
|
0.345177561044693,
|
|
0.15936249494552612,
|
|
0.633333146572113,
|
|
0.5816324949264526,
|
|
0.15172408521175385,
|
|
0.19004517793655396,
|
|
0.3670884966850281,
|
|
0.11111105233430862,
|
|
0.25339359045028687,
|
|
0.5913042426109314,
|
|
0.26086944341659546,
|
|
0.19999994337558746,
|
|
0.4476189613342285,
|
|
0.39560428261756897,
|
|
0.3975153863430023,
|
|
0.19999992847442627,
|
|
0.3598325252532959,
|
|
0.2840908169746399,
|
|
0.5775399804115295,
|
|
0.18905465304851532,
|
|
0.19108274579048157,
|
|
0.6063828468322754,
|
|
0.45901623368263245,
|
|
0.26881712675094604,
|
|
0.24892695248126984,
|
|
0.10055860131978989,
|
|
0.4646463394165039
|
|
],
|
|
"time": 185.04774680640548,
|
|
"param": [
|
|
{
|
|
"p": 0.06453293561935425,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08235623687505722,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07901336252689362,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08215928077697754,
|
|
"m": 0.35069960355758667
|
|
},
|
|
{
|
|
"p": 0.061097994446754456,
|
|
"m": 0.9845942258834839
|
|
},
|
|
{
|
|
"p": 0.07365389168262482,
|
|
"m": 0.28349587321281433
|
|
},
|
|
{
|
|
"p": 0.06934132426977158,
|
|
"m": 0.5857095718383789
|
|
},
|
|
{
|
|
"p": 0.06485237181186676,
|
|
"m": 0.4538017213344574
|
|
},
|
|
{
|
|
"p": 0.0640542283654213,
|
|
"m": 0.6701483130455017
|
|
},
|
|
{
|
|
"p": 0.06821766495704651,
|
|
"m": 0.8162308931350708
|
|
},
|
|
{
|
|
"p": 0.07529941946268082,
|
|
"m": 0.4883202910423279
|
|
},
|
|
{
|
|
"p": 0.06392644345760345,
|
|
"m": 0.1047612726688385
|
|
},
|
|
{
|
|
"p": 0.055342141538858414,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09615273773670197,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 2.963541030883789,
|
|
"val_loss": 2.9145076274871826,
|
|
"acc": 34.99,
|
|
"f1": [
|
|
0.6486485004425049,
|
|
0.35365843772888184,
|
|
0.20553353428840637,
|
|
0.11851847171783447,
|
|
0.17346931993961334,
|
|
0.2564101815223694,
|
|
0.38150280714035034,
|
|
0.36162352561950684,
|
|
0.3389829695224762,
|
|
0.45121943950653076,
|
|
0.2347417026758194,
|
|
0.21256029605865479,
|
|
0.40692633390426636,
|
|
0.23015865683555603,
|
|
0.21568621695041656,
|
|
0.23030294477939606,
|
|
0.39999985694885254,
|
|
0.4053155481815338,
|
|
0.36241599917411804,
|
|
0.24999991059303284,
|
|
0.6336632370948792,
|
|
0.48201432824134827,
|
|
0.3026314675807953,
|
|
0.46428558230400085,
|
|
0.6399998664855957,
|
|
0.22784802317619324,
|
|
0.28742504119873047,
|
|
0.20809243619441986,
|
|
0.5333331823348999,
|
|
0.26666659116744995,
|
|
0.37681150436401367,
|
|
0.2784809172153473,
|
|
0.32799988985061646,
|
|
0.32635971903800964,
|
|
0.3260868787765503,
|
|
0.16981124877929688,
|
|
0.30366483330726624,
|
|
0.13664589822292328,
|
|
0.19491519033908844,
|
|
0.5146197080612183,
|
|
0.31325292587280273,
|
|
0.6057690978050232,
|
|
0.2577318847179413,
|
|
0.32034626603126526,
|
|
0.24896258115768433,
|
|
0.20095685124397278,
|
|
0.20224712789058685,
|
|
0.48387083411216736,
|
|
0.47572803497314453,
|
|
0.4077668786048889,
|
|
0.188888818025589,
|
|
0.30769219994544983,
|
|
0.5932202339172363,
|
|
0.5741626024246216,
|
|
0.5027931928634644,
|
|
0.15023468434810638,
|
|
0.488262802362442,
|
|
0.38043469190597534,
|
|
0.34710732102394104,
|
|
0.35532984137535095,
|
|
0.7149319648742676,
|
|
0.5197739005088806,
|
|
0.39285704493522644,
|
|
0.35460981726646423,
|
|
0.10714280605316162,
|
|
0.19883033633232117,
|
|
0.1839999407529831,
|
|
0.3444443643093109,
|
|
0.6994534134864807,
|
|
0.6153844594955444,
|
|
0.46601933240890503,
|
|
0.6162160634994507,
|
|
0.12413787841796875,
|
|
0.3387977182865143,
|
|
0.15789467096328735,
|
|
0.5603863000869751,
|
|
0.6390531063079834,
|
|
0.13432830572128296,
|
|
0.19999995827674866,
|
|
0.2695034444332123,
|
|
0.20270265638828278,
|
|
0.21256029605865479,
|
|
0.6499998569488525,
|
|
0.323809415102005,
|
|
0.15714280307292938,
|
|
0.301754355430603,
|
|
0.41414129734039307,
|
|
0.3917524814605713,
|
|
0.19417467713356018,
|
|
0.40170925855636597,
|
|
0.23041465878486633,
|
|
0.561576247215271,
|
|
0.2256409376859665,
|
|
0.2681563198566437,
|
|
0.6145831942558289,
|
|
0.4621847867965698,
|
|
0.26315778493881226,
|
|
0.23529407382011414,
|
|
0.09661828726530075,
|
|
0.3483870029449463
|
|
],
|
|
"time": 182.9118383238092,
|
|
"param": [
|
|
{
|
|
"p": 0.05953162536025047,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07396631687879562,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07813956588506699,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07660072296857834,
|
|
"m": 0.3509999215602875
|
|
},
|
|
{
|
|
"p": 0.0753023773431778,
|
|
"m": 0.9980368614196777
|
|
},
|
|
{
|
|
"p": 0.0756867527961731,
|
|
"m": 0.292325884103775
|
|
},
|
|
{
|
|
"p": 0.0840844139456749,
|
|
"m": 0.5006008148193359
|
|
},
|
|
{
|
|
"p": 0.06808192282915115,
|
|
"m": 0.4949841797351837
|
|
},
|
|
{
|
|
"p": 0.06506464630365372,
|
|
"m": 0.6529340147972107
|
|
},
|
|
{
|
|
"p": 0.07304699718952179,
|
|
"m": 0.8250884413719177
|
|
},
|
|
{
|
|
"p": 0.06569285690784454,
|
|
"m": 0.5662744641304016
|
|
},
|
|
{
|
|
"p": 0.07166968286037445,
|
|
"m": 0.18023809790611267
|
|
},
|
|
{
|
|
"p": 0.045807503163814545,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08732457458972931,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 3.1690421104431152,
|
|
"val_loss": 2.7860167026519775,
|
|
"acc": 34.93,
|
|
"f1": [
|
|
0.604255199432373,
|
|
0.3617020547389984,
|
|
0.19480513036251068,
|
|
0.16853927075862885,
|
|
0.13526564836502075,
|
|
0.22421517968177795,
|
|
0.3414633274078369,
|
|
0.40677958726882935,
|
|
0.3076922297477722,
|
|
0.44239622354507446,
|
|
0.11764701455831528,
|
|
0.1909089982509613,
|
|
0.33532923460006714,
|
|
0.24630534648895264,
|
|
0.15999993681907654,
|
|
0.1650484949350357,
|
|
0.3699420988559723,
|
|
0.4672130346298218,
|
|
0.37433144450187683,
|
|
0.2790696918964386,
|
|
0.5843619704246521,
|
|
0.535353422164917,
|
|
0.3636362850666046,
|
|
0.35897424817085266,
|
|
0.6175113916397095,
|
|
0.26666659116744995,
|
|
0.289308100938797,
|
|
0.2268906980752945,
|
|
0.447368323802948,
|
|
0.31788066029548645,
|
|
0.3698112368583679,
|
|
0.35627520084381104,
|
|
0.3517586886882782,
|
|
0.3147207200527191,
|
|
0.2890624403953552,
|
|
0.10833326727151871,
|
|
0.2816900610923767,
|
|
0.1912349909543991,
|
|
0.2061854749917984,
|
|
0.46478861570358276,
|
|
0.30701744556427,
|
|
0.562211811542511,
|
|
0.3211008310317993,
|
|
0.32432425022125244,
|
|
0.17931029200553894,
|
|
0.211055189371109,
|
|
0.20512813329696655,
|
|
0.4301885962486267,
|
|
0.418032705783844,
|
|
0.3957218527793884,
|
|
0.21965309977531433,
|
|
0.32490962743759155,
|
|
0.5624998807907104,
|
|
0.6291078925132751,
|
|
0.48447185754776,
|
|
0.13207541406154633,
|
|
0.5049503445625305,
|
|
0.31884047389030457,
|
|
0.4210525155067444,
|
|
0.3495144844055176,
|
|
0.6543776988983154,
|
|
0.5320196151733398,
|
|
0.4221104085445404,
|
|
0.4245808720588684,
|
|
0.11695900559425354,
|
|
0.18840573728084564,
|
|
0.16766461730003357,
|
|
0.33179715275764465,
|
|
0.6548671722412109,
|
|
0.5240174531936646,
|
|
0.4808742105960846,
|
|
0.5900381803512573,
|
|
0.13513506948947906,
|
|
0.2585032880306244,
|
|
0.19209031760692596,
|
|
0.6111109852790833,
|
|
0.5818180441856384,
|
|
0.1635219305753708,
|
|
0.16528919339179993,
|
|
0.39603951573371887,
|
|
0.13698624074459076,
|
|
0.2333332598209381,
|
|
0.6039602756500244,
|
|
0.31055888533592224,
|
|
0.24096378684043884,
|
|
0.36129021644592285,
|
|
0.38914018869400024,
|
|
0.39805811643600464,
|
|
0.17085421085357666,
|
|
0.33093515038490295,
|
|
0.28193822503089905,
|
|
0.539215624332428,
|
|
0.19791658222675323,
|
|
0.2136751413345337,
|
|
0.538461446762085,
|
|
0.4129553437232971,
|
|
0.30939218401908875,
|
|
0.282828152179718,
|
|
0.13526564836502075,
|
|
0.3670884966850281
|
|
],
|
|
"time": 180.915703618899,
|
|
"param": [
|
|
{
|
|
"p": 0.0579010546207428,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07482162117958069,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08420027792453766,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08198238164186478,
|
|
"m": 0.35389742255210876
|
|
},
|
|
{
|
|
"p": 0.0586184523999691,
|
|
"m": 0.9787538647651672
|
|
},
|
|
{
|
|
"p": 0.08083193749189377,
|
|
"m": 0.19803309440612793
|
|
},
|
|
{
|
|
"p": 0.061453744769096375,
|
|
"m": 0.4641869068145752
|
|
},
|
|
{
|
|
"p": 0.06540166586637497,
|
|
"m": 0.3446895182132721
|
|
},
|
|
{
|
|
"p": 0.06194491311907768,
|
|
"m": 0.6514877080917358
|
|
},
|
|
{
|
|
"p": 0.07751228660345078,
|
|
"m": 0.7858652472496033
|
|
},
|
|
{
|
|
"p": 0.07114028930664062,
|
|
"m": 0.4356508255004883
|
|
},
|
|
{
|
|
"p": 0.06331980228424072,
|
|
"m": 0.11655726283788681
|
|
},
|
|
{
|
|
"p": 0.06500903517007828,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0958625078201294,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 3.1936323642730713,
|
|
"val_loss": 2.849393606185913,
|
|
"acc": 35.77,
|
|
"f1": [
|
|
0.6741572022438049,
|
|
0.47619032859802246,
|
|
0.2208588421344757,
|
|
0.19631893932819366,
|
|
0.14634141325950623,
|
|
0.24539868533611298,
|
|
0.33587777614593506,
|
|
0.38251355290412903,
|
|
0.3892616331577301,
|
|
0.5151513814926147,
|
|
0.1558440923690796,
|
|
0.21463409066200256,
|
|
0.3314915895462036,
|
|
0.28723397850990295,
|
|
0.1764705330133438,
|
|
0.20454540848731995,
|
|
0.3831774890422821,
|
|
0.40853652358055115,
|
|
0.3798881769180298,
|
|
0.2959640622138977,
|
|
0.5975102186203003,
|
|
0.5377357006072998,
|
|
0.32820504903793335,
|
|
0.4969695806503296,
|
|
0.6399998664855957,
|
|
0.22878222167491913,
|
|
0.3267325758934021,
|
|
0.18279562890529633,
|
|
0.4936707317829132,
|
|
0.3431371748447418,
|
|
0.3880595862865448,
|
|
0.29824554920196533,
|
|
0.35294109582901,
|
|
0.3271027207374573,
|
|
0.2959182858467102,
|
|
0.13991764187812805,
|
|
0.29787227511405945,
|
|
0.16981124877929688,
|
|
0.2347417026758194,
|
|
0.4729062616825104,
|
|
0.32888880372047424,
|
|
0.6105261445045471,
|
|
0.24548731744289398,
|
|
0.36649200320243835,
|
|
0.28085100650787354,
|
|
0.2176869958639145,
|
|
0.20547938346862793,
|
|
0.46861910820007324,
|
|
0.46808499097824097,
|
|
0.4146340489387512,
|
|
0.17518241703510284,
|
|
0.30208322405815125,
|
|
0.5297296643257141,
|
|
0.5872339010238647,
|
|
0.5230767726898193,
|
|
0.14285708963871002,
|
|
0.5157893896102905,
|
|
0.39106133580207825,
|
|
0.36144572496414185,
|
|
0.32539674639701843,
|
|
0.684491753578186,
|
|
0.5588234066963196,
|
|
0.4148934781551361,
|
|
0.40206170082092285,
|
|
0.11594197899103165,
|
|
0.19999994337558746,
|
|
0.1604277491569519,
|
|
0.33333322405815125,
|
|
0.6607141494750977,
|
|
0.5362318158149719,
|
|
0.4259258210659027,
|
|
0.6285712718963623,
|
|
0.14193542301654816,
|
|
0.3619908392429352,
|
|
0.1398600935935974,
|
|
0.595959484577179,
|
|
0.555065929889679,
|
|
0.18292675912380219,
|
|
0.17760612070560455,
|
|
0.3529410660266876,
|
|
0.17194563150405884,
|
|
0.2893615961074829,
|
|
0.6108372807502747,
|
|
0.23357655107975006,
|
|
0.13333328068256378,
|
|
0.4339621663093567,
|
|
0.36904752254486084,
|
|
0.3733331859111786,
|
|
0.16216209530830383,
|
|
0.3431371748447418,
|
|
0.30208322405815125,
|
|
0.5603863000869751,
|
|
0.22222216427326202,
|
|
0.2588233947753906,
|
|
0.5168538689613342,
|
|
0.4622640609741211,
|
|
0.28048771619796753,
|
|
0.33962252736091614,
|
|
0.11188805103302002,
|
|
0.4123710095882416
|
|
],
|
|
"time": 181.03545853868127,
|
|
"param": [
|
|
{
|
|
"p": 0.07967603206634521,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0771617516875267,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07551057636737823,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07340165227651596,
|
|
"m": 0.364235520362854
|
|
},
|
|
{
|
|
"p": 0.05184417590498924,
|
|
"m": 0.953833818435669
|
|
},
|
|
{
|
|
"p": 0.07096496224403381,
|
|
"m": 0.3049463629722595
|
|
},
|
|
{
|
|
"p": 0.06634066998958588,
|
|
"m": 0.400675505399704
|
|
},
|
|
{
|
|
"p": 0.0761989876627922,
|
|
"m": 0.306435763835907
|
|
},
|
|
{
|
|
"p": 0.07997320592403412,
|
|
"m": 0.5055428743362427
|
|
},
|
|
{
|
|
"p": 0.0686093345284462,
|
|
"m": 0.8482283353805542
|
|
},
|
|
{
|
|
"p": 0.06788738071918488,
|
|
"m": 0.4821266233921051
|
|
},
|
|
{
|
|
"p": 0.04922989383339882,
|
|
"m": 0.1493789404630661
|
|
},
|
|
{
|
|
"p": 0.07444446533918381,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08875687420368195,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 3.075025796890259,
|
|
"val_loss": 3.025812864303589,
|
|
"acc": 35.13,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.36734679341316223,
|
|
0.17948710918426514,
|
|
0.19534875452518463,
|
|
0.18749994039535522,
|
|
0.22707417607307434,
|
|
0.29927000403404236,
|
|
0.36986294388771057,
|
|
0.32835814356803894,
|
|
0.41666656732559204,
|
|
0.16883111000061035,
|
|
0.24999991059303284,
|
|
0.36619704961776733,
|
|
0.2366863340139389,
|
|
0.21343867480754852,
|
|
0.21014487743377686,
|
|
0.3470318615436554,
|
|
0.4756755530834198,
|
|
0.36464083194732666,
|
|
0.24870456755161285,
|
|
0.5857739448547363,
|
|
0.5280897617340088,
|
|
0.35359105467796326,
|
|
0.5084744691848755,
|
|
0.5922329425811768,
|
|
0.2622949779033661,
|
|
0.29166656732559204,
|
|
0.23788540065288544,
|
|
0.47619035840034485,
|
|
0.30107519030570984,
|
|
0.3228698670864105,
|
|
0.3317534327507019,
|
|
0.36464083194732666,
|
|
0.28571420907974243,
|
|
0.228571355342865,
|
|
0.1325300633907318,
|
|
0.3409090042114258,
|
|
0.1398600935935974,
|
|
0.19999992847442627,
|
|
0.5103447437286377,
|
|
0.39130425453186035,
|
|
0.6145831942558289,
|
|
0.29074883460998535,
|
|
0.2727271616458893,
|
|
0.24358965456485748,
|
|
0.2485874742269516,
|
|
0.25675666332244873,
|
|
0.4772725999355316,
|
|
0.4646463394165039,
|
|
0.39999985694885254,
|
|
0.19004517793655396,
|
|
0.2616821527481079,
|
|
0.6033056974411011,
|
|
0.6108372807502747,
|
|
0.5603863000869751,
|
|
0.13483141362667084,
|
|
0.4930231273174286,
|
|
0.32748526334762573,
|
|
0.3743841052055359,
|
|
0.30541861057281494,
|
|
0.6457397937774658,
|
|
0.5414363145828247,
|
|
0.3936169147491455,
|
|
0.42931926250457764,
|
|
0.12021850794553757,
|
|
0.1986754685640335,
|
|
0.1494252234697342,
|
|
0.3043477535247803,
|
|
0.6666665077209473,
|
|
0.5654007196426392,
|
|
0.4615383446216583,
|
|
0.6095237135887146,
|
|
0.13157887756824493,
|
|
0.31884050369262695,
|
|
0.17624516785144806,
|
|
0.636871337890625,
|
|
0.5971562266349792,
|
|
0.12048186361789703,
|
|
0.16733060777187347,
|
|
0.36842095851898193,
|
|
0.14965979754924774,
|
|
0.24999991059303284,
|
|
0.6299998760223389,
|
|
0.30621999502182007,
|
|
0.2181817591190338,
|
|
0.39639630913734436,
|
|
0.37860071659088135,
|
|
0.3942306339740753,
|
|
0.13017743825912476,
|
|
0.34558814764022827,
|
|
0.2765956223011017,
|
|
0.5599998831748962,
|
|
0.13043473660945892,
|
|
0.2629106938838959,
|
|
0.5825241804122925,
|
|
0.47222211956977844,
|
|
0.27173903584480286,
|
|
0.2938387989997864,
|
|
0.1029411256313324,
|
|
0.35714277625083923
|
|
],
|
|
"time": 181.02317720465362,
|
|
"param": [
|
|
{
|
|
"p": 0.0691073015332222,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08068186044692993,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06939854472875595,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06476789712905884,
|
|
"m": 0.23932121694087982
|
|
},
|
|
{
|
|
"p": 0.07857243716716766,
|
|
"m": 0.9020461440086365
|
|
},
|
|
{
|
|
"p": 0.07850585132837296,
|
|
"m": 0.25553256273269653
|
|
},
|
|
{
|
|
"p": 0.07538685202598572,
|
|
"m": 0.41968050599098206
|
|
},
|
|
{
|
|
"p": 0.05558831989765167,
|
|
"m": 0.4767449200153351
|
|
},
|
|
{
|
|
"p": 0.06630672514438629,
|
|
"m": 0.6553820371627808
|
|
},
|
|
{
|
|
"p": 0.054184067994356155,
|
|
"m": 0.8429340124130249
|
|
},
|
|
{
|
|
"p": 0.06536886841058731,
|
|
"m": 0.4869486689567566
|
|
},
|
|
{
|
|
"p": 0.07011424750089645,
|
|
"m": 0.1712246835231781
|
|
},
|
|
{
|
|
"p": 0.07206589728593826,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09995108842849731,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 3.4943487644195557,
|
|
"val_loss": 2.8133208751678467,
|
|
"acc": 35.3,
|
|
"f1": [
|
|
0.6553670763969421,
|
|
0.38918909430503845,
|
|
0.20858889818191528,
|
|
0.19095470011234283,
|
|
0.09929072856903076,
|
|
0.22680403292179108,
|
|
0.36065563559532166,
|
|
0.38766512274742126,
|
|
0.33599987626075745,
|
|
0.4491977095603943,
|
|
0.1868131160736084,
|
|
0.2264150232076645,
|
|
0.34999990463256836,
|
|
0.18934904038906097,
|
|
0.14184391498565674,
|
|
0.21333326399326324,
|
|
0.3636362552642822,
|
|
0.446808397769928,
|
|
0.3636362552642822,
|
|
0.2485874742269516,
|
|
0.653465211391449,
|
|
0.49999988079071045,
|
|
0.29268285632133484,
|
|
0.4886876940727234,
|
|
0.5467126965522766,
|
|
0.2959182858467102,
|
|
0.2788843810558319,
|
|
0.18518511950969696,
|
|
0.49261072278022766,
|
|
0.2991451919078827,
|
|
0.42352932691574097,
|
|
0.3383083641529083,
|
|
0.2891565263271332,
|
|
0.3644067049026489,
|
|
0.3058822751045227,
|
|
0.12669678032398224,
|
|
0.3157894015312195,
|
|
0.17829450964927673,
|
|
0.24999994039535522,
|
|
0.5369126200675964,
|
|
0.34821417927742004,
|
|
0.5853657722473145,
|
|
0.2528734505176544,
|
|
0.33027511835098267,
|
|
0.23728807270526886,
|
|
0.19923365116119385,
|
|
0.23225797712802887,
|
|
0.4609052240848541,
|
|
0.4949493706226349,
|
|
0.44827574491500854,
|
|
0.16374263167381287,
|
|
0.31168824434280396,
|
|
0.5463916063308716,
|
|
0.6276593804359436,
|
|
0.4749998450279236,
|
|
0.11688306927680969,
|
|
0.525139570236206,
|
|
0.3657141625881195,
|
|
0.3170730769634247,
|
|
0.32584258913993835,
|
|
0.7029701471328735,
|
|
0.520408034324646,
|
|
0.3981899321079254,
|
|
0.4056602716445923,
|
|
0.12857137620449066,
|
|
0.15384609997272491,
|
|
0.1290321946144104,
|
|
0.37179476022720337,
|
|
0.7115383744239807,
|
|
0.5619833469390869,
|
|
0.45320188999176025,
|
|
0.6320753693580627,
|
|
0.11678826063871384,
|
|
0.31325289607048035,
|
|
0.1481480747461319,
|
|
0.6116504073143005,
|
|
0.5953487157821655,
|
|
0.15757569670677185,
|
|
0.21904754638671875,
|
|
0.3314284682273865,
|
|
0.15384607017040253,
|
|
0.2419928014278412,
|
|
0.6178008913993835,
|
|
0.3168315887451172,
|
|
0.210526242852211,
|
|
0.4015443027019501,
|
|
0.3636362552642822,
|
|
0.41573023796081543,
|
|
0.20388342440128326,
|
|
0.35294109582901,
|
|
0.2424241453409195,
|
|
0.49107134342193604,
|
|
0.18274106085300446,
|
|
0.22988496720790863,
|
|
0.6039602756500244,
|
|
0.47398826479911804,
|
|
0.24358965456485748,
|
|
0.2807016670703888,
|
|
0.13526564836502075,
|
|
0.36718741059303284
|
|
],
|
|
"time": 183.20170437265188,
|
|
"param": [
|
|
{
|
|
"p": 0.06625281274318695,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0855519250035286,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07024664431810379,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07211821526288986,
|
|
"m": 0.4125281274318695
|
|
},
|
|
{
|
|
"p": 0.06348688155412674,
|
|
"m": 0.9788092970848083
|
|
},
|
|
{
|
|
"p": 0.07303658127784729,
|
|
"m": 0.2510546147823334
|
|
},
|
|
{
|
|
"p": 0.07115776091814041,
|
|
"m": 0.4555450677871704
|
|
},
|
|
{
|
|
"p": 0.07842696458101273,
|
|
"m": 0.491300493478775
|
|
},
|
|
{
|
|
"p": 0.06332755088806152,
|
|
"m": 0.5720980167388916
|
|
},
|
|
{
|
|
"p": 0.04197009652853012,
|
|
"m": 0.7940673828125
|
|
},
|
|
{
|
|
"p": 0.06647377461194992,
|
|
"m": 0.563683032989502
|
|
},
|
|
{
|
|
"p": 0.06950675696134567,
|
|
"m": 0.12468361109495163
|
|
},
|
|
{
|
|
"p": 0.0778595581650734,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10058455169200897,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 3.447813034057617,
|
|
"val_loss": 2.987534999847412,
|
|
"acc": 35.46,
|
|
"f1": [
|
|
0.6280191540718079,
|
|
0.4056602716445923,
|
|
0.20689649879932404,
|
|
0.179775208234787,
|
|
0.1899440735578537,
|
|
0.23602473735809326,
|
|
0.3364485204219818,
|
|
0.4023667275905609,
|
|
0.2867382764816284,
|
|
0.413043349981308,
|
|
0.15384607017040253,
|
|
0.20833326876163483,
|
|
0.3598325252532959,
|
|
0.19540224969387054,
|
|
0.1734103411436081,
|
|
0.23170723021030426,
|
|
0.4023667275905609,
|
|
0.4487804174423218,
|
|
0.3534882664680481,
|
|
0.2121211588382721,
|
|
0.6310677528381348,
|
|
0.5066665410995483,
|
|
0.3314284682273865,
|
|
0.45631060004234314,
|
|
0.5619833469390869,
|
|
0.255143940448761,
|
|
0.2941175401210785,
|
|
0.21518979966640472,
|
|
0.5212765336036682,
|
|
0.31818172335624695,
|
|
0.3249998986721039,
|
|
0.31730762124061584,
|
|
0.35294109582901,
|
|
0.30701744556427,
|
|
0.3317534327507019,
|
|
0.14150936901569366,
|
|
0.30392149090766907,
|
|
0.15228420495986938,
|
|
0.2797926664352417,
|
|
0.4975123405456543,
|
|
0.34920626878738403,
|
|
0.5585584044456482,
|
|
0.30456843972206116,
|
|
0.3196346163749695,
|
|
0.25116273760795593,
|
|
0.15068486332893372,
|
|
0.2558138370513916,
|
|
0.4404331147670746,
|
|
0.4999999403953552,
|
|
0.4533332288265228,
|
|
0.19138747453689575,
|
|
0.3372548520565033,
|
|
0.528846025466919,
|
|
0.5622488856315613,
|
|
0.5277776718139648,
|
|
0.15789468586444855,
|
|
0.46610158681869507,
|
|
0.3529410660266876,
|
|
0.39252325892448425,
|
|
0.2603549063205719,
|
|
0.6109089255332947,
|
|
0.5473682880401611,
|
|
0.4242422580718994,
|
|
0.38427940011024475,
|
|
0.18652844429016113,
|
|
0.19230763614177704,
|
|
0.14285707473754883,
|
|
0.3529410660266876,
|
|
0.6418603658676147,
|
|
0.5970147848129272,
|
|
0.43979042768478394,
|
|
0.5714284181594849,
|
|
0.13422814011573792,
|
|
0.2954544425010681,
|
|
0.1846153289079666,
|
|
0.5643563270568848,
|
|
0.5238094329833984,
|
|
0.15757569670677185,
|
|
0.16666661202907562,
|
|
0.3723403513431549,
|
|
0.14371250569820404,
|
|
0.2722512185573578,
|
|
0.6146340370178223,
|
|
0.28571420907974243,
|
|
0.20134222507476807,
|
|
0.42857134342193604,
|
|
0.3923443853855133,
|
|
0.3448275029659271,
|
|
0.14184391498565674,
|
|
0.35185176134109497,
|
|
0.280373752117157,
|
|
0.5588234066963196,
|
|
0.11510787159204483,
|
|
0.24390235543251038,
|
|
0.6028706431388855,
|
|
0.4533332288265228,
|
|
0.30939218401908875,
|
|
0.2594935894012451,
|
|
0.11374400556087494,
|
|
0.3855420649051666
|
|
],
|
|
"time": 178.43039339408278,
|
|
"param": [
|
|
{
|
|
"p": 0.06903491169214249,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08084844052791595,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07504776120185852,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05777661129832268,
|
|
"m": 0.48738622665405273
|
|
},
|
|
{
|
|
"p": 0.06891850382089615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06464704126119614,
|
|
"m": 0.2284867763519287
|
|
},
|
|
{
|
|
"p": 0.060128893703222275,
|
|
"m": 0.4864504933357239
|
|
},
|
|
{
|
|
"p": 0.06521181762218475,
|
|
"m": 0.44759252667427063
|
|
},
|
|
{
|
|
"p": 0.07540245354175568,
|
|
"m": 0.5234016180038452
|
|
},
|
|
{
|
|
"p": 0.07008453458547592,
|
|
"m": 0.7816969156265259
|
|
},
|
|
{
|
|
"p": 0.0773206427693367,
|
|
"m": 0.46176910400390625
|
|
},
|
|
{
|
|
"p": 0.067833811044693,
|
|
"m": 0.1609177142381668
|
|
},
|
|
{
|
|
"p": 0.08108165860176086,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08666293323040009,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 3.1523778438568115,
|
|
"val_loss": 3.0376453399658203,
|
|
"acc": 35.07,
|
|
"f1": [
|
|
0.6285713315010071,
|
|
0.40659332275390625,
|
|
0.2378377616405487,
|
|
0.18497103452682495,
|
|
0.1258740872144699,
|
|
0.2758619785308838,
|
|
0.32291656732559204,
|
|
0.34920623898506165,
|
|
0.3384614884853363,
|
|
0.37499988079071045,
|
|
0.212290421128273,
|
|
0.17021270096302032,
|
|
0.4257424473762512,
|
|
0.19889496266841888,
|
|
0.19999992847442627,
|
|
0.2413792610168457,
|
|
0.43093910813331604,
|
|
0.47572803497314453,
|
|
0.34224584698677063,
|
|
0.278026819229126,
|
|
0.6779659986495972,
|
|
0.4812833070755005,
|
|
0.3351350426673889,
|
|
0.4720495045185089,
|
|
0.5465114712715149,
|
|
0.2887699604034424,
|
|
0.2952028810977936,
|
|
0.13245026767253876,
|
|
0.5217389464378357,
|
|
0.30337071418762207,
|
|
0.38541653752326965,
|
|
0.32520318031311035,
|
|
0.346666544675827,
|
|
0.31531521677970886,
|
|
0.2875816226005554,
|
|
0.14782603085041046,
|
|
0.33333322405815125,
|
|
0.1528661698102951,
|
|
0.2674417495727539,
|
|
0.5081079602241516,
|
|
0.3419688045978546,
|
|
0.5349792838096619,
|
|
0.3060108423233032,
|
|
0.3111110329627991,
|
|
0.20895515382289886,
|
|
0.15294109284877777,
|
|
0.2276422381401062,
|
|
0.47619035840034485,
|
|
0.43902426958084106,
|
|
0.446808397769928,
|
|
0.16455689072608948,
|
|
0.2905404567718506,
|
|
0.5945944786071777,
|
|
0.5756096839904785,
|
|
0.47846877574920654,
|
|
0.1333332657814026,
|
|
0.5240640044212341,
|
|
0.329670250415802,
|
|
0.3516482710838318,
|
|
0.33928561210632324,
|
|
0.6561263203620911,
|
|
0.5405403971672058,
|
|
0.3669723868370056,
|
|
0.38636353611946106,
|
|
0.13452909886837006,
|
|
0.1759258508682251,
|
|
0.1900825798511505,
|
|
0.3013697564601898,
|
|
0.6666665077209473,
|
|
0.5814977288246155,
|
|
0.45320188999176025,
|
|
0.6069650650024414,
|
|
0.1405404806137085,
|
|
0.29508185386657715,
|
|
0.14371250569820404,
|
|
0.5809522867202759,
|
|
0.6516852378845215,
|
|
0.15384607017040253,
|
|
0.16799992322921753,
|
|
0.31818172335624695,
|
|
0.1333332657814026,
|
|
0.24324318766593933,
|
|
0.6197181344032288,
|
|
0.3542855978012085,
|
|
0.19672125577926636,
|
|
0.4020099639892578,
|
|
0.3873516917228699,
|
|
0.3711339235305786,
|
|
0.21138204634189606,
|
|
0.3603602349758148,
|
|
0.26373615860939026,
|
|
0.4903845191001892,
|
|
0.1722487509250641,
|
|
0.18309852480888367,
|
|
0.6086955666542053,
|
|
0.4899998903274536,
|
|
0.2944784462451935,
|
|
0.2941175401210785,
|
|
0.12322267889976501,
|
|
0.4081631302833557
|
|
],
|
|
"time": 183.08492458984256,
|
|
"param": [
|
|
{
|
|
"p": 0.06947330385446548,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08518927544355392,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07193342596292496,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06290467083454132,
|
|
"m": 0.39418086409568787
|
|
},
|
|
{
|
|
"p": 0.07013051211833954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06405732035636902,
|
|
"m": 0.25153449177742004
|
|
},
|
|
{
|
|
"p": 0.0671662986278534,
|
|
"m": 0.39380064606666565
|
|
},
|
|
{
|
|
"p": 0.0651303231716156,
|
|
"m": 0.38392820954322815
|
|
},
|
|
{
|
|
"p": 0.07212448120117188,
|
|
"m": 0.4175146222114563
|
|
},
|
|
{
|
|
"p": 0.059146422892808914,
|
|
"m": 0.7603154182434082
|
|
},
|
|
{
|
|
"p": 0.0771644115447998,
|
|
"m": 0.41052931547164917
|
|
},
|
|
{
|
|
"p": 0.06406154483556747,
|
|
"m": 0.17428836226463318
|
|
},
|
|
{
|
|
"p": 0.06755688786506653,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10396118462085724,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 2.7844631671905518,
|
|
"val_loss": 2.648808002471924,
|
|
"acc": 35.46,
|
|
"f1": [
|
|
0.6173911690711975,
|
|
0.40251561999320984,
|
|
0.24999989569187164,
|
|
0.1029411256313324,
|
|
0.14201176166534424,
|
|
0.21965309977531433,
|
|
0.3468207120895386,
|
|
0.3943660855293274,
|
|
0.3934425115585327,
|
|
0.45685264468193054,
|
|
0.1818181276321411,
|
|
0.22330091893672943,
|
|
0.35918357968330383,
|
|
0.23595495522022247,
|
|
0.17525766789913177,
|
|
0.24680845439434052,
|
|
0.33333322405815125,
|
|
0.48301875591278076,
|
|
0.36842095851898193,
|
|
0.26415085792541504,
|
|
0.6116504073143005,
|
|
0.452458918094635,
|
|
0.3654821515083313,
|
|
0.45918354392051697,
|
|
0.5679998993873596,
|
|
0.2758619785308838,
|
|
0.29813653230667114,
|
|
0.2371133416891098,
|
|
0.47747737169265747,
|
|
0.28758159279823303,
|
|
0.4146340489387512,
|
|
0.30952370166778564,
|
|
0.3508770763874054,
|
|
0.2935778796672821,
|
|
0.3253011107444763,
|
|
0.17647051811218262,
|
|
0.31746023893356323,
|
|
0.18749994039535522,
|
|
0.2485205978155136,
|
|
0.4810125231742859,
|
|
0.32911381125450134,
|
|
0.6041665077209473,
|
|
0.2870812714099884,
|
|
0.36815908551216125,
|
|
0.2366863340139389,
|
|
0.18604643642902374,
|
|
0.228571355342865,
|
|
0.4499998986721039,
|
|
0.5202310085296631,
|
|
0.4021162986755371,
|
|
0.1734103411436081,
|
|
0.27272719144821167,
|
|
0.5391303300857544,
|
|
0.6051281094551086,
|
|
0.48132768273353577,
|
|
0.14285708963871002,
|
|
0.5057469606399536,
|
|
0.38144323229789734,
|
|
0.3879309296607971,
|
|
0.33333322405815125,
|
|
0.6936934590339661,
|
|
0.5135133862495422,
|
|
0.36018943786621094,
|
|
0.327644944190979,
|
|
0.10300423204898834,
|
|
0.1641024947166443,
|
|
0.10071936994791031,
|
|
0.326315701007843,
|
|
0.7099998593330383,
|
|
0.5673075914382935,
|
|
0.502564013004303,
|
|
0.6048778891563416,
|
|
0.18719203770160675,
|
|
0.28025469183921814,
|
|
0.1556885540485382,
|
|
0.4822694659233093,
|
|
0.580357015132904,
|
|
0.10769226402044296,
|
|
0.15209119021892548,
|
|
0.32195112109184265,
|
|
0.13756607472896576,
|
|
0.26341456174850464,
|
|
0.6444442868232727,
|
|
0.32584258913993835,
|
|
0.2095237374305725,
|
|
0.3999998867511749,
|
|
0.4021162986755371,
|
|
0.35820886492729187,
|
|
0.20512813329696655,
|
|
0.36607131361961365,
|
|
0.2473117560148239,
|
|
0.524590015411377,
|
|
0.19428564608097076,
|
|
0.23188398778438568,
|
|
0.5999999046325684,
|
|
0.4639998972415924,
|
|
0.28402355313301086,
|
|
0.3022221326828003,
|
|
0.1081080511212349,
|
|
0.35573115944862366
|
|
],
|
|
"time": 181.55745037738234,
|
|
"param": [
|
|
{
|
|
"p": 0.07115457952022552,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08326134085655212,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07227868586778641,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07326178252696991,
|
|
"m": 0.34785106778144836
|
|
},
|
|
{
|
|
"p": 0.06779191642999649,
|
|
"m": 0.9991065859794617
|
|
},
|
|
{
|
|
"p": 0.06964515894651413,
|
|
"m": 0.2642859220504761
|
|
},
|
|
{
|
|
"p": 0.06520132720470428,
|
|
"m": 0.39615461230278015
|
|
},
|
|
{
|
|
"p": 0.06511250138282776,
|
|
"m": 0.4117475152015686
|
|
},
|
|
{
|
|
"p": 0.06943394988775253,
|
|
"m": 0.5512053966522217
|
|
},
|
|
{
|
|
"p": 0.07305841147899628,
|
|
"m": 0.7675421833992004
|
|
},
|
|
{
|
|
"p": 0.06465624272823334,
|
|
"m": 0.533152163028717
|
|
},
|
|
{
|
|
"p": 0.0781664177775383,
|
|
"m": 0.1557224988937378
|
|
},
|
|
{
|
|
"p": 0.05798891931772232,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08898880332708359,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 3.2850441932678223,
|
|
"val_loss": 2.9928107261657715,
|
|
"acc": 35.29,
|
|
"f1": [
|
|
0.6082947254180908,
|
|
0.44705867767333984,
|
|
0.2485205978155136,
|
|
0.16666661202907562,
|
|
0.1530611664056778,
|
|
0.2976743280887604,
|
|
0.3152708411216736,
|
|
0.3431951701641083,
|
|
0.3442622125148773,
|
|
0.4579438269138336,
|
|
0.18579228222370148,
|
|
0.2181817591190338,
|
|
0.4022987186908722,
|
|
0.23602473735809326,
|
|
0.177215114235878,
|
|
0.17821775376796722,
|
|
0.3443707227706909,
|
|
0.43835607171058655,
|
|
0.40609124302864075,
|
|
0.256809264421463,
|
|
0.6511626243591309,
|
|
0.4899998903274536,
|
|
0.34449753165245056,
|
|
0.49999988079071045,
|
|
0.6368157267570496,
|
|
0.2528734505176544,
|
|
0.33816415071487427,
|
|
0.17241373658180237,
|
|
0.5326085686683655,
|
|
0.31638407707214355,
|
|
0.38043469190597534,
|
|
0.2374998927116394,
|
|
0.2765956223011017,
|
|
0.2840908169746399,
|
|
0.34745752811431885,
|
|
0.081632599234581,
|
|
0.32160791754722595,
|
|
0.10322573781013489,
|
|
0.23076917231082916,
|
|
0.491227924823761,
|
|
0.3535352647304535,
|
|
0.6120217442512512,
|
|
0.2829267382621765,
|
|
0.3383083641529083,
|
|
0.2193547636270523,
|
|
0.20338977873325348,
|
|
0.2072538137435913,
|
|
0.4670049846172333,
|
|
0.4897957742214203,
|
|
0.4146340489387512,
|
|
0.18106988072395325,
|
|
0.2910446524620056,
|
|
0.47953203320503235,
|
|
0.5592415928840637,
|
|
0.5104601383209229,
|
|
0.16560502350330353,
|
|
0.5507245063781738,
|
|
0.40490788221359253,
|
|
0.37499985098838806,
|
|
0.26244333386421204,
|
|
0.7112969160079956,
|
|
0.5445543527603149,
|
|
0.39106133580207825,
|
|
0.3559320867061615,
|
|
0.10416660457849503,
|
|
0.16374263167381287,
|
|
0.15116271376609802,
|
|
0.3295453190803528,
|
|
0.7135677337646484,
|
|
0.5657369494438171,
|
|
0.45054933428764343,
|
|
0.6111109852790833,
|
|
0.16783210635185242,
|
|
0.3783782720565796,
|
|
0.16049376130104065,
|
|
0.5374448299407959,
|
|
0.5545453429222107,
|
|
0.14364632964134216,
|
|
0.19444438815116882,
|
|
0.35454532504081726,
|
|
0.16753920912742615,
|
|
0.2938774824142456,
|
|
0.6885244846343994,
|
|
0.2613064646720886,
|
|
0.2584269046783447,
|
|
0.3959730565547943,
|
|
0.4123710095882416,
|
|
0.38666656613349915,
|
|
0.18779337406158447,
|
|
0.3025829493999481,
|
|
0.19753079116344452,
|
|
0.5137613415718079,
|
|
0.20809243619441986,
|
|
0.21568621695041656,
|
|
0.6009851098060608,
|
|
0.5046727657318115,
|
|
0.33064505457878113,
|
|
0.29078006744384766,
|
|
0.1559632420539856,
|
|
0.3706895411014557
|
|
],
|
|
"time": 181.57784131821245,
|
|
"param": [
|
|
{
|
|
"p": 0.06840971857309341,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07712312042713165,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06945325434207916,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07167648524045944,
|
|
"m": 0.4300873875617981
|
|
},
|
|
{
|
|
"p": 0.06541399657726288,
|
|
"m": 0.9175350666046143
|
|
},
|
|
{
|
|
"p": 0.08049431443214417,
|
|
"m": 0.43799737095832825
|
|
},
|
|
{
|
|
"p": 0.07842960208654404,
|
|
"m": 0.46124857664108276
|
|
},
|
|
{
|
|
"p": 0.0762886106967926,
|
|
"m": 0.4199724793434143
|
|
},
|
|
{
|
|
"p": 0.06389736384153366,
|
|
"m": 0.539426326751709
|
|
},
|
|
{
|
|
"p": 0.0629265159368515,
|
|
"m": 0.8329386115074158
|
|
},
|
|
{
|
|
"p": 0.0780971422791481,
|
|
"m": 0.3077565133571625
|
|
},
|
|
{
|
|
"p": 0.05636744573712349,
|
|
"m": 0.14030037820339203
|
|
},
|
|
{
|
|
"p": 0.0696035698056221,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08181887865066528,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 3.6251280307769775,
|
|
"val_loss": 2.6359128952026367,
|
|
"acc": 34.86,
|
|
"f1": [
|
|
0.666666567325592,
|
|
0.40384599566459656,
|
|
0.22485199570655823,
|
|
0.16783210635185242,
|
|
0.13414627313613892,
|
|
0.23417715728282928,
|
|
0.3703702688217163,
|
|
0.3225805461406708,
|
|
0.3134327530860901,
|
|
0.48809507489204407,
|
|
0.1258740872144699,
|
|
0.21917803585529327,
|
|
0.3508770763874054,
|
|
0.2485874742269516,
|
|
0.16766461730003357,
|
|
0.19251330196857452,
|
|
0.3677128851413727,
|
|
0.48132768273353577,
|
|
0.3636362552642822,
|
|
0.25870639085769653,
|
|
0.6048778891563416,
|
|
0.4588233530521393,
|
|
0.3364485204219818,
|
|
0.46696019172668457,
|
|
0.590908944606781,
|
|
0.25668442249298096,
|
|
0.28402355313301086,
|
|
0.2061854749917984,
|
|
0.5555554032325745,
|
|
0.3046356737613678,
|
|
0.3431951701641083,
|
|
0.2644627094268799,
|
|
0.3314915895462036,
|
|
0.29951682686805725,
|
|
0.30392149090766907,
|
|
0.12682920694351196,
|
|
0.33333325386047363,
|
|
0.13270136713981628,
|
|
0.24137921631336212,
|
|
0.497175008058548,
|
|
0.36269423365592957,
|
|
0.5742572546005249,
|
|
0.22769223153591156,
|
|
0.3577980697154999,
|
|
0.16326524317264557,
|
|
0.1696968972682953,
|
|
0.2193547636270523,
|
|
0.43265292048454285,
|
|
0.4976957440376282,
|
|
0.40692633390426636,
|
|
0.1531914472579956,
|
|
0.3234041631221771,
|
|
0.5396824479103088,
|
|
0.5922329425811768,
|
|
0.4635760486125946,
|
|
0.09132413566112518,
|
|
0.488262802362442,
|
|
0.38157883286476135,
|
|
0.3696681261062622,
|
|
0.3152172863483429,
|
|
0.6999998688697815,
|
|
0.5081079602241516,
|
|
0.37246954441070557,
|
|
0.3636362850666046,
|
|
0.0869564488530159,
|
|
0.13432830572128296,
|
|
0.21100911498069763,
|
|
0.3168315887451172,
|
|
0.6635943651199341,
|
|
0.5981307029724121,
|
|
0.5053762197494507,
|
|
0.6334840059280396,
|
|
0.11199995130300522,
|
|
0.3482586145401001,
|
|
0.18579228222370148,
|
|
0.5911328792572021,
|
|
0.6086955666542053,
|
|
0.15028895437717438,
|
|
0.14864858984947205,
|
|
0.3463686406612396,
|
|
0.1809523105621338,
|
|
0.2775799632072449,
|
|
0.6551722884178162,
|
|
0.309278279542923,
|
|
0.20809243619441986,
|
|
0.39449530839920044,
|
|
0.38461530208587646,
|
|
0.38766512274742126,
|
|
0.1957446187734604,
|
|
0.33755266666412354,
|
|
0.30051806569099426,
|
|
0.5257730484008789,
|
|
0.10650881379842758,
|
|
0.2240663468837738,
|
|
0.622641384601593,
|
|
0.4469272196292877,
|
|
0.2790696918964386,
|
|
0.31914883852005005,
|
|
0.10714279115200043,
|
|
0.3917524814605713
|
|
],
|
|
"time": 182.42324932198972,
|
|
"param": [
|
|
{
|
|
"p": 0.07293502241373062,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07916557788848877,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07043973356485367,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06296989321708679,
|
|
"m": 0.43809205293655396
|
|
},
|
|
{
|
|
"p": 0.0781245231628418,
|
|
"m": 0.9107897281646729
|
|
},
|
|
{
|
|
"p": 0.07562064379453659,
|
|
"m": 0.3388764262199402
|
|
},
|
|
{
|
|
"p": 0.07298120111227036,
|
|
"m": 0.40824973583221436
|
|
},
|
|
{
|
|
"p": 0.06662476062774658,
|
|
"m": 0.4842680096626282
|
|
},
|
|
{
|
|
"p": 0.06427772343158722,
|
|
"m": 0.5143412351608276
|
|
},
|
|
{
|
|
"p": 0.06958800554275513,
|
|
"m": 0.7242999076843262
|
|
},
|
|
{
|
|
"p": 0.07007785886526108,
|
|
"m": 0.44529005885124207
|
|
},
|
|
{
|
|
"p": 0.06704945117235184,
|
|
"m": 0.10285311937332153
|
|
},
|
|
{
|
|
"p": 0.06468264013528824,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08546297252178192,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 3.0292840003967285,
|
|
"val_loss": 2.963317632675171,
|
|
"acc": 35.41,
|
|
"f1": [
|
|
0.6262625455856323,
|
|
0.4093022048473358,
|
|
0.15384608507156372,
|
|
0.1971830278635025,
|
|
0.15714280307292938,
|
|
0.21649475395679474,
|
|
0.36269423365592957,
|
|
0.37185919284820557,
|
|
0.3414633274078369,
|
|
0.4507041275501251,
|
|
0.23076915740966797,
|
|
0.19298237562179565,
|
|
0.3516482412815094,
|
|
0.2376236915588379,
|
|
0.1604277491569519,
|
|
0.2127659022808075,
|
|
0.36529669165611267,
|
|
0.47107425332069397,
|
|
0.425531804561615,
|
|
0.26728102564811707,
|
|
0.5490195155143738,
|
|
0.4576270282268524,
|
|
0.3529410660266876,
|
|
0.4907974302768707,
|
|
0.6233765482902527,
|
|
0.25862061977386475,
|
|
0.2731276750564575,
|
|
0.2094240039587021,
|
|
0.49549540877342224,
|
|
0.34972667694091797,
|
|
0.37908485531806946,
|
|
0.3024389147758484,
|
|
0.2999999225139618,
|
|
0.2824857831001282,
|
|
0.2758619785308838,
|
|
0.16740082204341888,
|
|
0.3469386696815491,
|
|
0.07407402247190475,
|
|
0.23809517920017242,
|
|
0.4999998211860657,
|
|
0.33333319425582886,
|
|
0.5887848734855652,
|
|
0.1931033730506897,
|
|
0.35483863949775696,
|
|
0.25668442249298096,
|
|
0.21857915818691254,
|
|
0.2255638688802719,
|
|
0.4975123405456543,
|
|
0.3999999165534973,
|
|
0.3924049437046051,
|
|
0.18285706639289856,
|
|
0.3084576427936554,
|
|
0.5791853666305542,
|
|
0.566929042339325,
|
|
0.492890864610672,
|
|
0.1282050609588623,
|
|
0.5116277933120728,
|
|
0.33744847774505615,
|
|
0.37999987602233887,
|
|
0.33333322405815125,
|
|
0.738461434841156,
|
|
0.47190994024276733,
|
|
0.4102562665939331,
|
|
0.4046241343021393,
|
|
0.14723920822143555,
|
|
0.20792071521282196,
|
|
0.09523803740739822,
|
|
0.37158459424972534,
|
|
0.6859902143478394,
|
|
0.5396824479103088,
|
|
0.4886362552642822,
|
|
0.6228069067001343,
|
|
0.15111105144023895,
|
|
0.2967032194137573,
|
|
0.14184391498565674,
|
|
0.6048778891563416,
|
|
0.5825241804122925,
|
|
0.14473678171634674,
|
|
0.14772720634937286,
|
|
0.36458322405815125,
|
|
0.13333328068256378,
|
|
0.2765956223011017,
|
|
0.633333146572113,
|
|
0.25961530208587646,
|
|
0.17610056698322296,
|
|
0.41818171739578247,
|
|
0.36421719193458557,
|
|
0.393063485622406,
|
|
0.20264311134815216,
|
|
0.33333325386047363,
|
|
0.2933332622051239,
|
|
0.5454544425010681,
|
|
0.14634139835834503,
|
|
0.20512813329696655,
|
|
0.5855854153633118,
|
|
0.4770641028881073,
|
|
0.29139062762260437,
|
|
0.3316061198711395,
|
|
0.11363628506660461,
|
|
0.3694266378879547
|
|
],
|
|
"time": 179.32992009818554,
|
|
"param": [
|
|
{
|
|
"p": 0.06780469417572021,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07556695491075516,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07239814102649689,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07525365799665451,
|
|
"m": 0.45237448811531067
|
|
},
|
|
{
|
|
"p": 0.07034068554639816,
|
|
"m": 0.9722376465797424
|
|
},
|
|
{
|
|
"p": 0.07888646423816681,
|
|
"m": 0.3746162950992584
|
|
},
|
|
{
|
|
"p": 0.07775121927261353,
|
|
"m": 0.4398125410079956
|
|
},
|
|
{
|
|
"p": 0.07247753441333771,
|
|
"m": 0.3982488214969635
|
|
},
|
|
{
|
|
"p": 0.05848833918571472,
|
|
"m": 0.5441096425056458
|
|
},
|
|
{
|
|
"p": 0.0659601241350174,
|
|
"m": 0.710527241230011
|
|
},
|
|
{
|
|
"p": 0.06217183917760849,
|
|
"m": 0.5514028072357178
|
|
},
|
|
{
|
|
"p": 0.07349446415901184,
|
|
"m": 0.11287674307823181
|
|
},
|
|
{
|
|
"p": 0.06288722902536392,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08651862293481827,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 2.9748010635375977,
|
|
"val_loss": 2.7860844135284424,
|
|
"acc": 35.19,
|
|
"f1": [
|
|
0.639593780040741,
|
|
0.4210525155067444,
|
|
0.1951218843460083,
|
|
0.1162789985537529,
|
|
0.16374263167381287,
|
|
0.2551928162574768,
|
|
0.320441871881485,
|
|
0.37894728779792786,
|
|
0.336633563041687,
|
|
0.39999985694885254,
|
|
0.17218534648418427,
|
|
0.20553353428840637,
|
|
0.4210525453090668,
|
|
0.22680403292179108,
|
|
0.2037036269903183,
|
|
0.19607838988304138,
|
|
0.41095879673957825,
|
|
0.526829183101654,
|
|
0.3428570330142975,
|
|
0.2475246638059616,
|
|
0.5762710571289062,
|
|
0.3868851959705353,
|
|
0.3542855978012085,
|
|
0.48888877034187317,
|
|
0.6445496082305908,
|
|
0.26262614130973816,
|
|
0.27884605526924133,
|
|
0.2071712464094162,
|
|
0.4975123405456543,
|
|
0.3157894015312195,
|
|
0.3575417995452881,
|
|
0.309859037399292,
|
|
0.31279608607292175,
|
|
0.2673266530036926,
|
|
0.3139533996582031,
|
|
0.1858406364917755,
|
|
0.3406592309474945,
|
|
0.18947362899780273,
|
|
0.26785707473754883,
|
|
0.49350637197494507,
|
|
0.3517586886882782,
|
|
0.5933012366294861,
|
|
0.2795697748661041,
|
|
0.3409090042114258,
|
|
0.212290421128273,
|
|
0.2256409376859665,
|
|
0.2643677294254303,
|
|
0.475806325674057,
|
|
0.49710968136787415,
|
|
0.4432988464832306,
|
|
0.19780214130878448,
|
|
0.30877184867858887,
|
|
0.5118482112884521,
|
|
0.6113988757133484,
|
|
0.4672130346298218,
|
|
0.1403508186340332,
|
|
0.4736841320991516,
|
|
0.37426888942718506,
|
|
0.3800903856754303,
|
|
0.32432422041893005,
|
|
0.7272725701332092,
|
|
0.4949493706226349,
|
|
0.4022345542907715,
|
|
0.42931926250457764,
|
|
0.14414407312870026,
|
|
0.18487389385700226,
|
|
0.14634141325950623,
|
|
0.33497530221939087,
|
|
0.6969695687294006,
|
|
0.5641024112701416,
|
|
0.3950616121292114,
|
|
0.6435642242431641,
|
|
0.09333327412605286,
|
|
0.3365383446216583,
|
|
0.1509433388710022,
|
|
0.5882351994514465,
|
|
0.5953487157821655,
|
|
0.14545448124408722,
|
|
0.18090447783470154,
|
|
0.36144572496414185,
|
|
0.1656804084777832,
|
|
0.2559240758419037,
|
|
0.6027396321296692,
|
|
0.30621999502182007,
|
|
0.21428565680980682,
|
|
0.426778107881546,
|
|
0.4022345542907715,
|
|
0.4042551815509796,
|
|
0.1379309892654419,
|
|
0.32748526334762573,
|
|
0.2644627094268799,
|
|
0.534031331539154,
|
|
0.1951218843460083,
|
|
0.2272726446390152,
|
|
0.5981307029724121,
|
|
0.446808397769928,
|
|
0.3295453190803528,
|
|
0.2702701985836029,
|
|
0.11594196408987045,
|
|
0.4069766402244568
|
|
],
|
|
"time": 178.42709866072983,
|
|
"param": [
|
|
{
|
|
"p": 0.056683529168367386,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07572802156209946,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06344867497682571,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0696718767285347,
|
|
"m": 0.4046729803085327
|
|
},
|
|
{
|
|
"p": 0.07590386271476746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07958876341581345,
|
|
"m": 0.4453381299972534
|
|
},
|
|
{
|
|
"p": 0.06542988121509552,
|
|
"m": 0.5383099317550659
|
|
},
|
|
{
|
|
"p": 0.07025351375341415,
|
|
"m": 0.29905736446380615
|
|
},
|
|
{
|
|
"p": 0.06633476167917252,
|
|
"m": 0.4729659855365753
|
|
},
|
|
{
|
|
"p": 0.08090990781784058,
|
|
"m": 0.7979429364204407
|
|
},
|
|
{
|
|
"p": 0.06486548483371735,
|
|
"m": 0.47751981019973755
|
|
},
|
|
{
|
|
"p": 0.07214099913835526,
|
|
"m": 0.11629779636859894
|
|
},
|
|
{
|
|
"p": 0.06571688503026962,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09332386404275894,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 3.5804147720336914,
|
|
"val_loss": 2.74160099029541,
|
|
"acc": 35.39,
|
|
"f1": [
|
|
0.6382977366447449,
|
|
0.3755101263523102,
|
|
0.20408158004283905,
|
|
0.18604643642902374,
|
|
0.1546391248703003,
|
|
0.22707417607307434,
|
|
0.33816415071487427,
|
|
0.3419688045978546,
|
|
0.35051536560058594,
|
|
0.4574466943740845,
|
|
0.15028895437717438,
|
|
0.1499999314546585,
|
|
0.348314493894577,
|
|
0.2485874742269516,
|
|
0.16363631188869476,
|
|
0.20689648389816284,
|
|
0.34862375259399414,
|
|
0.4533332288265228,
|
|
0.36619704961776733,
|
|
0.2898550033569336,
|
|
0.6315788626670837,
|
|
0.4526748061180115,
|
|
0.3383083641529083,
|
|
0.4756755530834198,
|
|
0.5876776576042175,
|
|
0.2807016670703888,
|
|
0.265060156583786,
|
|
0.2101166695356369,
|
|
0.5154638290405273,
|
|
0.3295453190803528,
|
|
0.43902426958084106,
|
|
0.3144652843475342,
|
|
0.28260859847068787,
|
|
0.35102033615112305,
|
|
0.32888880372047424,
|
|
0.1921396702528,
|
|
0.29473677277565,
|
|
0.1507537066936493,
|
|
0.2558138370513916,
|
|
0.43153515458106995,
|
|
0.3720929026603699,
|
|
0.5757573843002319,
|
|
0.33684200048446655,
|
|
0.39449530839920044,
|
|
0.20224712789058685,
|
|
0.19999994337558746,
|
|
0.24545449018478394,
|
|
0.49999988079071045,
|
|
0.3726707696914673,
|
|
0.41269832849502563,
|
|
0.17142851650714874,
|
|
0.3024389147758484,
|
|
0.5936071872711182,
|
|
0.6044443249702454,
|
|
0.4730289578437805,
|
|
0.15999993681907654,
|
|
0.5274723768234253,
|
|
0.40540534257888794,
|
|
0.34599146246910095,
|
|
0.34999990463256836,
|
|
0.7130433320999146,
|
|
0.5345621109008789,
|
|
0.3756905198097229,
|
|
0.3874998986721039,
|
|
0.08888882398605347,
|
|
0.12578611075878143,
|
|
0.14925366640090942,
|
|
0.3522011637687683,
|
|
0.6810809373855591,
|
|
0.5519999265670776,
|
|
0.44444435834884644,
|
|
0.5333332419395447,
|
|
0.11167506128549576,
|
|
0.36956506967544556,
|
|
0.13259662687778473,
|
|
0.575107216835022,
|
|
0.6280191540718079,
|
|
0.16666659712791443,
|
|
0.18633535504341125,
|
|
0.36633655428886414,
|
|
0.1194029375910759,
|
|
0.24875615537166595,
|
|
0.6180256605148315,
|
|
0.29464277625083923,
|
|
0.18439710140228271,
|
|
0.4098359942436218,
|
|
0.4083768427371979,
|
|
0.37999987602233887,
|
|
0.18811874091625214,
|
|
0.3171805441379547,
|
|
0.2570280432701111,
|
|
0.49350637197494507,
|
|
0.179775208234787,
|
|
0.22727267444133759,
|
|
0.6078430414199829,
|
|
0.4598929286003113,
|
|
0.3248729705810547,
|
|
0.29437223076820374,
|
|
0.10465110093355179,
|
|
0.360248327255249
|
|
],
|
|
"time": 179.73129218257964,
|
|
"param": [
|
|
{
|
|
"p": 0.07703737169504166,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06860721856355667,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.078081876039505,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06643953919410706,
|
|
"m": 0.42900019884109497
|
|
},
|
|
{
|
|
"p": 0.06880669295787811,
|
|
"m": 0.9809736013412476
|
|
},
|
|
{
|
|
"p": 0.07135454565286636,
|
|
"m": 0.2637298107147217
|
|
},
|
|
{
|
|
"p": 0.0655575767159462,
|
|
"m": 0.4096042811870575
|
|
},
|
|
{
|
|
"p": 0.06694197654724121,
|
|
"m": 0.4396630823612213
|
|
},
|
|
{
|
|
"p": 0.06471319496631622,
|
|
"m": 0.5464811325073242
|
|
},
|
|
{
|
|
"p": 0.06453701108694077,
|
|
"m": 0.7937086224555969
|
|
},
|
|
{
|
|
"p": 0.07861895859241486,
|
|
"m": 0.3406068682670593
|
|
},
|
|
{
|
|
"p": 0.0661931112408638,
|
|
"m": 0.10258034616708755
|
|
},
|
|
{
|
|
"p": 0.0771489217877388,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08596193790435791,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 2.896092653274536,
|
|
"val_loss": 2.680307388305664,
|
|
"acc": 35.55,
|
|
"f1": [
|
|
0.6249998807907104,
|
|
0.37894728779792786,
|
|
0.22598862648010254,
|
|
0.1395348310470581,
|
|
0.16783210635185242,
|
|
0.2928869426250458,
|
|
0.32335323095321655,
|
|
0.38647329807281494,
|
|
0.36206886172294617,
|
|
0.46391740441322327,
|
|
0.17333325743675232,
|
|
0.20430098474025726,
|
|
0.3865545094013214,
|
|
0.25668442249298096,
|
|
0.16455689072608948,
|
|
0.17142851650714874,
|
|
0.34920626878738403,
|
|
0.4404331147670746,
|
|
0.3591548204421997,
|
|
0.25352105498313904,
|
|
0.6103284358978271,
|
|
0.5027320981025696,
|
|
0.30057793855667114,
|
|
0.4177214205265045,
|
|
0.6255922317504883,
|
|
0.2959182858467102,
|
|
0.30275216698646545,
|
|
0.2099999338388443,
|
|
0.4969695806503296,
|
|
0.327868789434433,
|
|
0.38139525055885315,
|
|
0.32490962743759155,
|
|
0.28571417927742004,
|
|
0.31284910440444946,
|
|
0.31489354372024536,
|
|
0.1773398518562317,
|
|
0.32978713512420654,
|
|
0.15028895437717438,
|
|
0.2745097279548645,
|
|
0.48936155438423157,
|
|
0.32365134358406067,
|
|
0.579710066318512,
|
|
0.29824554920196533,
|
|
0.3026314675807953,
|
|
0.1896551102399826,
|
|
0.20746882259845734,
|
|
0.22916659712791443,
|
|
0.4788731336593628,
|
|
0.46829259395599365,
|
|
0.4277455508708954,
|
|
0.17204295098781586,
|
|
0.32352936267852783,
|
|
0.5982905030250549,
|
|
0.5809127688407898,
|
|
0.4705881178379059,
|
|
0.1333332657814026,
|
|
0.47107425332069397,
|
|
0.38993698358535767,
|
|
0.38738730549812317,
|
|
0.26373615860939026,
|
|
0.6693546772003174,
|
|
0.486772358417511,
|
|
0.40624988079071045,
|
|
0.44444432854652405,
|
|
0.11827950179576874,
|
|
0.2272726446390152,
|
|
0.13664589822292328,
|
|
0.2944784462451935,
|
|
0.7177032232284546,
|
|
0.5953487157821655,
|
|
0.4257424473762512,
|
|
0.6320753693580627,
|
|
0.15315312147140503,
|
|
0.3417084515094757,
|
|
0.16326524317264557,
|
|
0.5400842428207397,
|
|
0.589371919631958,
|
|
0.13402055203914642,
|
|
0.13580238819122314,
|
|
0.3693692684173584,
|
|
0.17037031054496765,
|
|
0.26315784454345703,
|
|
0.6703909635543823,
|
|
0.2780747711658478,
|
|
0.16931210458278656,
|
|
0.4432988464832306,
|
|
0.3832334280014038,
|
|
0.4302324652671814,
|
|
0.2010049670934677,
|
|
0.36046499013900757,
|
|
0.29473677277565,
|
|
0.5112106204032898,
|
|
0.12121205776929855,
|
|
0.2545453906059265,
|
|
0.6099998950958252,
|
|
0.4864863455295563,
|
|
0.345177561044693,
|
|
0.28947362303733826,
|
|
0.10227267444133759,
|
|
0.3880595862865448
|
|
],
|
|
"time": 183.11745890788734,
|
|
"param": [
|
|
{
|
|
"p": 0.06891922652721405,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07999389618635178,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07158589363098145,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07295078039169312,
|
|
"m": 0.2855890691280365
|
|
},
|
|
{
|
|
"p": 0.06995537877082825,
|
|
"m": 0.9747215509414673
|
|
},
|
|
{
|
|
"p": 0.06721977889537811,
|
|
"m": 0.2744920253753662
|
|
},
|
|
{
|
|
"p": 0.07296685874462128,
|
|
"m": 0.5561637282371521
|
|
},
|
|
{
|
|
"p": 0.06047014147043228,
|
|
"m": 0.44432586431503296
|
|
},
|
|
{
|
|
"p": 0.060415249317884445,
|
|
"m": 0.47485098242759705
|
|
},
|
|
{
|
|
"p": 0.0688411220908165,
|
|
"m": 0.7805131673812866
|
|
},
|
|
{
|
|
"p": 0.07132189720869064,
|
|
"m": 0.468943327665329
|
|
},
|
|
{
|
|
"p": 0.07168363779783249,
|
|
"m": 0.10110622644424438
|
|
},
|
|
{
|
|
"p": 0.06808717548847198,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09558885544538498,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 2.730098247528076,
|
|
"val_loss": 2.9822194576263428,
|
|
"acc": 35.68,
|
|
"f1": [
|
|
0.6565654873847961,
|
|
0.434782475233078,
|
|
0.20264311134815216,
|
|
0.20512813329696655,
|
|
0.20270265638828278,
|
|
0.2394365519285202,
|
|
0.3542855978012085,
|
|
0.3703702688217163,
|
|
0.34710732102394104,
|
|
0.4777776598930359,
|
|
0.1704544872045517,
|
|
0.193308487534523,
|
|
0.40999990701675415,
|
|
0.32978713512420654,
|
|
0.17171710729599,
|
|
0.20689646899700165,
|
|
0.371900737285614,
|
|
0.47161564230918884,
|
|
0.36082467436790466,
|
|
0.23463678359985352,
|
|
0.6363635063171387,
|
|
0.521008312702179,
|
|
0.32258057594299316,
|
|
0.38157883286476135,
|
|
0.5756096839904785,
|
|
0.282828152179718,
|
|
0.3018867075443268,
|
|
0.20338977873325348,
|
|
0.5310733318328857,
|
|
0.27722764015197754,
|
|
0.4019606411457062,
|
|
0.329268217086792,
|
|
0.36559128761291504,
|
|
0.2967032194137573,
|
|
0.3272726237773895,
|
|
0.16216211020946503,
|
|
0.30275216698646545,
|
|
0.12871280312538147,
|
|
0.211055189371109,
|
|
0.4248703718185425,
|
|
0.34615373611450195,
|
|
0.5911328792572021,
|
|
0.3508770763874054,
|
|
0.3804876506328583,
|
|
0.22399993240833282,
|
|
0.2258063703775406,
|
|
0.21301770210266113,
|
|
0.49327346682548523,
|
|
0.46351921558380127,
|
|
0.3882351815700531,
|
|
0.21468918025493622,
|
|
0.3209875524044037,
|
|
0.5688071846961975,
|
|
0.5811964869499207,
|
|
0.5520831942558289,
|
|
0.11173177510499954,
|
|
0.4999999403953552,
|
|
0.382978618144989,
|
|
0.38135582208633423,
|
|
0.35772350430488586,
|
|
0.7136148810386658,
|
|
0.5472635626792908,
|
|
0.36448585987091064,
|
|
0.3979056477546692,
|
|
0.08450698852539062,
|
|
0.21359217166900635,
|
|
0.12371128052473068,
|
|
0.29677411913871765,
|
|
0.7102801203727722,
|
|
0.6060605049133301,
|
|
0.4186045527458191,
|
|
0.6100385189056396,
|
|
0.1729728877544403,
|
|
0.3665337860584259,
|
|
0.15469607710838318,
|
|
0.5999999046325684,
|
|
0.6338796615600586,
|
|
0.20111726224422455,
|
|
0.18257255852222443,
|
|
0.3352600038051605,
|
|
0.1503758728504181,
|
|
0.22891558706760406,
|
|
0.6742855310440063,
|
|
0.27118635177612305,
|
|
0.1635219305753708,
|
|
0.3982299864292145,
|
|
0.3999998867511749,
|
|
0.4093022048473358,
|
|
0.1989527940750122,
|
|
0.32835814356803894,
|
|
0.2723003923892975,
|
|
0.5167463421821594,
|
|
0.19540224969387054,
|
|
0.21999992430210114,
|
|
0.5999998450279236,
|
|
0.4299998879432678,
|
|
0.23448269069194794,
|
|
0.28440356254577637,
|
|
0.14049580693244934,
|
|
0.38888877630233765
|
|
],
|
|
"time": 180.54501603543758,
|
|
"param": [
|
|
{
|
|
"p": 0.06193898618221283,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07486481964588165,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08076831698417664,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06721660494804382,
|
|
"m": 0.34697389602661133
|
|
},
|
|
{
|
|
"p": 0.06224578991532326,
|
|
"m": 0.9836541414260864
|
|
},
|
|
{
|
|
"p": 0.07996956259012222,
|
|
"m": 0.23507395386695862
|
|
},
|
|
{
|
|
"p": 0.06401533633470535,
|
|
"m": 0.43464747071266174
|
|
},
|
|
{
|
|
"p": 0.061961572617292404,
|
|
"m": 0.34035590291023254
|
|
},
|
|
{
|
|
"p": 0.07464983314275742,
|
|
"m": 0.5010154247283936
|
|
},
|
|
{
|
|
"p": 0.07250327616930008,
|
|
"m": 0.7689381837844849
|
|
},
|
|
{
|
|
"p": 0.07369070500135422,
|
|
"m": 0.3945225775241852
|
|
},
|
|
{
|
|
"p": 0.06584436446428299,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05489262938499451,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1054382249712944,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 2.7309160232543945,
|
|
"val_loss": 2.9447834491729736,
|
|
"acc": 35.34,
|
|
"f1": [
|
|
0.6545453667640686,
|
|
0.45454537868499756,
|
|
0.23376615345478058,
|
|
0.212290421128273,
|
|
0.16883111000061035,
|
|
0.28187909722328186,
|
|
0.3515150547027588,
|
|
0.32195112109184265,
|
|
0.38674020767211914,
|
|
0.4861876964569092,
|
|
0.15757569670677185,
|
|
0.17808213829994202,
|
|
0.34615373611450195,
|
|
0.23448267579078674,
|
|
0.20930226147174835,
|
|
0.23414628207683563,
|
|
0.33333322405815125,
|
|
0.5116277933120728,
|
|
0.4180789887905121,
|
|
0.2421524077653885,
|
|
0.6133331656455994,
|
|
0.49107134342193604,
|
|
0.31055888533592224,
|
|
0.4588233530521393,
|
|
0.6008967757225037,
|
|
0.28571417927742004,
|
|
0.31249991059303284,
|
|
0.22510816156864166,
|
|
0.5025123953819275,
|
|
0.29577454924583435,
|
|
0.3735406994819641,
|
|
0.26845628023147583,
|
|
0.31055888533592224,
|
|
0.24161066114902496,
|
|
0.2999999523162842,
|
|
0.1844659447669983,
|
|
0.3470318615436554,
|
|
0.17073164880275726,
|
|
0.24210518598556519,
|
|
0.4577113389968872,
|
|
0.33333322405815125,
|
|
0.6111109852790833,
|
|
0.26785707473754883,
|
|
0.33103442192077637,
|
|
0.2524271011352539,
|
|
0.19101116061210632,
|
|
0.25668442249298096,
|
|
0.4532373249530792,
|
|
0.44268766045570374,
|
|
0.42727261781692505,
|
|
0.13186806440353394,
|
|
0.30999991297721863,
|
|
0.4939757287502289,
|
|
0.6028706431388855,
|
|
0.4662575423717499,
|
|
0.13636359572410583,
|
|
0.4666665494441986,
|
|
0.37158459424972534,
|
|
0.41314542293548584,
|
|
0.27488142251968384,
|
|
0.7207205295562744,
|
|
0.5753422975540161,
|
|
0.43715834617614746,
|
|
0.45901623368263245,
|
|
0.14371250569820404,
|
|
0.17801040410995483,
|
|
0.1836734414100647,
|
|
0.28415289521217346,
|
|
0.697435736656189,
|
|
0.6146340370178223,
|
|
0.4577113389968872,
|
|
0.619999885559082,
|
|
0.14379078149795532,
|
|
0.35820886492729187,
|
|
0.14772720634937286,
|
|
0.6039602756500244,
|
|
0.5578945875167847,
|
|
0.17610056698322296,
|
|
0.1836734265089035,
|
|
0.331707239151001,
|
|
0.14229243993759155,
|
|
0.21505369246006012,
|
|
0.573839545249939,
|
|
0.37623751163482666,
|
|
0.16867463290691376,
|
|
0.35185176134109497,
|
|
0.34374991059303284,
|
|
0.37914684414863586,
|
|
0.15819202363491058,
|
|
0.3209875524044037,
|
|
0.2833332419395447,
|
|
0.4769873321056366,
|
|
0.2621358335018158,
|
|
0.212290421128273,
|
|
0.5470084547996521,
|
|
0.4418603479862213,
|
|
0.36820071935653687,
|
|
0.28571417927742004,
|
|
0.09696962684392929,
|
|
0.3557691276073456
|
|
],
|
|
"time": 180.80205818545073,
|
|
"param": [
|
|
{
|
|
"p": 0.048784252256155014,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08772382140159607,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07026296108961105,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08069977164268494,
|
|
"m": 0.3714415431022644
|
|
},
|
|
{
|
|
"p": 0.07541787624359131,
|
|
"m": 0.9888428449630737
|
|
},
|
|
{
|
|
"p": 0.07331079989671707,
|
|
"m": 0.2721874415874481
|
|
},
|
|
{
|
|
"p": 0.06685487180948257,
|
|
"m": 0.5144603252410889
|
|
},
|
|
{
|
|
"p": 0.06149553135037422,
|
|
"m": 0.43873485922813416
|
|
},
|
|
{
|
|
"p": 0.0686810314655304,
|
|
"m": 0.44967782497406006
|
|
},
|
|
{
|
|
"p": 0.06559201329946518,
|
|
"m": 0.7877418994903564
|
|
},
|
|
{
|
|
"p": 0.0621919147670269,
|
|
"m": 0.4303065836429596
|
|
},
|
|
{
|
|
"p": 0.07212899625301361,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0680130124092102,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09884320944547653,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 3.441179037094116,
|
|
"val_loss": 3.053834915161133,
|
|
"acc": 34.79,
|
|
"f1": [
|
|
0.613065242767334,
|
|
0.4198893904685974,
|
|
0.22105254232883453,
|
|
0.20111726224422455,
|
|
0.13888882100582123,
|
|
0.30833324790000916,
|
|
0.32989683747291565,
|
|
0.3482586145401001,
|
|
0.33913031220436096,
|
|
0.4805193543434143,
|
|
0.18181811273097992,
|
|
0.24358965456485748,
|
|
0.35064926743507385,
|
|
0.2601625323295593,
|
|
0.1773398518562317,
|
|
0.2256409376859665,
|
|
0.3999998867511749,
|
|
0.505154550075531,
|
|
0.3837208151817322,
|
|
0.2545453608036041,
|
|
0.6473428606987,
|
|
0.5272725820541382,
|
|
0.34234222769737244,
|
|
0.5128204226493835,
|
|
0.585152804851532,
|
|
0.23214277625083923,
|
|
0.3102039694786072,
|
|
0.18320603668689728,
|
|
0.5185183882713318,
|
|
0.2774565517902374,
|
|
0.4195120930671692,
|
|
0.33333325386047363,
|
|
0.3087247312068939,
|
|
0.3113206624984741,
|
|
0.27329182624816895,
|
|
0.2025315910577774,
|
|
0.3084576427936554,
|
|
0.12087904661893845,
|
|
0.220689594745636,
|
|
0.47560960054397583,
|
|
0.3402060866355896,
|
|
0.5937498807907104,
|
|
0.26751580834388733,
|
|
0.34666651487350464,
|
|
0.1734103411436081,
|
|
0.20731700956821442,
|
|
0.2547769844532013,
|
|
0.48958322405815125,
|
|
0.4630540609359741,
|
|
0.4432988464832306,
|
|
0.16546757519245148,
|
|
0.29118767380714417,
|
|
0.5798317790031433,
|
|
0.5785122513771057,
|
|
0.4720495045185089,
|
|
0.1494252234697342,
|
|
0.48623839020729065,
|
|
0.32258057594299316,
|
|
0.3454544246196747,
|
|
0.3121950626373291,
|
|
0.7064219117164612,
|
|
0.4692735970020294,
|
|
0.438709557056427,
|
|
0.4018690288066864,
|
|
0.08602144569158554,
|
|
0.15525108575820923,
|
|
0.1395348161458969,
|
|
0.30674833059310913,
|
|
0.6815640926361084,
|
|
0.6528496146202087,
|
|
0.4886876940727234,
|
|
0.6051281094551086,
|
|
0.16363631188869476,
|
|
0.3369564116001129,
|
|
0.15469607710838318,
|
|
0.5214006900787354,
|
|
0.5970147848129272,
|
|
0.13414627313613892,
|
|
0.18705028295516968,
|
|
0.35071080923080444,
|
|
0.12355206906795502,
|
|
0.2264150232076645,
|
|
0.5911328792572021,
|
|
0.32195112109184265,
|
|
0.2046510875225067,
|
|
0.39069753885269165,
|
|
0.3904760777950287,
|
|
0.43373486399650574,
|
|
0.1752987504005432,
|
|
0.3580785095691681,
|
|
0.309278279542923,
|
|
0.5358850359916687,
|
|
0.08264458924531937,
|
|
0.21145367622375488,
|
|
0.6263735294342041,
|
|
0.4301074147224426,
|
|
0.3024389147758484,
|
|
0.2784809470176697,
|
|
0.07547163963317871,
|
|
0.3820223808288574
|
|
],
|
|
"time": 180.86481837835163,
|
|
"param": [
|
|
{
|
|
"p": 0.06510236859321594,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0601191408932209,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06925982236862183,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08518311381340027,
|
|
"m": 0.29386818408966064
|
|
},
|
|
{
|
|
"p": 0.05740315467119217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08741220086812973,
|
|
"m": 0.27150315046310425
|
|
},
|
|
{
|
|
"p": 0.069147028028965,
|
|
"m": 0.39210018515586853
|
|
},
|
|
{
|
|
"p": 0.0689694881439209,
|
|
"m": 0.45222339034080505
|
|
},
|
|
{
|
|
"p": 0.05237988755106926,
|
|
"m": 0.4698254466056824
|
|
},
|
|
{
|
|
"p": 0.07663197815418243,
|
|
"m": 0.9088776111602783
|
|
},
|
|
{
|
|
"p": 0.06095362454652786,
|
|
"m": 0.40540510416030884
|
|
},
|
|
{
|
|
"p": 0.07766547799110413,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06015096604824066,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10962173342704773,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 3.336474657058716,
|
|
"val_loss": 3.0259692668914795,
|
|
"acc": 34.66,
|
|
"f1": [
|
|
0.6288658380508423,
|
|
0.4183672070503235,
|
|
0.18055549263954163,
|
|
0.18269222974777222,
|
|
0.19289332628250122,
|
|
0.2798353135585785,
|
|
0.3771427571773529,
|
|
0.3850930631160736,
|
|
0.36111101508140564,
|
|
0.4190475046634674,
|
|
0.22891558706760406,
|
|
0.23966935276985168,
|
|
0.38056668639183044,
|
|
0.28426387906074524,
|
|
0.15028895437717438,
|
|
0.18579228222370148,
|
|
0.3775508999824524,
|
|
0.47004595398902893,
|
|
0.34482747316360474,
|
|
0.23622041940689087,
|
|
0.5054150819778442,
|
|
0.4426228404045105,
|
|
0.3478259742259979,
|
|
0.38961026072502136,
|
|
0.5599998831748962,
|
|
0.2530611455440521,
|
|
0.31055888533592224,
|
|
0.22131142020225525,
|
|
0.4999998211860657,
|
|
0.2976189851760864,
|
|
0.4022987186908722,
|
|
0.2987011969089508,
|
|
0.3076922297477722,
|
|
0.2793295085430145,
|
|
0.2816900610923767,
|
|
0.15909084677696228,
|
|
0.2820512056350708,
|
|
0.11764699220657349,
|
|
0.2488478720188141,
|
|
0.4662575423717499,
|
|
0.30935242772102356,
|
|
0.6009851098060608,
|
|
0.3168315887451172,
|
|
0.33962252736091614,
|
|
0.22797919809818268,
|
|
0.20833326876163483,
|
|
0.1775147169828415,
|
|
0.49777767062187195,
|
|
0.47222211956977844,
|
|
0.3376622200012207,
|
|
0.17333325743675232,
|
|
0.3428570628166199,
|
|
0.5493561029434204,
|
|
0.5829958915710449,
|
|
0.49565204977989197,
|
|
0.14689259231090546,
|
|
0.4629628360271454,
|
|
0.3459458649158478,
|
|
0.3842363655567169,
|
|
0.31050220131874084,
|
|
0.6448978185653687,
|
|
0.5185183882713318,
|
|
0.43373486399650574,
|
|
0.429447740316391,
|
|
0.1405404806137085,
|
|
0.21965309977531433,
|
|
0.1339712291955948,
|
|
0.30487796664237976,
|
|
0.6482212543487549,
|
|
0.5179855227470398,
|
|
0.42285704612731934,
|
|
0.502564013004303,
|
|
0.11188805103302002,
|
|
0.3384614586830139,
|
|
0.13333328068256378,
|
|
0.5894736051559448,
|
|
0.5853657722473145,
|
|
0.17449656128883362,
|
|
0.17142851650714874,
|
|
0.35185176134109497,
|
|
0.15151509642601013,
|
|
0.24087584018707275,
|
|
0.6138612627983093,
|
|
0.3248729705810547,
|
|
0.14981268346309662,
|
|
0.3587442934513092,
|
|
0.3350784480571747,
|
|
0.3414632976055145,
|
|
0.1635219305753708,
|
|
0.3386242389678955,
|
|
0.24786315858364105,
|
|
0.5277776718139648,
|
|
0.1818181276321411,
|
|
0.19811314344406128,
|
|
0.5942855477333069,
|
|
0.4507041275501251,
|
|
0.26041656732559204,
|
|
0.29249006509780884,
|
|
0.13740451633930206,
|
|
0.4248703718185425
|
|
],
|
|
"time": 182.71037732437253,
|
|
"param": [
|
|
{
|
|
"p": 0.07652906328439713,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07352124154567719,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06430695205926895,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07340790331363678,
|
|
"m": 0.373173326253891
|
|
},
|
|
{
|
|
"p": 0.0751074030995369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07352688163518906,
|
|
"m": 0.30456429719924927
|
|
},
|
|
{
|
|
"p": 0.056664105504751205,
|
|
"m": 0.32941707968711853
|
|
},
|
|
{
|
|
"p": 0.07563874125480652,
|
|
"m": 0.37105026841163635
|
|
},
|
|
{
|
|
"p": 0.06952186673879623,
|
|
"m": 0.5031169652938843
|
|
},
|
|
{
|
|
"p": 0.0691228061914444,
|
|
"m": 0.8755742311477661
|
|
},
|
|
{
|
|
"p": 0.06686876714229584,
|
|
"m": 0.4324796795845032
|
|
},
|
|
{
|
|
"p": 0.0833229273557663,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.057849448174238205,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08461181074380875,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 2.7823941707611084,
|
|
"val_loss": 2.6939573287963867,
|
|
"acc": 34.86,
|
|
"f1": [
|
|
0.5991559624671936,
|
|
0.3924049437046051,
|
|
0.24489790201187134,
|
|
0.19883033633232117,
|
|
0.143540620803833,
|
|
0.238805890083313,
|
|
0.36815908551216125,
|
|
0.3414633274078369,
|
|
0.33057841658592224,
|
|
0.4530385434627533,
|
|
0.16326524317264557,
|
|
0.2202642410993576,
|
|
0.2983424663543701,
|
|
0.23280414938926697,
|
|
0.14193542301654816,
|
|
0.23318377137184143,
|
|
0.38596484065055847,
|
|
0.4596773386001587,
|
|
0.3152172863483429,
|
|
0.26395928859710693,
|
|
0.5898616909980774,
|
|
0.3776223063468933,
|
|
0.3529411256313324,
|
|
0.5238093733787537,
|
|
0.583690881729126,
|
|
0.26900574564933777,
|
|
0.3041473925113678,
|
|
0.20320846140384674,
|
|
0.48132768273353577,
|
|
0.3113771378993988,
|
|
0.33939382433891296,
|
|
0.35820886492729187,
|
|
0.3465345501899719,
|
|
0.3168315887451172,
|
|
0.2739725112915039,
|
|
0.14545448124408722,
|
|
0.33333325386047363,
|
|
0.1153845563530922,
|
|
0.2612611949443817,
|
|
0.4635760486125946,
|
|
0.3386242389678955,
|
|
0.6559138894081116,
|
|
0.2774565517902374,
|
|
0.364531934261322,
|
|
0.18421046435832977,
|
|
0.24719089269638062,
|
|
0.21590900421142578,
|
|
0.4950493574142456,
|
|
0.49999988079071045,
|
|
0.4343433380126953,
|
|
0.19689112901687622,
|
|
0.33460068702697754,
|
|
0.5892114639282227,
|
|
0.6145831942558289,
|
|
0.5208331942558289,
|
|
0.13698625564575195,
|
|
0.5084744095802307,
|
|
0.33720916509628296,
|
|
0.3703702688217163,
|
|
0.3167419731616974,
|
|
0.6956520080566406,
|
|
0.4705880880355835,
|
|
0.38216549158096313,
|
|
0.34751760959625244,
|
|
0.1403508186340332,
|
|
0.15068486332893372,
|
|
0.1900825798511505,
|
|
0.36046499013900757,
|
|
0.6502056121826172,
|
|
0.5714284181594849,
|
|
0.44537800550460815,
|
|
0.5769229531288147,
|
|
0.1391940712928772,
|
|
0.3644443452358246,
|
|
0.15887843072414398,
|
|
0.5446427464485168,
|
|
0.5599998831748962,
|
|
0.14213192462921143,
|
|
0.18999992311000824,
|
|
0.3289472758769989,
|
|
0.1258740872144699,
|
|
0.27874556183815,
|
|
0.6376810669898987,
|
|
0.2269502729177475,
|
|
0.2065216600894928,
|
|
0.3559320867061615,
|
|
0.3442622125148773,
|
|
0.40718549489974976,
|
|
0.14285707473754883,
|
|
0.3050846457481384,
|
|
0.2390669882297516,
|
|
0.4999998211860657,
|
|
0.17391295731067657,
|
|
0.1768706887960434,
|
|
0.5957446098327637,
|
|
0.5161288380622864,
|
|
0.329670250415802,
|
|
0.30851057171821594,
|
|
0.1257142275571823,
|
|
0.40677958726882935
|
|
],
|
|
"time": 180.3327860897407,
|
|
"param": [
|
|
{
|
|
"p": 0.06008610501885414,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0722620040178299,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08426562696695328,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07824215292930603,
|
|
"m": 0.3783225417137146
|
|
},
|
|
{
|
|
"p": 0.05756043270230293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07466664910316467,
|
|
"m": 0.16869740188121796
|
|
},
|
|
{
|
|
"p": 0.06950993835926056,
|
|
"m": 0.5575255751609802
|
|
},
|
|
{
|
|
"p": 0.07792442291975021,
|
|
"m": 0.4563426673412323
|
|
},
|
|
{
|
|
"p": 0.0635804757475853,
|
|
"m": 0.5106768608093262
|
|
},
|
|
{
|
|
"p": 0.06187419220805168,
|
|
"m": 0.84341961145401
|
|
},
|
|
{
|
|
"p": 0.07052067667245865,
|
|
"m": 0.4821634292602539
|
|
},
|
|
{
|
|
"p": 0.06662138551473618,
|
|
"m": 0.14357030391693115
|
|
},
|
|
{
|
|
"p": 0.0696733370423317,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09321258962154388,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 3.2515270709991455,
|
|
"val_loss": 3.2358644008636475,
|
|
"acc": 35.95,
|
|
"f1": [
|
|
0.657142698764801,
|
|
0.42285704612731934,
|
|
0.228260800242424,
|
|
0.14444437623023987,
|
|
0.1290321946144104,
|
|
0.26666656136512756,
|
|
0.3289472758769989,
|
|
0.33744847774505615,
|
|
0.3583814203739166,
|
|
0.43333321809768677,
|
|
0.20105813443660736,
|
|
0.19999992847442627,
|
|
0.37681150436401367,
|
|
0.2525251507759094,
|
|
0.19607838988304138,
|
|
0.2673795819282532,
|
|
0.4302324652671814,
|
|
0.49999988079071045,
|
|
0.3276835083961487,
|
|
0.29702961444854736,
|
|
0.5313652157783508,
|
|
0.48756206035614014,
|
|
0.3348836302757263,
|
|
0.5053762197494507,
|
|
0.5564514994621277,
|
|
0.27083322405815125,
|
|
0.306122362613678,
|
|
0.2601625323295593,
|
|
0.48421040177345276,
|
|
0.2941175401210785,
|
|
0.40384599566459656,
|
|
0.3139533996582031,
|
|
0.3523315489292145,
|
|
0.3168315887451172,
|
|
0.30999991297721863,
|
|
0.1645020991563797,
|
|
0.3228698670864105,
|
|
0.17123281955718994,
|
|
0.21714277565479279,
|
|
0.5033111572265625,
|
|
0.32450324296951294,
|
|
0.637362539768219,
|
|
0.32558128237724304,
|
|
0.34234222769737244,
|
|
0.2659573554992676,
|
|
0.256410151720047,
|
|
0.2741115987300873,
|
|
0.518134593963623,
|
|
0.5118482112884521,
|
|
0.4411763548851013,
|
|
0.1647058129310608,
|
|
0.27177694439888,
|
|
0.6097559332847595,
|
|
0.6255922317504883,
|
|
0.5140186548233032,
|
|
0.15957440435886383,
|
|
0.5347592234611511,
|
|
0.36893191933631897,
|
|
0.43601882457733154,
|
|
0.2820512056350708,
|
|
0.6345380544662476,
|
|
0.5123152136802673,
|
|
0.362790584564209,
|
|
0.38578668236732483,
|
|
0.11834313720464706,
|
|
0.1818181276321411,
|
|
0.09523803740739822,
|
|
0.3419688045978546,
|
|
0.6880732178688049,
|
|
0.5787232518196106,
|
|
0.4361701011657715,
|
|
0.5833331942558289,
|
|
0.16883111000061035,
|
|
0.30769217014312744,
|
|
0.14213192462921143,
|
|
0.5951218605041504,
|
|
0.6176469922065735,
|
|
0.11299428343772888,
|
|
0.17840369045734406,
|
|
0.3584904372692108,
|
|
0.17021268606185913,
|
|
0.2834007143974304,
|
|
0.5872339010238647,
|
|
0.27329182624816895,
|
|
0.18378373980522156,
|
|
0.4352940320968628,
|
|
0.40935659408569336,
|
|
0.4088396728038788,
|
|
0.21960778534412384,
|
|
0.3018867075443268,
|
|
0.2521738111972809,
|
|
0.5388599634170532,
|
|
0.1694914698600769,
|
|
0.21722839772701263,
|
|
0.6486485004425049,
|
|
0.4717947542667389,
|
|
0.3522725999355316,
|
|
0.3076922297477722,
|
|
0.1390373706817627,
|
|
0.38095226883888245
|
|
],
|
|
"time": 181.0352871734649,
|
|
"param": [
|
|
{
|
|
"p": 0.08083480596542358,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.074433334171772,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06427543610334396,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05707501620054245,
|
|
"m": 0.33603668212890625
|
|
},
|
|
{
|
|
"p": 0.05654648691415787,
|
|
"m": 0.99466472864151
|
|
},
|
|
{
|
|
"p": 0.0643812045454979,
|
|
"m": 0.194597065448761
|
|
},
|
|
{
|
|
"p": 0.07650401443243027,
|
|
"m": 0.4350515305995941
|
|
},
|
|
{
|
|
"p": 0.07525134086608887,
|
|
"m": 0.42564570903778076
|
|
},
|
|
{
|
|
"p": 0.06443462520837784,
|
|
"m": 0.4840860962867737
|
|
},
|
|
{
|
|
"p": 0.07908487319946289,
|
|
"m": 0.8156259655952454
|
|
},
|
|
{
|
|
"p": 0.06266415119171143,
|
|
"m": 0.5260233283042908
|
|
},
|
|
{
|
|
"p": 0.06856387108564377,
|
|
"m": 0.11059870570898056
|
|
},
|
|
{
|
|
"p": 0.07562631368637085,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10032448917627335,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 2.81948184967041,
|
|
"val_loss": 3.142221212387085,
|
|
"acc": 35.32,
|
|
"f1": [
|
|
0.6602869629859924,
|
|
0.4343433380126953,
|
|
0.2193547636270523,
|
|
0.20657269656658173,
|
|
0.13114747405052185,
|
|
0.27160486578941345,
|
|
0.3314284682273865,
|
|
0.36111101508140564,
|
|
0.3670884966850281,
|
|
0.44585973024368286,
|
|
0.22660093009471893,
|
|
0.210526242852211,
|
|
0.37914684414863586,
|
|
0.2488478720188141,
|
|
0.18749994039535522,
|
|
0.20472435653209686,
|
|
0.39583319425582886,
|
|
0.5096152424812317,
|
|
0.3557691276073456,
|
|
0.22907482087612152,
|
|
0.6595743298530579,
|
|
0.5064376592636108,
|
|
0.30621999502182007,
|
|
0.46874985098838806,
|
|
0.5862067937850952,
|
|
0.2815532982349396,
|
|
0.2485874742269516,
|
|
0.17142851650714874,
|
|
0.5317917466163635,
|
|
0.30526304244995117,
|
|
0.37433144450187683,
|
|
0.3316061198711395,
|
|
0.34254133701324463,
|
|
0.2812499403953552,
|
|
0.3647797703742981,
|
|
0.13483139872550964,
|
|
0.29959505796432495,
|
|
0.1544714868068695,
|
|
0.24193541705608368,
|
|
0.5411763787269592,
|
|
0.3456788659095764,
|
|
0.5314008593559265,
|
|
0.2762430012226105,
|
|
0.3121386468410492,
|
|
0.22535204887390137,
|
|
0.23463678359985352,
|
|
0.193548321723938,
|
|
0.5140186548233032,
|
|
0.5279186367988586,
|
|
0.39069753885269165,
|
|
0.21395343542099,
|
|
0.28426387906074524,
|
|
0.580357015132904,
|
|
0.5990782380104065,
|
|
0.5314008593559265,
|
|
0.13422814011573792,
|
|
0.5230767726898193,
|
|
0.3524589240550995,
|
|
0.38938042521476746,
|
|
0.3318384885787964,
|
|
0.7354258298873901,
|
|
0.4749998450279236,
|
|
0.44571414589881897,
|
|
0.4382021129131317,
|
|
0.10256403684616089,
|
|
0.12658220529556274,
|
|
0.18181811273097992,
|
|
0.3467741012573242,
|
|
0.7099998593330383,
|
|
0.5809522867202759,
|
|
0.4630540609359741,
|
|
0.6132074594497681,
|
|
0.19459453225135803,
|
|
0.20547938346862793,
|
|
0.10071936994791031,
|
|
0.5894736051559448,
|
|
0.5595853924751282,
|
|
0.12987005710601807,
|
|
0.17760612070560455,
|
|
0.3195875287055969,
|
|
0.15999993681907654,
|
|
0.24999991059303284,
|
|
0.6633164882659912,
|
|
0.32183900475502014,
|
|
0.1758241057395935,
|
|
0.3636362552642822,
|
|
0.3937007188796997,
|
|
0.39999985694885254,
|
|
0.2007167935371399,
|
|
0.30567678809165955,
|
|
0.24501419067382812,
|
|
0.5425531268119812,
|
|
0.13422814011573792,
|
|
0.2524271011352539,
|
|
0.6310158967971802,
|
|
0.44444432854652405,
|
|
0.30864188075065613,
|
|
0.2727271616458893,
|
|
0.14782603085041046,
|
|
0.38636353611946106
|
|
],
|
|
"time": 180.68041829857975,
|
|
"param": [
|
|
{
|
|
"p": 0.08012328296899796,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08534881472587585,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06185000389814377,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07115690410137177,
|
|
"m": 0.36635643243789673
|
|
},
|
|
{
|
|
"p": 0.05740893632173538,
|
|
"m": 0.9539257884025574
|
|
},
|
|
{
|
|
"p": 0.06282981485128403,
|
|
"m": 0.17746460437774658
|
|
},
|
|
{
|
|
"p": 0.05194312706589699,
|
|
"m": 0.3621874153614044
|
|
},
|
|
{
|
|
"p": 0.06655081361532211,
|
|
"m": 0.4325743019580841
|
|
},
|
|
{
|
|
"p": 0.06968726962804794,
|
|
"m": 0.493472158908844
|
|
},
|
|
{
|
|
"p": 0.0758790671825409,
|
|
"m": 0.8722289204597473
|
|
},
|
|
{
|
|
"p": 0.06881318241357803,
|
|
"m": 0.4245505630970001
|
|
},
|
|
{
|
|
"p": 0.07315192371606827,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06756743043661118,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10768947750329971,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 151,
|
|
"train_loss": 2.941025972366333,
|
|
"val_loss": 2.8624584674835205,
|
|
"acc": 35.79,
|
|
"f1": [
|
|
0.6320345401763916,
|
|
0.4191615581512451,
|
|
0.20111726224422455,
|
|
0.2723003923892975,
|
|
0.15950913727283478,
|
|
0.2980768382549286,
|
|
0.3195265531539917,
|
|
0.3654821515083313,
|
|
0.3208954334259033,
|
|
0.509090781211853,
|
|
0.14598533511161804,
|
|
0.19469019770622253,
|
|
0.3867923319339752,
|
|
0.22680403292179108,
|
|
0.15966379642486572,
|
|
0.18897631764411926,
|
|
0.40476179122924805,
|
|
0.4463517963886261,
|
|
0.3351350426673889,
|
|
0.2559240758419037,
|
|
0.619999885559082,
|
|
0.5347592234611511,
|
|
0.3578946590423584,
|
|
0.5113635063171387,
|
|
0.5999999046325684,
|
|
0.26845628023147583,
|
|
0.32411059737205505,
|
|
0.19277101755142212,
|
|
0.5294116735458374,
|
|
0.3295453190803528,
|
|
0.3926939368247986,
|
|
0.37623751163482666,
|
|
0.3487178385257721,
|
|
0.314606636762619,
|
|
0.35483860969543457,
|
|
0.06557372957468033,
|
|
0.29951682686805725,
|
|
0.10695181041955948,
|
|
0.28723397850990295,
|
|
0.4999998211860657,
|
|
0.37288129329681396,
|
|
0.6249998807907104,
|
|
0.2815532982349396,
|
|
0.3161763846874237,
|
|
0.22119809687137604,
|
|
0.18579228222370148,
|
|
0.21951214969158173,
|
|
0.4949493706226349,
|
|
0.44444432854652405,
|
|
0.4022987186908722,
|
|
0.11688306927680969,
|
|
0.3203882575035095,
|
|
0.5714285373687744,
|
|
0.5901638269424438,
|
|
0.5084744691848755,
|
|
0.15384607017040253,
|
|
0.48888880014419556,
|
|
0.38251355290412903,
|
|
0.37499988079071045,
|
|
0.29319363832473755,
|
|
0.7450978755950928,
|
|
0.5812807083129883,
|
|
0.41414129734039307,
|
|
0.44444432854652405,
|
|
0.0805368572473526,
|
|
0.09523803740739822,
|
|
0.10465110093355179,
|
|
0.31730762124061584,
|
|
0.7246376276016235,
|
|
0.600858211517334,
|
|
0.43216070532798767,
|
|
0.6261681318283081,
|
|
0.15899574756622314,
|
|
0.31632643938064575,
|
|
0.14606735110282898,
|
|
0.5454544425010681,
|
|
0.6146340370178223,
|
|
0.15294109284877777,
|
|
0.20512813329696655,
|
|
0.3469386696815491,
|
|
0.17322826385498047,
|
|
0.1989527940750122,
|
|
0.6473428606987,
|
|
0.2624998986721039,
|
|
0.16455689072608948,
|
|
0.43564343452453613,
|
|
0.3999998867511749,
|
|
0.4044942855834961,
|
|
0.16853927075862885,
|
|
0.31775689125061035,
|
|
0.3003951609134674,
|
|
0.529999852180481,
|
|
0.14371250569820404,
|
|
0.26519328355789185,
|
|
0.5727270841598511,
|
|
0.44621503353118896,
|
|
0.3609755337238312,
|
|
0.25396817922592163,
|
|
0.12875531613826752,
|
|
0.3850930631160736
|
|
],
|
|
"time": 182.21160633396357,
|
|
"param": [
|
|
{
|
|
"p": 0.07492254674434662,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07469486445188522,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.060784902423620224,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07213639467954636,
|
|
"m": 0.3127955496311188
|
|
},
|
|
{
|
|
"p": 0.080339714884758,
|
|
"m": 0.9816953539848328
|
|
},
|
|
{
|
|
"p": 0.05600055679678917,
|
|
"m": 0.1534460335969925
|
|
},
|
|
{
|
|
"p": 0.07409627735614777,
|
|
"m": 0.3727341294288635
|
|
},
|
|
{
|
|
"p": 0.07309630513191223,
|
|
"m": 0.46143633127212524
|
|
},
|
|
{
|
|
"p": 0.06196896731853485,
|
|
"m": 0.5356294512748718
|
|
},
|
|
{
|
|
"p": 0.06762754917144775,
|
|
"m": 0.7659590244293213
|
|
},
|
|
{
|
|
"p": 0.07131657749414444,
|
|
"m": 0.5236385464668274
|
|
},
|
|
{
|
|
"p": 0.06845241039991379,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.07128214091062546,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09328082203865051,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 152,
|
|
"train_loss": 2.428334951400757,
|
|
"val_loss": 2.9287474155426025,
|
|
"acc": 35.22,
|
|
"f1": [
|
|
0.6403939127922058,
|
|
0.40677958726882935,
|
|
0.1971830427646637,
|
|
0.21343867480754852,
|
|
0.141592875123024,
|
|
0.2722512185573578,
|
|
0.31284910440444946,
|
|
0.3917524814605713,
|
|
0.32978713512420654,
|
|
0.4266665577888489,
|
|
0.17610056698322296,
|
|
0.2097901701927185,
|
|
0.36111101508140564,
|
|
0.23350247740745544,
|
|
0.2096773386001587,
|
|
0.2333332747220993,
|
|
0.3820223808288574,
|
|
0.4609052240848541,
|
|
0.39069753885269165,
|
|
0.2937852144241333,
|
|
0.6261681318283081,
|
|
0.5544553399085999,
|
|
0.32911381125450134,
|
|
0.4210525155067444,
|
|
0.5982905030250549,
|
|
0.24870456755161285,
|
|
0.28571417927742004,
|
|
0.20382159948349,
|
|
0.49999988079071045,
|
|
0.32558128237724304,
|
|
0.3469386696815491,
|
|
0.32051271200180054,
|
|
0.32579174637794495,
|
|
0.282828152179718,
|
|
0.32258057594299316,
|
|
0.18269222974777222,
|
|
0.2999999225139618,
|
|
0.12941168248653412,
|
|
0.25555548071861267,
|
|
0.48888877034187317,
|
|
0.3121386468410492,
|
|
0.4926470220088959,
|
|
0.2696628272533417,
|
|
0.3775508999824524,
|
|
0.228571355342865,
|
|
0.20512813329696655,
|
|
0.20202013850212097,
|
|
0.49612393975257874,
|
|
0.5217390656471252,
|
|
0.3878786563873291,
|
|
0.1921396702528,
|
|
0.28776973485946655,
|
|
0.5793650150299072,
|
|
0.5903083086013794,
|
|
0.4811319410800934,
|
|
0.15730330348014832,
|
|
0.4907405972480774,
|
|
0.3699420988559723,
|
|
0.396135151386261,
|
|
0.2751321792602539,
|
|
0.7070705890655518,
|
|
0.5111110210418701,
|
|
0.43781083822250366,
|
|
0.4607328474521637,
|
|
0.1029411256313324,
|
|
0.2121211439371109,
|
|
0.10526309162378311,
|
|
0.3361343741416931,
|
|
0.6790696382522583,
|
|
0.5214284062385559,
|
|
0.39805811643600464,
|
|
0.6031744480133057,
|
|
0.12631572782993317,
|
|
0.29665064811706543,
|
|
0.13095231354236603,
|
|
0.6063828468322754,
|
|
0.5714284181594849,
|
|
0.13559316098690033,
|
|
0.18784524500370026,
|
|
0.3399999141693115,
|
|
0.1758241057395935,
|
|
0.20535708963871002,
|
|
0.5176470279693604,
|
|
0.32941165566444397,
|
|
0.2097901701927185,
|
|
0.41314542293548584,
|
|
0.31896543502807617,
|
|
0.39631327986717224,
|
|
0.1965317279100418,
|
|
0.3568463623523712,
|
|
0.22535204887390137,
|
|
0.5365852117538452,
|
|
0.12048186361789703,
|
|
0.18848159909248352,
|
|
0.5463413596153259,
|
|
0.4549354910850525,
|
|
0.2589927613735199,
|
|
0.28971952199935913,
|
|
0.11458326876163483,
|
|
0.3874998986721039
|
|
],
|
|
"time": 181.0371586550027,
|
|
"param": [
|
|
{
|
|
"p": 0.07393121719360352,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0795559510588646,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0722949206829071,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05152282118797302,
|
|
"m": 0.35047730803489685
|
|
},
|
|
{
|
|
"p": 0.06418347358703613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07268516719341278,
|
|
"m": 0.13754186034202576
|
|
},
|
|
{
|
|
"p": 0.07261665165424347,
|
|
"m": 0.5349487066268921
|
|
},
|
|
{
|
|
"p": 0.07351412624120712,
|
|
"m": 0.40319573879241943
|
|
},
|
|
{
|
|
"p": 0.07724343985319138,
|
|
"m": 0.5048813819885254
|
|
},
|
|
{
|
|
"p": 0.06473297625780106,
|
|
"m": 0.7815490961074829
|
|
},
|
|
{
|
|
"p": 0.05900733172893524,
|
|
"m": 0.592322826385498
|
|
},
|
|
{
|
|
"p": 0.06963349878787994,
|
|
"m": 0.11498911678791046
|
|
},
|
|
{
|
|
"p": 0.07236841320991516,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09670994430780411,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 153,
|
|
"train_loss": 3.009495973587036,
|
|
"val_loss": 2.925105333328247,
|
|
"acc": 35.31,
|
|
"f1": [
|
|
0.6451612114906311,
|
|
0.4339621663093567,
|
|
0.20779214799404144,
|
|
0.17567561566829681,
|
|
0.19491519033908844,
|
|
0.26086950302124023,
|
|
0.3440859317779541,
|
|
0.38636353611946106,
|
|
0.3043477237224579,
|
|
0.46242761611938477,
|
|
0.15853650867938995,
|
|
0.20408158004283905,
|
|
0.3783782124519348,
|
|
0.27118638157844543,
|
|
0.20960691571235657,
|
|
0.20689646899700165,
|
|
0.37288129329681396,
|
|
0.48453593254089355,
|
|
0.3351954519748688,
|
|
0.32432422041893005,
|
|
0.6018517017364502,
|
|
0.49999988079071045,
|
|
0.3411763310432434,
|
|
0.49411749839782715,
|
|
0.6907215118408203,
|
|
0.24590153992176056,
|
|
0.2735848128795624,
|
|
0.193548321723938,
|
|
0.4999998211860657,
|
|
0.33497530221939087,
|
|
0.3582088351249695,
|
|
0.2790696620941162,
|
|
0.3311257064342499,
|
|
0.2774192988872528,
|
|
0.34666651487350464,
|
|
0.19433192908763885,
|
|
0.28193822503089905,
|
|
0.14126387238502502,
|
|
0.23021577298641205,
|
|
0.4969695806503296,
|
|
0.3502824008464813,
|
|
0.5812807083129883,
|
|
0.3037973642349243,
|
|
0.3386242389678955,
|
|
0.14765094220638275,
|
|
0.2116401493549347,
|
|
0.2580644488334656,
|
|
0.488262802362442,
|
|
0.5279186367988586,
|
|
0.4271843731403351,
|
|
0.15789467096328735,
|
|
0.3094339072704315,
|
|
0.5849801898002625,
|
|
0.642857015132904,
|
|
0.5148513317108154,
|
|
0.15642453730106354,
|
|
0.4827585518360138,
|
|
0.3418802320957184,
|
|
0.35820886492729187,
|
|
0.29850736260414124,
|
|
0.6905827522277832,
|
|
0.4905658960342407,
|
|
0.3636362850666046,
|
|
0.35019445419311523,
|
|
0.08917191624641418,
|
|
0.19047611951828003,
|
|
0.17085421085357666,
|
|
0.28260859847068787,
|
|
0.6636362671852112,
|
|
0.5989303588867188,
|
|
0.43999987840652466,
|
|
0.5975102186203003,
|
|
0.13095231354236603,
|
|
0.3493449091911316,
|
|
0.15204671025276184,
|
|
0.6282721161842346,
|
|
0.5951218605041504,
|
|
0.15525108575820923,
|
|
0.1673639565706253,
|
|
0.37185919284820557,
|
|
0.14444437623023987,
|
|
0.26262614130973816,
|
|
0.5978259444236755,
|
|
0.24999991059303284,
|
|
0.18784524500370026,
|
|
0.4215245544910431,
|
|
0.4242422580718994,
|
|
0.42790690064430237,
|
|
0.19531244039535522,
|
|
0.3414633274078369,
|
|
0.30046939849853516,
|
|
0.48484838008880615,
|
|
0.2048192024230957,
|
|
0.18181811273097992,
|
|
0.589371919631958,
|
|
0.4565216302871704,
|
|
0.30857133865356445,
|
|
0.27083322405815125,
|
|
0.16161610186100006,
|
|
0.37563440203666687
|
|
],
|
|
"time": 181.30981967411935,
|
|
"param": [
|
|
{
|
|
"p": 0.07142117619514465,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0834590420126915,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06668844819068909,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07240793853998184,
|
|
"m": 0.3559970557689667
|
|
},
|
|
{
|
|
"p": 0.07670100033283234,
|
|
"m": 0.9980543255805969
|
|
},
|
|
{
|
|
"p": 0.07419127225875854,
|
|
"m": 0.10032004117965698
|
|
},
|
|
{
|
|
"p": 0.07141905277967453,
|
|
"m": 0.38214242458343506
|
|
},
|
|
{
|
|
"p": 0.0649070218205452,
|
|
"m": 0.32604190707206726
|
|
},
|
|
{
|
|
"p": 0.06830816715955734,
|
|
"m": 0.4645514190196991
|
|
},
|
|
{
|
|
"p": 0.06808091700077057,
|
|
"m": 0.7724433541297913
|
|
},
|
|
{
|
|
"p": 0.07007645815610886,
|
|
"m": 0.46397969126701355
|
|
},
|
|
{
|
|
"p": 0.05735461041331291,
|
|
"m": 0.11368626356124878
|
|
},
|
|
{
|
|
"p": 0.07457184046506882,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08041301369667053,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 154,
|
|
"train_loss": 3.2763195037841797,
|
|
"val_loss": 3.053675413131714,
|
|
"acc": 35.46,
|
|
"f1": [
|
|
0.6210525035858154,
|
|
0.38647329807281494,
|
|
0.24580998718738556,
|
|
0.23529404401779175,
|
|
0.18032780289649963,
|
|
0.2097901701927185,
|
|
0.3599999248981476,
|
|
0.3892616331577301,
|
|
0.3376622498035431,
|
|
0.4790417551994324,
|
|
0.1818181276321411,
|
|
0.2100839763879776,
|
|
0.4052862524986267,
|
|
0.23529404401779175,
|
|
0.19999992847442627,
|
|
0.236453115940094,
|
|
0.4146340489387512,
|
|
0.4728681445121765,
|
|
0.358024537563324,
|
|
0.23448267579078674,
|
|
0.5375493168830872,
|
|
0.4999999403953552,
|
|
0.3169397711753845,
|
|
0.48447185754776,
|
|
0.5999999046325684,
|
|
0.28402355313301086,
|
|
0.2795697748661041,
|
|
0.18652844429016113,
|
|
0.5436891913414001,
|
|
0.321428507566452,
|
|
0.3644443452358246,
|
|
0.32835814356803894,
|
|
0.3599999248981476,
|
|
0.28464412689208984,
|
|
0.3076922297477722,
|
|
0.19209031760692596,
|
|
0.264317125082016,
|
|
0.1639343500137329,
|
|
0.2580644488334656,
|
|
0.5057469606399536,
|
|
0.3482586145401001,
|
|
0.5531913638114929,
|
|
0.29824554920196533,
|
|
0.32234421372413635,
|
|
0.23300965130329132,
|
|
0.17567561566829681,
|
|
0.21917803585529327,
|
|
0.4595744013786316,
|
|
0.4748857021331787,
|
|
0.42201822996139526,
|
|
0.19999994337558746,
|
|
0.30418241024017334,
|
|
0.5829958915710449,
|
|
0.5916665196418762,
|
|
0.5482232570648193,
|
|
0.12972965836524963,
|
|
0.4418603479862213,
|
|
0.37804868817329407,
|
|
0.41818171739578247,
|
|
0.3016759157180786,
|
|
0.705357015132904,
|
|
0.5084744095802307,
|
|
0.376623272895813,
|
|
0.36269423365592957,
|
|
0.09032251685857773,
|
|
0.18811874091625214,
|
|
0.10778438299894333,
|
|
0.220779150724411,
|
|
0.7319586277008057,
|
|
0.5821594595909119,
|
|
0.4766837954521179,
|
|
0.6358972787857056,
|
|
0.16216209530830383,
|
|
0.3376622498035431,
|
|
0.15135130286216736,
|
|
0.5511109828948975,
|
|
0.5541123747825623,
|
|
0.14371250569820404,
|
|
0.18279562890529633,
|
|
0.3286384046077728,
|
|
0.18947362899780273,
|
|
0.26540276408195496,
|
|
0.6178008913993835,
|
|
0.26881712675094604,
|
|
0.2173912227153778,
|
|
0.37426888942718506,
|
|
0.4257424473762512,
|
|
0.43575406074523926,
|
|
0.14285707473754883,
|
|
0.3220337927341461,
|
|
0.2815532982349396,
|
|
0.5443785786628723,
|
|
0.14084501564502716,
|
|
0.2121211439371109,
|
|
0.5674417018890381,
|
|
0.4593299925327301,
|
|
0.29126206040382385,
|
|
0.3463686406612396,
|
|
0.14358967542648315,
|
|
0.37499991059303284
|
|
],
|
|
"time": 183.17704837862402,
|
|
"param": [
|
|
{
|
|
"p": 0.07282529026269913,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08221442252397537,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07940348237752914,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05663610249757767,
|
|
"m": 0.2947551906108856
|
|
},
|
|
{
|
|
"p": 0.05226069688796997,
|
|
"m": 0.9535849690437317
|
|
},
|
|
{
|
|
"p": 0.0554187074303627,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.07235069572925568,
|
|
"m": 0.3094300925731659
|
|
},
|
|
{
|
|
"p": 0.0799257755279541,
|
|
"m": 0.3495942950248718
|
|
},
|
|
{
|
|
"p": 0.06977591663599014,
|
|
"m": 0.5454914569854736
|
|
},
|
|
{
|
|
"p": 0.06946508586406708,
|
|
"m": 0.7775055766105652
|
|
},
|
|
{
|
|
"p": 0.07532569020986557,
|
|
"m": 0.495515376329422
|
|
},
|
|
{
|
|
"p": 0.0658201202750206,
|
|
"m": 0.20788942277431488
|
|
},
|
|
{
|
|
"p": 0.07362653315067291,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09495137631893158,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 155,
|
|
"train_loss": 2.620056629180908,
|
|
"val_loss": 3.0843405723571777,
|
|
"acc": 35.7,
|
|
"f1": [
|
|
0.6790696382522583,
|
|
0.42790690064430237,
|
|
0.239520862698555,
|
|
0.1989527940750122,
|
|
0.1509433388710022,
|
|
0.2765956223011017,
|
|
0.3584904372692108,
|
|
0.32624104619026184,
|
|
0.3351954519748688,
|
|
0.4561401903629303,
|
|
0.11965807527303696,
|
|
0.19047613441944122,
|
|
0.390243798494339,
|
|
0.29813653230667114,
|
|
0.1648350954055786,
|
|
0.2571427524089813,
|
|
0.39130425453186035,
|
|
0.4630540609359741,
|
|
0.3874344527721405,
|
|
0.29743579030036926,
|
|
0.5876776576042175,
|
|
0.49484527111053467,
|
|
0.2774565517902374,
|
|
0.34722214937210083,
|
|
0.6244342923164368,
|
|
0.2713567018508911,
|
|
0.28571420907974243,
|
|
0.18652844429016113,
|
|
0.53465336561203,
|
|
0.2761903405189514,
|
|
0.34905651211738586,
|
|
0.3348836302757263,
|
|
0.29139062762260437,
|
|
0.29473677277565,
|
|
0.36046499013900757,
|
|
0.1985815167427063,
|
|
0.30555546283721924,
|
|
0.18867920339107513,
|
|
0.2722512185573578,
|
|
0.4186045527458191,
|
|
0.3122362196445465,
|
|
0.6229507327079773,
|
|
0.29787227511405945,
|
|
0.335714191198349,
|
|
0.24516120553016663,
|
|
0.21359217166900635,
|
|
0.22222214937210083,
|
|
0.5116277933120728,
|
|
0.5333331823348999,
|
|
0.3983401656150818,
|
|
0.20560741424560547,
|
|
0.32558128237724304,
|
|
0.5273630023002625,
|
|
0.6457397937774658,
|
|
0.4860556721687317,
|
|
0.1361255943775177,
|
|
0.5023254752159119,
|
|
0.3786981403827667,
|
|
0.3894736170768738,
|
|
0.35675665736198425,
|
|
0.7207205295562744,
|
|
0.5151513814926147,
|
|
0.38144323229789734,
|
|
0.41711217164993286,
|
|
0.15028895437717438,
|
|
0.1951218843460083,
|
|
0.12145744264125824,
|
|
0.25157222151756287,
|
|
0.7093595266342163,
|
|
0.5691698789596558,
|
|
0.3926379084587097,
|
|
0.5714284777641296,
|
|
0.18536579608917236,
|
|
0.3453814387321472,
|
|
0.1509433388710022,
|
|
0.6113988757133484,
|
|
0.5112780332565308,
|
|
0.1438848376274109,
|
|
0.1825094372034073,
|
|
0.2824857831001282,
|
|
0.1528661698102951,
|
|
0.2699999213218689,
|
|
0.6729856729507446,
|
|
0.2536584436893463,
|
|
0.20168060064315796,
|
|
0.4358973503112793,
|
|
0.40358731150627136,
|
|
0.40251561999320984,
|
|
0.2181817591190338,
|
|
0.34309613704681396,
|
|
0.2882882058620453,
|
|
0.5527637004852295,
|
|
0.1548386514186859,
|
|
0.24999991059303284,
|
|
0.5948716402053833,
|
|
0.43902426958084106,
|
|
0.3050846457481384,
|
|
0.26086947321891785,
|
|
0.10416660457849503,
|
|
0.434782475233078
|
|
],
|
|
"time": 181.86353411059827,
|
|
"param": [
|
|
{
|
|
"p": 0.07051229476928711,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06433898210525513,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05898771435022354,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07024852931499481,
|
|
"m": 0.3105396330356598
|
|
},
|
|
{
|
|
"p": 0.07493383437395096,
|
|
"m": 0.962099015712738
|
|
},
|
|
{
|
|
"p": 0.07561716437339783,
|
|
"m": 0.19869135320186615
|
|
},
|
|
{
|
|
"p": 0.06837863475084305,
|
|
"m": 0.3762570321559906
|
|
},
|
|
{
|
|
"p": 0.07187233865261078,
|
|
"m": 0.288022518157959
|
|
},
|
|
{
|
|
"p": 0.06834404915571213,
|
|
"m": 0.6497979760169983
|
|
},
|
|
{
|
|
"p": 0.07439980655908585,
|
|
"m": 0.7305049896240234
|
|
},
|
|
{
|
|
"p": 0.07497832924127579,
|
|
"m": 0.49132239818573
|
|
},
|
|
{
|
|
"p": 0.06972922384738922,
|
|
"m": 0.10027612745761871
|
|
},
|
|
{
|
|
"p": 0.07231327146291733,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0853458121418953,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 156,
|
|
"train_loss": 3.4175643920898438,
|
|
"val_loss": 2.833247423171997,
|
|
"acc": 35.81,
|
|
"f1": [
|
|
0.7089946269989014,
|
|
0.436893105506897,
|
|
0.2181817591190338,
|
|
0.17560969293117523,
|
|
0.18518511950969696,
|
|
0.26600977778434753,
|
|
0.3827749788761139,
|
|
0.2933332324028015,
|
|
0.35772350430488586,
|
|
0.5274723768234253,
|
|
0.20858889818191528,
|
|
0.20487797260284424,
|
|
0.39999985694885254,
|
|
0.22598862648010254,
|
|
0.16161610186100006,
|
|
0.2550334632396698,
|
|
0.43523305654525757,
|
|
0.5135133862495422,
|
|
0.33333322405815125,
|
|
0.30939218401908875,
|
|
0.6017698049545288,
|
|
0.4630540609359741,
|
|
0.34101372957229614,
|
|
0.4812833070755005,
|
|
0.6214687824249268,
|
|
0.2288556545972824,
|
|
0.32978713512420654,
|
|
0.18478251993656158,
|
|
0.5699480772018433,
|
|
0.29714274406433105,
|
|
0.40540531277656555,
|
|
0.31067952513694763,
|
|
0.33333322405815125,
|
|
0.3249998688697815,
|
|
0.34554967284202576,
|
|
0.14772720634937286,
|
|
0.29629620909690857,
|
|
0.19753079116344452,
|
|
0.22321420907974243,
|
|
0.4265401363372803,
|
|
0.33035704493522644,
|
|
0.5333332419395447,
|
|
0.28571420907974243,
|
|
0.3251230716705322,
|
|
0.22382664680480957,
|
|
0.1835748255252838,
|
|
0.18072283267974854,
|
|
0.4811319410800934,
|
|
0.5140186548233032,
|
|
0.4301074147224426,
|
|
0.17283941805362701,
|
|
0.33962252736091614,
|
|
0.6033056974411011,
|
|
0.6502462029457092,
|
|
0.4788731336593628,
|
|
0.13100433349609375,
|
|
0.5022420287132263,
|
|
0.4129031002521515,
|
|
0.38775497674942017,
|
|
0.3304346799850464,
|
|
0.7333331108093262,
|
|
0.5235601663589478,
|
|
0.390243798494339,
|
|
0.3931623101234436,
|
|
0.09900984168052673,
|
|
0.15957440435886383,
|
|
0.1596243679523468,
|
|
0.2838708758354187,
|
|
0.7150257229804993,
|
|
0.5847455859184265,
|
|
0.48623839020729065,
|
|
0.6116504073143005,
|
|
0.15999993681907654,
|
|
0.33333319425582886,
|
|
0.16867463290691376,
|
|
0.6009851098060608,
|
|
0.6073297262191772,
|
|
0.13714279234409332,
|
|
0.19587622582912445,
|
|
0.39153432846069336,
|
|
0.16249993443489075,
|
|
0.22099439799785614,
|
|
0.637362539768219,
|
|
0.29319363832473755,
|
|
0.23036640882492065,
|
|
0.3559320867061615,
|
|
0.44571414589881897,
|
|
0.434782475233078,
|
|
0.18181811273097992,
|
|
0.3865545094013214,
|
|
0.25396817922592163,
|
|
0.5108224153518677,
|
|
0.17948710918426514,
|
|
0.21599994599819183,
|
|
0.5876287817955017,
|
|
0.4646463394165039,
|
|
0.26751580834388733,
|
|
0.23574136197566986,
|
|
0.1379309743642807,
|
|
0.38709667325019836
|
|
],
|
|
"time": 180.27641516923904,
|
|
"param": [
|
|
{
|
|
"p": 0.07144545018672943,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06506960839033127,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06323394179344177,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07540291547775269,
|
|
"m": 0.20954406261444092
|
|
},
|
|
{
|
|
"p": 0.06800593435764313,
|
|
"m": 0.8649682402610779
|
|
},
|
|
{
|
|
"p": 0.06604436039924622,
|
|
"m": 0.1889391988515854
|
|
},
|
|
{
|
|
"p": 0.07408017665147781,
|
|
"m": 0.36714276671409607
|
|
},
|
|
{
|
|
"p": 0.07830420881509781,
|
|
"m": 0.4940949082374573
|
|
},
|
|
{
|
|
"p": 0.06547645479440689,
|
|
"m": 0.6711207628250122
|
|
},
|
|
{
|
|
"p": 0.07180643826723099,
|
|
"m": 0.7410884499549866
|
|
},
|
|
{
|
|
"p": 0.0716477558016777,
|
|
"m": 0.44163283705711365
|
|
},
|
|
{
|
|
"p": 0.05704870820045471,
|
|
"m": 0.15033651888370514
|
|
},
|
|
{
|
|
"p": 0.06721720099449158,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10521688312292099,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 157,
|
|
"train_loss": 3.048567295074463,
|
|
"val_loss": 2.9798409938812256,
|
|
"acc": 34.78,
|
|
"f1": [
|
|
0.6124400496482849,
|
|
0.4024389386177063,
|
|
0.21468918025493622,
|
|
0.16931210458278656,
|
|
0.17708326876163483,
|
|
0.2723003923892975,
|
|
0.38541653752326965,
|
|
0.3373492956161499,
|
|
0.36018943786621094,
|
|
0.467661589384079,
|
|
0.18823520839214325,
|
|
0.18536579608917236,
|
|
0.34579432010650635,
|
|
0.24137921631336212,
|
|
0.22666659951210022,
|
|
0.2577318847179413,
|
|
0.3400808572769165,
|
|
0.5333331823348999,
|
|
0.30857133865356445,
|
|
0.26027390360832214,
|
|
0.5971562266349792,
|
|
0.4115225076675415,
|
|
0.3091786503791809,
|
|
0.5119045972824097,
|
|
0.6524062752723694,
|
|
0.25906726717948914,
|
|
0.28260859847068787,
|
|
0.1951218843460083,
|
|
0.5025123953819275,
|
|
0.3389829397201538,
|
|
0.36820071935653687,
|
|
0.2968197166919708,
|
|
0.35398221015930176,
|
|
0.2272726595401764,
|
|
0.3166666030883789,
|
|
0.15966379642486572,
|
|
0.3063828945159912,
|
|
0.18279562890529633,
|
|
0.24999991059303284,
|
|
0.47674402594566345,
|
|
0.32432422041893005,
|
|
0.5507245063781738,
|
|
0.2731706500053406,
|
|
0.3827749788761139,
|
|
0.2376236915588379,
|
|
0.22935770452022552,
|
|
0.21857915818691254,
|
|
0.4028776288032532,
|
|
0.48888877034187317,
|
|
0.4260353744029999,
|
|
0.16666661202907562,
|
|
0.343283474445343,
|
|
0.5402842164039612,
|
|
0.6009388566017151,
|
|
0.4980841875076294,
|
|
0.11612897366285324,
|
|
0.45871543884277344,
|
|
0.38578668236732483,
|
|
0.3522725999355316,
|
|
0.2780747711658478,
|
|
0.7264149188995361,
|
|
0.4705881178379059,
|
|
0.38095223903656006,
|
|
0.390243798494339,
|
|
0.15300540626049042,
|
|
0.12857137620449066,
|
|
0.180180162191391,
|
|
0.31914883852005005,
|
|
0.6912441253662109,
|
|
0.573839545249939,
|
|
0.4210525155067444,
|
|
0.6236557960510254,
|
|
0.180851012468338,
|
|
0.3116881847381592,
|
|
0.08823523670434952,
|
|
0.5888323187828064,
|
|
0.5906734466552734,
|
|
0.20175431668758392,
|
|
0.18779337406158447,
|
|
0.3295453190803528,
|
|
0.119999960064888,
|
|
0.24120594561100006,
|
|
0.5925924777984619,
|
|
0.271493136882782,
|
|
0.18518511950969696,
|
|
0.35483863949775696,
|
|
0.39631327986717224,
|
|
0.43523305654525757,
|
|
0.18374551832675934,
|
|
0.34234222769737244,
|
|
0.23188398778438568,
|
|
0.5632182359695435,
|
|
0.1717790812253952,
|
|
0.2054053246974945,
|
|
0.6031745076179504,
|
|
0.5145629644393921,
|
|
0.30366483330726624,
|
|
0.23076917231082916,
|
|
0.1390373706817627,
|
|
0.35714274644851685
|
|
],
|
|
"time": 180.55720265489072,
|
|
"param": [
|
|
{
|
|
"p": 0.07327672839164734,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07409906387329102,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07289709150791168,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06334386765956879,
|
|
"m": 0.3202987015247345
|
|
},
|
|
{
|
|
"p": 0.07153510302305222,
|
|
"m": 0.8566228747367859
|
|
},
|
|
{
|
|
"p": 0.06764960289001465,
|
|
"m": 0.2154005914926529
|
|
},
|
|
{
|
|
"p": 0.06251869350671768,
|
|
"m": 0.23913788795471191
|
|
},
|
|
{
|
|
"p": 0.07382655888795853,
|
|
"m": 0.4540655314922333
|
|
},
|
|
{
|
|
"p": 0.07005032151937485,
|
|
"m": 0.5608242154121399
|
|
},
|
|
{
|
|
"p": 0.06326423585414886,
|
|
"m": 0.8300988674163818
|
|
},
|
|
{
|
|
"p": 0.06791216880083084,
|
|
"m": 0.41245371103286743
|
|
},
|
|
{
|
|
"p": 0.07593929022550583,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.07008872181177139,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09359859675168991,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 158,
|
|
"train_loss": 3.0320122241973877,
|
|
"val_loss": 3.2974061965942383,
|
|
"acc": 34.46,
|
|
"f1": [
|
|
0.6570047736167908,
|
|
0.3728812634944916,
|
|
0.193548321723938,
|
|
0.19178074598312378,
|
|
0.140350803732872,
|
|
0.28426387906074524,
|
|
0.29850736260414124,
|
|
0.3936169147491455,
|
|
0.33962252736091614,
|
|
0.43636354804039,
|
|
0.2127658873796463,
|
|
0.20388342440128326,
|
|
0.37499988079071045,
|
|
0.21138204634189606,
|
|
0.2094240039587021,
|
|
0.2436547577381134,
|
|
0.39153432846069336,
|
|
0.4787232577800751,
|
|
0.31632643938064575,
|
|
0.25954189896583557,
|
|
0.6217615604400635,
|
|
0.48979586362838745,
|
|
0.3228698670864105,
|
|
0.4153004288673401,
|
|
0.596638560295105,
|
|
0.26855117082595825,
|
|
0.23622041940689087,
|
|
0.1818181276321411,
|
|
0.4907974302768707,
|
|
0.30952370166778564,
|
|
0.3855420649051666,
|
|
0.320441871881485,
|
|
0.29319363832473755,
|
|
0.27472516894340515,
|
|
0.3157893717288971,
|
|
0.11403502523899078,
|
|
0.30303022265434265,
|
|
0.1395348161458969,
|
|
0.24691349267959595,
|
|
0.474226713180542,
|
|
0.33179715275764465,
|
|
0.6067414879798889,
|
|
0.2872926890850067,
|
|
0.3301886022090912,
|
|
0.23744283616542816,
|
|
0.1747572273015976,
|
|
0.20689648389816284,
|
|
0.4705880880355835,
|
|
0.44670039415359497,
|
|
0.4537814259529114,
|
|
0.13513508439064026,
|
|
0.3021581470966339,
|
|
0.5569619536399841,
|
|
0.6237622499465942,
|
|
0.5283017754554749,
|
|
0.15999993681907654,
|
|
0.5287355184555054,
|
|
0.33492809534072876,
|
|
0.33962249755859375,
|
|
0.35135123133659363,
|
|
0.6637166738510132,
|
|
0.45859864354133606,
|
|
0.3878786563873291,
|
|
0.3999998867511749,
|
|
0.13749992847442627,
|
|
0.14062495529651642,
|
|
0.16981124877929688,
|
|
0.2784809172153473,
|
|
0.6696831583976746,
|
|
0.6122447848320007,
|
|
0.4206008017063141,
|
|
0.6132074594497681,
|
|
0.19587622582912445,
|
|
0.3456788659095764,
|
|
0.14207643270492554,
|
|
0.6195651292800903,
|
|
0.6031745076179504,
|
|
0.1126759946346283,
|
|
0.17948710918426514,
|
|
0.28025469183921814,
|
|
0.1481480747461319,
|
|
0.24691349267959595,
|
|
0.603351891040802,
|
|
0.30366483330726624,
|
|
0.1970442682504654,
|
|
0.3735406994819641,
|
|
0.41818171739578247,
|
|
0.3917524814605713,
|
|
0.16176463663578033,
|
|
0.35121941566467285,
|
|
0.2488037496805191,
|
|
0.550898015499115,
|
|
0.21111102402210236,
|
|
0.21719448268413544,
|
|
0.5979380011558533,
|
|
0.43181803822517395,
|
|
0.2736841142177582,
|
|
0.2652328908443451,
|
|
0.13824880123138428,
|
|
0.3720929026603699
|
|
],
|
|
"time": 180.50726938340813,
|
|
"param": [
|
|
{
|
|
"p": 0.06035417690873146,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08442257344722748,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0753408744931221,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.077496737241745,
|
|
"m": 0.30751779675483704
|
|
},
|
|
{
|
|
"p": 0.06246928125619888,
|
|
"m": 0.9211191534996033
|
|
},
|
|
{
|
|
"p": 0.06828770786523819,
|
|
"m": 0.20777417719364166
|
|
},
|
|
{
|
|
"p": 0.0729360431432724,
|
|
"m": 0.3472144603729248
|
|
},
|
|
{
|
|
"p": 0.05765681341290474,
|
|
"m": 0.41175326704978943
|
|
},
|
|
{
|
|
"p": 0.061268772929906845,
|
|
"m": 0.5682998895645142
|
|
},
|
|
{
|
|
"p": 0.07269110530614853,
|
|
"m": 0.7850413918495178
|
|
},
|
|
{
|
|
"p": 0.07443217188119888,
|
|
"m": 0.45379990339279175
|
|
},
|
|
{
|
|
"p": 0.08233768492937088,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06014169007539749,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09016431868076324,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 159,
|
|
"train_loss": 2.454660654067993,
|
|
"val_loss": 2.8902831077575684,
|
|
"acc": 34.98,
|
|
"f1": [
|
|
0.6521738171577454,
|
|
0.40975597500801086,
|
|
0.23923437297344208,
|
|
0.1558440923690796,
|
|
0.1633986532688141,
|
|
0.3456788659095764,
|
|
0.34394893050193787,
|
|
0.39583319425582886,
|
|
0.3370785713195801,
|
|
0.43373486399650574,
|
|
0.17021270096302032,
|
|
0.2204081267118454,
|
|
0.3592231869697571,
|
|
0.22950810194015503,
|
|
0.21118006110191345,
|
|
0.22929932177066803,
|
|
0.3389829397201538,
|
|
0.47963786125183105,
|
|
0.30232545733451843,
|
|
0.30150744318962097,
|
|
0.62135910987854,
|
|
0.4491524398326874,
|
|
0.31901830434799194,
|
|
0.4606740176677704,
|
|
0.5916665196418762,
|
|
0.2378377616405487,
|
|
0.3144652843475342,
|
|
0.17391297221183777,
|
|
0.5074625611305237,
|
|
0.2793295085430145,
|
|
0.36144572496414185,
|
|
0.30303019285202026,
|
|
0.34666651487350464,
|
|
0.30232545733451843,
|
|
0.31168824434280396,
|
|
0.15277770161628723,
|
|
0.33333322405815125,
|
|
0.1445782631635666,
|
|
0.23469379544258118,
|
|
0.49261072278022766,
|
|
0.38144323229789734,
|
|
0.5169490575790405,
|
|
0.2722512185573578,
|
|
0.3361343741416931,
|
|
0.22510816156864166,
|
|
0.18518511950969696,
|
|
0.20895515382289886,
|
|
0.5043476819992065,
|
|
0.47619032859802246,
|
|
0.4210525155067444,
|
|
0.14358967542648315,
|
|
0.2677823603153229,
|
|
0.5454544425010681,
|
|
0.6153844594955444,
|
|
0.5319147706031799,
|
|
0.13333328068256378,
|
|
0.4907405972480774,
|
|
0.4111110270023346,
|
|
0.33333319425582886,
|
|
0.3316582143306732,
|
|
0.7129628658294678,
|
|
0.5053762197494507,
|
|
0.4046241343021393,
|
|
0.4191615581512451,
|
|
0.14746539294719696,
|
|
0.20353974401950836,
|
|
0.13095231354236603,
|
|
0.3046356737613678,
|
|
0.6504063606262207,
|
|
0.5999999046325684,
|
|
0.47761180996894836,
|
|
0.5714284777641296,
|
|
0.13999994099140167,
|
|
0.35205981135368347,
|
|
0.09090903401374817,
|
|
0.5220587253570557,
|
|
0.548076868057251,
|
|
0.13131305575370789,
|
|
0.21198150515556335,
|
|
0.3046356737613678,
|
|
0.14814810454845428,
|
|
0.2755904495716095,
|
|
0.6299998760223389,
|
|
0.37681150436401367,
|
|
0.21794864535331726,
|
|
0.4081631302833557,
|
|
0.39622631669044495,
|
|
0.3771427571773529,
|
|
0.21999992430210114,
|
|
0.3344946801662445,
|
|
0.23684203624725342,
|
|
0.528846025466919,
|
|
0.1528661698102951,
|
|
0.2378377616405487,
|
|
0.5560973882675171,
|
|
0.41048023104667664,
|
|
0.2622949779033661,
|
|
0.29032251238822937,
|
|
0.1333332657814026,
|
|
0.39153432846069336
|
|
],
|
|
"time": 179.58198262378573,
|
|
"param": [
|
|
{
|
|
"p": 0.06815485656261444,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0726437047123909,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07162673771381378,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07932765781879425,
|
|
"m": 0.35005635023117065
|
|
},
|
|
{
|
|
"p": 0.06998758763074875,
|
|
"m": 0.9973746538162231
|
|
},
|
|
{
|
|
"p": 0.05828569829463959,
|
|
"m": 0.14013907313346863
|
|
},
|
|
{
|
|
"p": 0.07706070691347122,
|
|
"m": 0.440816730260849
|
|
},
|
|
{
|
|
"p": 0.06807345896959305,
|
|
"m": 0.4345071613788605
|
|
},
|
|
{
|
|
"p": 0.06459019333124161,
|
|
"m": 0.5032937526702881
|
|
},
|
|
{
|
|
"p": 0.07521332800388336,
|
|
"m": 0.7405635118484497
|
|
},
|
|
{
|
|
"p": 0.06523854285478592,
|
|
"m": 0.5135688185691833
|
|
},
|
|
{
|
|
"p": 0.07224355638027191,
|
|
"m": 0.11501063406467438
|
|
},
|
|
{
|
|
"p": 0.07192070037126541,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0856332927942276,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 160,
|
|
"train_loss": 2.8562443256378174,
|
|
"val_loss": 3.0167901515960693,
|
|
"acc": 34.91,
|
|
"f1": [
|
|
0.5999999642372131,
|
|
0.3959389626979828,
|
|
0.193548321723938,
|
|
0.179775208234787,
|
|
0.1507537066936493,
|
|
0.30769219994544983,
|
|
0.39520949125289917,
|
|
0.3771427571773529,
|
|
0.3517586886882782,
|
|
0.4588233530521393,
|
|
0.10769226402044296,
|
|
0.2099999338388443,
|
|
0.3587442934513092,
|
|
0.21428564190864563,
|
|
0.17647051811218262,
|
|
0.23469379544258118,
|
|
0.3407406508922577,
|
|
0.4674328565597534,
|
|
0.41346144676208496,
|
|
0.28571420907974243,
|
|
0.5971562266349792,
|
|
0.4734298884868622,
|
|
0.326315701007843,
|
|
0.4599998891353607,
|
|
0.6124400496482849,
|
|
0.25510191917419434,
|
|
0.2807016372680664,
|
|
0.19323663413524628,
|
|
0.552941083908081,
|
|
0.2816900908946991,
|
|
0.37320560216903687,
|
|
0.22222213447093964,
|
|
0.2695034444332123,
|
|
0.33333322405815125,
|
|
0.29319363832473755,
|
|
0.15032675862312317,
|
|
0.3122362196445465,
|
|
0.16783210635185242,
|
|
0.2746780216693878,
|
|
0.4884791076183319,
|
|
0.29299360513687134,
|
|
0.620320737361908,
|
|
0.23655906319618225,
|
|
0.3394832909107208,
|
|
0.2393161654472351,
|
|
0.21333324909210205,
|
|
0.23611101508140564,
|
|
0.45918354392051697,
|
|
0.44725728034973145,
|
|
0.38888877630233765,
|
|
0.15859025716781616,
|
|
0.30303022265434265,
|
|
0.5860804915428162,
|
|
0.5806450843811035,
|
|
0.4939757287502289,
|
|
0.14736837148666382,
|
|
0.5023695826530457,
|
|
0.3908045291900635,
|
|
0.3794870972633362,
|
|
0.2560974657535553,
|
|
0.7142855525016785,
|
|
0.5172412991523743,
|
|
0.3940885663032532,
|
|
0.3999998867511749,
|
|
0.0983605906367302,
|
|
0.16774186491966248,
|
|
0.13513506948947906,
|
|
0.19999994337558746,
|
|
0.6608694195747375,
|
|
0.5809522867202759,
|
|
0.4192138612270355,
|
|
0.5544553399085999,
|
|
0.16080394387245178,
|
|
0.3414632976055145,
|
|
0.10227267444133759,
|
|
0.5135133862495422,
|
|
0.5660375952720642,
|
|
0.14371250569820404,
|
|
0.17241372168064117,
|
|
0.3842363655567169,
|
|
0.16560502350330353,
|
|
0.2723403573036194,
|
|
0.6526314616203308,
|
|
0.36018943786621094,
|
|
0.22988496720790863,
|
|
0.42639580368995667,
|
|
0.3999999165534973,
|
|
0.4050631821155548,
|
|
0.13559316098690033,
|
|
0.33532923460006714,
|
|
0.21800939738750458,
|
|
0.4931505620479584,
|
|
0.1497325599193573,
|
|
0.251308798789978,
|
|
0.5865383148193359,
|
|
0.44827571511268616,
|
|
0.24999989569187164,
|
|
0.31999990344047546,
|
|
0.16666659712791443,
|
|
0.396135151386261
|
|
],
|
|
"time": 179.81880249083042,
|
|
"param": [
|
|
{
|
|
"p": 0.07173336297273636,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0855170488357544,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05103009566664696,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08978600054979324,
|
|
"m": 0.3198823034763336
|
|
},
|
|
{
|
|
"p": 0.06858818978071213,
|
|
"m": 0.9771891236305237
|
|
},
|
|
{
|
|
"p": 0.06345612555742264,
|
|
"m": 0.22908595204353333
|
|
},
|
|
{
|
|
"p": 0.07946553826332092,
|
|
"m": 0.39229896664619446
|
|
},
|
|
{
|
|
"p": 0.06918221712112427,
|
|
"m": 0.40872421860694885
|
|
},
|
|
{
|
|
"p": 0.07562480866909027,
|
|
"m": 0.5150326490402222
|
|
},
|
|
{
|
|
"p": 0.05819132924079895,
|
|
"m": 0.8289292454719543
|
|
},
|
|
{
|
|
"p": 0.04896106198430061,
|
|
"m": 0.5577962398529053
|
|
},
|
|
{
|
|
"p": 0.07736445218324661,
|
|
"m": 0.1416051834821701
|
|
},
|
|
{
|
|
"p": 0.06022489070892334,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10087491571903229,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 161,
|
|
"train_loss": 2.636749744415283,
|
|
"val_loss": 3.013874053955078,
|
|
"acc": 35.15,
|
|
"f1": [
|
|
0.6632122993469238,
|
|
0.43298953771591187,
|
|
0.20289847254753113,
|
|
0.19277101755142212,
|
|
0.14473678171634674,
|
|
0.24615377187728882,
|
|
0.3723403513431549,
|
|
0.3727271258831024,
|
|
0.3275861144065857,
|
|
0.49999988079071045,
|
|
0.13924044370651245,
|
|
0.20817838609218597,
|
|
0.346320241689682,
|
|
0.21965309977531433,
|
|
0.17808210849761963,
|
|
0.24175815284252167,
|
|
0.34821417927742004,
|
|
0.5242717266082764,
|
|
0.3692306876182556,
|
|
0.28368785977363586,
|
|
0.5860464572906494,
|
|
0.506912350654602,
|
|
0.3209875524044037,
|
|
0.4973543584346771,
|
|
0.6134452819824219,
|
|
0.2605040967464447,
|
|
0.28048771619796753,
|
|
0.2244897186756134,
|
|
0.5384613871574402,
|
|
0.27433618903160095,
|
|
0.29464277625083923,
|
|
0.32558128237724304,
|
|
0.32804223895072937,
|
|
0.3265305161476135,
|
|
0.30769219994544983,
|
|
0.13559316098690033,
|
|
0.27819544076919556,
|
|
0.15384609997272491,
|
|
0.2532750070095062,
|
|
0.4662575423717499,
|
|
0.33333322405815125,
|
|
0.5825241804122925,
|
|
0.26900574564933777,
|
|
0.37962955236434937,
|
|
0.228260800242424,
|
|
0.2236841470003128,
|
|
0.19587622582912445,
|
|
0.4646463394165039,
|
|
0.5513511896133423,
|
|
0.3793102502822876,
|
|
0.15458931028842926,
|
|
0.26484012603759766,
|
|
0.5560973882675171,
|
|
0.610878586769104,
|
|
0.5238093733787537,
|
|
0.15189866721630096,
|
|
0.48214277625083923,
|
|
0.36619704961776733,
|
|
0.38043469190597534,
|
|
0.300884872674942,
|
|
0.7115383744239807,
|
|
0.5119045972824097,
|
|
0.39130425453186035,
|
|
0.38095226883888245,
|
|
0.1376146376132965,
|
|
0.19863007962703705,
|
|
0.11167506128549576,
|
|
0.32222211360931396,
|
|
0.6425701975822449,
|
|
0.6055043935775757,
|
|
0.3894736170768738,
|
|
0.6116504073143005,
|
|
0.10071936994791031,
|
|
0.24999988079071045,
|
|
0.17525766789913177,
|
|
0.4980841875076294,
|
|
0.5679011344909668,
|
|
0.14545448124408722,
|
|
0.19565211236476898,
|
|
0.34848475456237793,
|
|
0.13131305575370789,
|
|
0.22222216427326202,
|
|
0.639593780040741,
|
|
0.22929932177066803,
|
|
0.22702695429325104,
|
|
0.4230768084526062,
|
|
0.4174756109714508,
|
|
0.44210511445999146,
|
|
0.18579228222370148,
|
|
0.34554967284202576,
|
|
0.2902207672595978,
|
|
0.5380114912986755,
|
|
0.13664589822292328,
|
|
0.22857137024402618,
|
|
0.6170212030410767,
|
|
0.41666656732559204,
|
|
0.324607253074646,
|
|
0.2797926664352417,
|
|
0.16744180023670197,
|
|
0.4177214205265045
|
|
],
|
|
"time": 182.82646491751075,
|
|
"param": [
|
|
{
|
|
"p": 0.0638398751616478,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07133432477712631,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07081248611211777,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06980051845312119,
|
|
"m": 0.2840050458908081
|
|
},
|
|
{
|
|
"p": 0.06428240984678268,
|
|
"m": 0.972476601600647
|
|
},
|
|
{
|
|
"p": 0.060806404799222946,
|
|
"m": 0.2230934053659439
|
|
},
|
|
{
|
|
"p": 0.0661892294883728,
|
|
"m": 0.40203121304512024
|
|
},
|
|
{
|
|
"p": 0.07322850823402405,
|
|
"m": 0.3651437759399414
|
|
},
|
|
{
|
|
"p": 0.08383949100971222,
|
|
"m": 0.347260057926178
|
|
},
|
|
{
|
|
"p": 0.07329408824443817,
|
|
"m": 0.8678973913192749
|
|
},
|
|
{
|
|
"p": 0.07163835316896439,
|
|
"m": 0.5756621360778809
|
|
},
|
|
{
|
|
"p": 0.08131660521030426,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06510533392429352,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08451244980096817,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 162,
|
|
"train_loss": 2.993068218231201,
|
|
"val_loss": 2.8559675216674805,
|
|
"acc": 35.15,
|
|
"f1": [
|
|
0.6704543232917786,
|
|
0.39153432846069336,
|
|
0.2374998927116394,
|
|
0.14857135713100433,
|
|
0.14150936901569366,
|
|
0.26415085792541504,
|
|
0.39285704493522644,
|
|
0.3568463623523712,
|
|
0.32888880372047424,
|
|
0.5111110210418701,
|
|
0.15068486332893372,
|
|
0.16999994218349457,
|
|
0.3957218527793884,
|
|
0.210526242852211,
|
|
0.16589856147766113,
|
|
0.20359273254871368,
|
|
0.331707239151001,
|
|
0.4963502585887909,
|
|
0.3692306876182556,
|
|
0.323943555355072,
|
|
0.5899998545646667,
|
|
0.47457611560821533,
|
|
0.3402060866355896,
|
|
0.5071768760681152,
|
|
0.6069650650024414,
|
|
0.2584269046783447,
|
|
0.2775118350982666,
|
|
0.18604643642902374,
|
|
0.5157230496406555,
|
|
0.3037973642349243,
|
|
0.3827749788761139,
|
|
0.28749987483024597,
|
|
0.28571420907974243,
|
|
0.3376622498035431,
|
|
0.2783881723880768,
|
|
0.16428565979003906,
|
|
0.30526304244995117,
|
|
0.12162157148122787,
|
|
0.2569831311702728,
|
|
0.5031445622444153,
|
|
0.3478259742259979,
|
|
0.5555554628372192,
|
|
0.28260859847068787,
|
|
0.34666651487350464,
|
|
0.19753079116344452,
|
|
0.1548386514186859,
|
|
0.2206895798444748,
|
|
0.4795917272567749,
|
|
0.46153831481933594,
|
|
0.4432988464832306,
|
|
0.15384608507156372,
|
|
0.31541210412979126,
|
|
0.5583755373954773,
|
|
0.607594907283783,
|
|
0.5308055877685547,
|
|
0.1325300633907318,
|
|
0.5042734146118164,
|
|
0.3934425115585327,
|
|
0.38834938406944275,
|
|
0.351254403591156,
|
|
0.7309643626213074,
|
|
0.5641024112701416,
|
|
0.38888877630233765,
|
|
0.37209296226501465,
|
|
0.07582932710647583,
|
|
0.16666661202907562,
|
|
0.1641024947166443,
|
|
0.3141360282897949,
|
|
0.6990289688110352,
|
|
0.5528453588485718,
|
|
0.4303796589374542,
|
|
0.5760868191719055,
|
|
0.11842100322246552,
|
|
0.27380943298339844,
|
|
0.15730330348014832,
|
|
0.5728154182434082,
|
|
0.6341462135314941,
|
|
0.17040351033210754,
|
|
0.18604646623134613,
|
|
0.3535352647304535,
|
|
0.1629629135131836,
|
|
0.2522521913051605,
|
|
0.6185566186904907,
|
|
0.22929932177066803,
|
|
0.2236841470003128,
|
|
0.4170615077018738,
|
|
0.3694778084754944,
|
|
0.4044942855834961,
|
|
0.1824323832988739,
|
|
0.35023030638694763,
|
|
0.28571420907974243,
|
|
0.48760321736335754,
|
|
0.13580238819122314,
|
|
0.19607838988304138,
|
|
0.6243385076522827,
|
|
0.4623654782772064,
|
|
0.30150744318962097,
|
|
0.29813653230667114,
|
|
0.16170208156108856,
|
|
0.3936169147491455
|
|
],
|
|
"time": 183.59817192330956,
|
|
"param": [
|
|
{
|
|
"p": 0.06722351163625717,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07396410405635834,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06406960636377335,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07232198119163513,
|
|
"m": 0.2604120373725891
|
|
},
|
|
{
|
|
"p": 0.057937659323215485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06893210858106613,
|
|
"m": 0.10947802662849426
|
|
},
|
|
{
|
|
"p": 0.09107262641191483,
|
|
"m": 0.36436283588409424
|
|
},
|
|
{
|
|
"p": 0.06922269612550735,
|
|
"m": 0.31523486971855164
|
|
},
|
|
{
|
|
"p": 0.06770298629999161,
|
|
"m": 0.5841309428215027
|
|
},
|
|
{
|
|
"p": 0.07046615332365036,
|
|
"m": 0.8540984988212585
|
|
},
|
|
{
|
|
"p": 0.0649719163775444,
|
|
"m": 0.622510552406311
|
|
},
|
|
{
|
|
"p": 0.05970138683915138,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06153431162238121,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11087904125452042,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 163,
|
|
"train_loss": 2.871859073638916,
|
|
"val_loss": 2.792076826095581,
|
|
"acc": 35.31,
|
|
"f1": [
|
|
0.649484395980835,
|
|
0.4148934781551361,
|
|
0.2054053246974945,
|
|
0.24875615537166595,
|
|
0.140350803732872,
|
|
0.25862061977386475,
|
|
0.35294109582901,
|
|
0.42285704612731934,
|
|
0.34999990463256836,
|
|
0.4311376214027405,
|
|
0.1916166990995407,
|
|
0.22594137489795685,
|
|
0.3463686406612396,
|
|
0.2636362612247467,
|
|
0.1748633086681366,
|
|
0.20909084379673004,
|
|
0.36046499013900757,
|
|
0.49261072278022766,
|
|
0.37209296226501465,
|
|
0.2532750070095062,
|
|
0.6224488615989685,
|
|
0.49214646220207214,
|
|
0.32941165566444397,
|
|
0.48913031816482544,
|
|
0.6519822478294373,
|
|
0.27472516894340515,
|
|
0.25490185618400574,
|
|
0.212290421128273,
|
|
0.4999998211860657,
|
|
0.28999990224838257,
|
|
0.37130793929100037,
|
|
0.28571420907974243,
|
|
0.3265305459499359,
|
|
0.3414633274078369,
|
|
0.2999999225139618,
|
|
0.17194563150405884,
|
|
0.3152708411216736,
|
|
0.12121205776929855,
|
|
0.2645913362503052,
|
|
0.4942527115345001,
|
|
0.35964900255203247,
|
|
0.5437787175178528,
|
|
0.2583332359790802,
|
|
0.32638880610466003,
|
|
0.2124999314546585,
|
|
0.20276491343975067,
|
|
0.18378373980522156,
|
|
0.4319247901439667,
|
|
0.47321414947509766,
|
|
0.4324323236942291,
|
|
0.18079088628292084,
|
|
0.27814561128616333,
|
|
0.587719202041626,
|
|
0.6120688319206238,
|
|
0.4320986270904541,
|
|
0.1450776606798172,
|
|
0.5112106204032898,
|
|
0.367346853017807,
|
|
0.4095236659049988,
|
|
0.3313608467578888,
|
|
0.6637166738510132,
|
|
0.5340908169746399,
|
|
0.3157893717288971,
|
|
0.4499998986721039,
|
|
0.03278684988617897,
|
|
0.19905206561088562,
|
|
0.06711404025554657,
|
|
0.3874344527721405,
|
|
0.7005648612976074,
|
|
0.5702809691429138,
|
|
0.3917524814605713,
|
|
0.6220094561576843,
|
|
0.15384609997272491,
|
|
0.3760683238506317,
|
|
0.13496926426887512,
|
|
0.5714284181594849,
|
|
0.6113988757133484,
|
|
0.15662643313407898,
|
|
0.21428564190864563,
|
|
0.3431951701641083,
|
|
0.13157887756824493,
|
|
0.2749999165534973,
|
|
0.5999999046325684,
|
|
0.30303019285202026,
|
|
0.21874994039535522,
|
|
0.4414413571357727,
|
|
0.3917524814605713,
|
|
0.36956506967544556,
|
|
0.1641024947166443,
|
|
0.31355923414230347,
|
|
0.3157893717288971,
|
|
0.5396823883056641,
|
|
0.23255810141563416,
|
|
0.23923437297344208,
|
|
0.5699480772018433,
|
|
0.46288198232650757,
|
|
0.30107519030570984,
|
|
0.29850736260414124,
|
|
0.15116271376609802,
|
|
0.3428570628166199
|
|
],
|
|
"time": 183.36677335761487,
|
|
"param": [
|
|
{
|
|
"p": 0.06828640401363373,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07707754522562027,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07949148863554001,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.057769544422626495,
|
|
"m": 0.28967201709747314
|
|
},
|
|
{
|
|
"p": 0.06625977903604507,
|
|
"m": 0.8704625368118286
|
|
},
|
|
{
|
|
"p": 0.06842444837093353,
|
|
"m": 0.14494688808918
|
|
},
|
|
{
|
|
"p": 0.061662670224905014,
|
|
"m": 0.2880626320838928
|
|
},
|
|
{
|
|
"p": 0.07000622898340225,
|
|
"m": 0.39551764726638794
|
|
},
|
|
{
|
|
"p": 0.0786953791975975,
|
|
"m": 0.3714362680912018
|
|
},
|
|
{
|
|
"p": 0.05669478699564934,
|
|
"m": 0.9201390147209167
|
|
},
|
|
{
|
|
"p": 0.07499110698699951,
|
|
"m": 0.47796007990837097
|
|
},
|
|
{
|
|
"p": 0.06620098650455475,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.07147948443889618,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1029602661728859,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 164,
|
|
"train_loss": 3.003633737564087,
|
|
"val_loss": 3.248605966567993,
|
|
"acc": 35.13,
|
|
"f1": [
|
|
0.6198345422744751,
|
|
0.4170615077018738,
|
|
0.22797919809818268,
|
|
0.17391297221183777,
|
|
0.19999991357326508,
|
|
0.2616821527481079,
|
|
0.335570365190506,
|
|
0.3577980697154999,
|
|
0.32051271200180054,
|
|
0.4469272196292877,
|
|
0.14666660130023956,
|
|
0.21705420315265656,
|
|
0.28469744324684143,
|
|
0.21599994599819183,
|
|
0.179775208234787,
|
|
0.2376236915588379,
|
|
0.3553718030452728,
|
|
0.49327346682548523,
|
|
0.3314284682273865,
|
|
0.29523801803588867,
|
|
0.6030149459838867,
|
|
0.505154550075531,
|
|
0.30487796664237976,
|
|
0.43269219994544983,
|
|
0.5941421389579773,
|
|
0.2934781610965729,
|
|
0.28571417927742004,
|
|
0.13999994099140167,
|
|
0.48648640513420105,
|
|
0.31638407707214355,
|
|
0.36714968085289,
|
|
0.3316061198711395,
|
|
0.29951682686805725,
|
|
0.3076922297477722,
|
|
0.3167419731616974,
|
|
0.18497103452682495,
|
|
0.2886596620082855,
|
|
0.15204671025276184,
|
|
0.15277770161628723,
|
|
0.5222928524017334,
|
|
0.29861101508140564,
|
|
0.525345504283905,
|
|
0.2580644190311432,
|
|
0.3394494354724884,
|
|
0.21333324909210205,
|
|
0.18867918848991394,
|
|
0.2592591345310211,
|
|
0.46215128898620605,
|
|
0.4705880880355835,
|
|
0.43902426958084106,
|
|
0.179775208234787,
|
|
0.30952370166778564,
|
|
0.5541123747825623,
|
|
0.566523551940918,
|
|
0.4699452221393585,
|
|
0.1156068742275238,
|
|
0.45833322405815125,
|
|
0.3699420988559723,
|
|
0.3790321350097656,
|
|
0.31155768036842346,
|
|
0.666666567325592,
|
|
0.5189187526702881,
|
|
0.32911381125450134,
|
|
0.4090908467769623,
|
|
0.06802716106176376,
|
|
0.24120594561100006,
|
|
0.09278344362974167,
|
|
0.3809523284435272,
|
|
0.6859902143478394,
|
|
0.5508472919464111,
|
|
0.44067782163619995,
|
|
0.5839999318122864,
|
|
0.15748025476932526,
|
|
0.3800903856754303,
|
|
0.10769226402044296,
|
|
0.4963502585887909,
|
|
0.5799998641014099,
|
|
0.15151509642601013,
|
|
0.2136751413345337,
|
|
0.3428570628166199,
|
|
0.1777777075767517,
|
|
0.21319790184497833,
|
|
0.5551019906997681,
|
|
0.3076922297477722,
|
|
0.1855669468641281,
|
|
0.4499998688697815,
|
|
0.3763439953327179,
|
|
0.3957218527793884,
|
|
0.18181811273097992,
|
|
0.35483860969543457,
|
|
0.2536872625350952,
|
|
0.5049503445625305,
|
|
0.21649475395679474,
|
|
0.26890748739242554,
|
|
0.596858561038971,
|
|
0.4476189613342285,
|
|
0.3049326539039612,
|
|
0.31284910440444946,
|
|
0.1509433388710022,
|
|
0.44444429874420166
|
|
],
|
|
"time": 180.6337454104796,
|
|
"param": [
|
|
{
|
|
"p": 0.07321033626794815,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07303378731012344,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06316956132650375,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06856564432382584,
|
|
"m": 0.2735856771469116
|
|
},
|
|
{
|
|
"p": 0.07192651182413101,
|
|
"m": 0.8634835481643677
|
|
},
|
|
{
|
|
"p": 0.06772109866142273,
|
|
"m": 0.2872975468635559
|
|
},
|
|
{
|
|
"p": 0.07170379161834717,
|
|
"m": 0.3947800397872925
|
|
},
|
|
{
|
|
"p": 0.07059057056903839,
|
|
"m": 0.24278442561626434
|
|
},
|
|
{
|
|
"p": 0.07169099152088165,
|
|
"m": 0.4592570960521698
|
|
},
|
|
{
|
|
"p": 0.07761583477258682,
|
|
"m": 0.7885913848876953
|
|
},
|
|
{
|
|
"p": 0.058538854122161865,
|
|
"m": 0.485774427652359
|
|
},
|
|
{
|
|
"p": 0.0737239420413971,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06367926299571991,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09482992440462112,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 165,
|
|
"train_loss": 2.9638025760650635,
|
|
"val_loss": 3.1865737438201904,
|
|
"acc": 34.84,
|
|
"f1": [
|
|
0.6878305077552795,
|
|
0.41884803771972656,
|
|
0.20779214799404144,
|
|
0.15999993681907654,
|
|
0.14678892493247986,
|
|
0.20444436371326447,
|
|
0.28999990224838257,
|
|
0.3435581922531128,
|
|
0.36820071935653687,
|
|
0.4607328474521637,
|
|
0.17449656128883362,
|
|
0.2048192024230957,
|
|
0.3478259742259979,
|
|
0.22346359491348267,
|
|
0.1530611664056778,
|
|
0.2054053246974945,
|
|
0.3261801600456238,
|
|
0.43636354804039,
|
|
0.34579432010650635,
|
|
0.30409345030784607,
|
|
0.5136185884475708,
|
|
0.49729716777801514,
|
|
0.3441859781742096,
|
|
0.43835604190826416,
|
|
0.6063346862792969,
|
|
0.271493136882782,
|
|
0.29665064811706543,
|
|
0.1658536046743393,
|
|
0.5357141494750977,
|
|
0.30357134342193604,
|
|
0.4299998879432678,
|
|
0.30107519030570984,
|
|
0.37125736474990845,
|
|
0.28712859749794006,
|
|
0.2843601107597351,
|
|
0.1657457947731018,
|
|
0.3299999237060547,
|
|
0.15706801414489746,
|
|
0.26086950302124023,
|
|
0.4705880880355835,
|
|
0.3459458649158478,
|
|
0.5388126373291016,
|
|
0.2559240758419037,
|
|
0.3266931176185608,
|
|
0.22660093009471893,
|
|
0.22666659951210022,
|
|
0.21596238017082214,
|
|
0.46956515312194824,
|
|
0.5161289572715759,
|
|
0.40624988079071045,
|
|
0.18848159909248352,
|
|
0.30303022265434265,
|
|
0.5714284777641296,
|
|
0.6090908050537109,
|
|
0.4666665494441986,
|
|
0.11199995130300522,
|
|
0.4552844762802124,
|
|
0.35897424817085266,
|
|
0.37320560216903687,
|
|
0.30046939849853516,
|
|
0.7064219117164612,
|
|
0.5168538093566895,
|
|
0.3516482412815094,
|
|
0.38766512274742126,
|
|
0.10457510501146317,
|
|
0.16107375919818878,
|
|
0.13526564836502075,
|
|
0.3195265531539917,
|
|
0.6446279287338257,
|
|
0.5523011684417725,
|
|
0.4163264036178589,
|
|
0.6027396321296692,
|
|
0.19230762124061584,
|
|
0.26993855834007263,
|
|
0.14634141325950623,
|
|
0.5327510237693787,
|
|
0.5176470279693604,
|
|
0.11111105233430862,
|
|
0.12048186361789703,
|
|
0.4077668786048889,
|
|
0.13407814502716064,
|
|
0.2519083321094513,
|
|
0.5855854153633118,
|
|
0.2572613060474396,
|
|
0.22916659712791443,
|
|
0.452830046415329,
|
|
0.3744291365146637,
|
|
0.39285704493522644,
|
|
0.15789467096328735,
|
|
0.3678159713745117,
|
|
0.2514968812465668,
|
|
0.5167463421821594,
|
|
0.11695900559425354,
|
|
0.22485199570655823,
|
|
0.5742572546005249,
|
|
0.4729062616825104,
|
|
0.3348836302757263,
|
|
0.31249991059303284,
|
|
0.11707311123609543,
|
|
0.39215680956840515
|
|
],
|
|
"time": 181.07371077965945,
|
|
"param": [
|
|
{
|
|
"p": 0.0656600147485733,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07290351390838623,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0848870649933815,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0705362856388092,
|
|
"m": 0.41982167959213257
|
|
},
|
|
{
|
|
"p": 0.07656708359718323,
|
|
"m": 0.7779824137687683
|
|
},
|
|
{
|
|
"p": 0.061462946236133575,
|
|
"m": 0.3076244294643402
|
|
},
|
|
{
|
|
"p": 0.08017101138830185,
|
|
"m": 0.29756781458854675
|
|
},
|
|
{
|
|
"p": 0.06621719151735306,
|
|
"m": 0.3596680164337158
|
|
},
|
|
{
|
|
"p": 0.06114117056131363,
|
|
"m": 0.5274574756622314
|
|
},
|
|
{
|
|
"p": 0.06690599769353867,
|
|
"m": 0.798821747303009
|
|
},
|
|
{
|
|
"p": 0.06713788956403732,
|
|
"m": 0.4234675467014313
|
|
},
|
|
{
|
|
"p": 0.07330676913261414,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05213581770658493,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10096721351146698,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 166,
|
|
"train_loss": 3.0080676078796387,
|
|
"val_loss": 3.2696197032928467,
|
|
"acc": 34.91,
|
|
"f1": [
|
|
0.6735749840736389,
|
|
0.42512065172195435,
|
|
0.22660093009471893,
|
|
0.2473117560148239,
|
|
0.1696968972682953,
|
|
0.23448267579078674,
|
|
0.3316582143306732,
|
|
0.3499998450279236,
|
|
0.3707864284515381,
|
|
0.43636354804039,
|
|
0.20192298293113708,
|
|
0.21621614694595337,
|
|
0.3372548520565033,
|
|
0.21978017687797546,
|
|
0.20645155012607574,
|
|
0.22119809687137604,
|
|
0.3516482412815094,
|
|
0.4980236291885376,
|
|
0.323943555355072,
|
|
0.22666659951210022,
|
|
0.5701355934143066,
|
|
0.47161564230918884,
|
|
0.3139533996582031,
|
|
0.36842095851898193,
|
|
0.6473428606987,
|
|
0.26244333386421204,
|
|
0.2624998986721039,
|
|
0.1746724247932434,
|
|
0.5056177973747253,
|
|
0.29629620909690857,
|
|
0.33777767419815063,
|
|
0.30630621314048767,
|
|
0.3133639991283417,
|
|
0.2622949779033661,
|
|
0.3084576427936554,
|
|
0.13999994099140167,
|
|
0.2792791724205017,
|
|
0.13186806440353394,
|
|
0.24050623178482056,
|
|
0.5342464447021484,
|
|
0.3286384046077728,
|
|
0.5771142840385437,
|
|
0.29166656732559204,
|
|
0.3217390477657318,
|
|
0.18604643642902374,
|
|
0.17964066565036774,
|
|
0.17670676112174988,
|
|
0.4792625606060028,
|
|
0.5279186367988586,
|
|
0.3755457401275635,
|
|
0.212290421128273,
|
|
0.31249991059303284,
|
|
0.5660375952720642,
|
|
0.5748030543327332,
|
|
0.47577083110809326,
|
|
0.1290321946144104,
|
|
0.4639998972415924,
|
|
0.3975153863430023,
|
|
0.36714968085289,
|
|
0.31836724281311035,
|
|
0.6761903762817383,
|
|
0.5232557058334351,
|
|
0.4262293577194214,
|
|
0.41340771317481995,
|
|
0.10958898812532425,
|
|
0.21518979966640472,
|
|
0.09459453821182251,
|
|
0.33128824830055237,
|
|
0.6359830498695374,
|
|
0.5255473256111145,
|
|
0.46391740441322327,
|
|
0.5597013831138611,
|
|
0.1748633086681366,
|
|
0.3384614586830139,
|
|
0.15999993681907654,
|
|
0.5238094329833984,
|
|
0.6477271318435669,
|
|
0.17171710729599,
|
|
0.1938774734735489,
|
|
0.3026314675807953,
|
|
0.13138681650161743,
|
|
0.24528293311595917,
|
|
0.5959182381629944,
|
|
0.2870812714099884,
|
|
0.1891891211271286,
|
|
0.3999999165534973,
|
|
0.3904760777950287,
|
|
0.36559128761291504,
|
|
0.20408155024051666,
|
|
0.35051536560058594,
|
|
0.27922073006629944,
|
|
0.4845814108848572,
|
|
0.16993455588817596,
|
|
0.19587622582912445,
|
|
0.5999998450279236,
|
|
0.44787636399269104,
|
|
0.29629620909690857,
|
|
0.28318578004837036,
|
|
0.12875531613826752,
|
|
0.36123335361480713
|
|
],
|
|
"time": 181.0510725332424,
|
|
"param": [
|
|
{
|
|
"p": 0.05667627602815628,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07752589136362076,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07230427116155624,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06249123066663742,
|
|
"m": 0.32077890634536743
|
|
},
|
|
{
|
|
"p": 0.06718955188989639,
|
|
"m": 0.8909389972686768
|
|
},
|
|
{
|
|
"p": 0.09348280727863312,
|
|
"m": 0.3771682679653168
|
|
},
|
|
{
|
|
"p": 0.0794132724404335,
|
|
"m": 0.35527342557907104
|
|
},
|
|
{
|
|
"p": 0.06579135358333588,
|
|
"m": 0.4143916368484497
|
|
},
|
|
{
|
|
"p": 0.07193383574485779,
|
|
"m": 0.5512579679489136
|
|
},
|
|
{
|
|
"p": 0.060242462903261185,
|
|
"m": 0.8341584801673889
|
|
},
|
|
{
|
|
"p": 0.06574787199497223,
|
|
"m": 0.5220310688018799
|
|
},
|
|
{
|
|
"p": 0.0636984333395958,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.07065673917531967,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09284590929746628,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 167,
|
|
"train_loss": 3.174560546875,
|
|
"val_loss": 3.0871245861053467,
|
|
"acc": 34.41,
|
|
"f1": [
|
|
0.6595743298530579,
|
|
0.3979056477546692,
|
|
0.21518979966640472,
|
|
0.18867918848991394,
|
|
0.19753079116344452,
|
|
0.23529402911663055,
|
|
0.36714968085289,
|
|
0.327868789434433,
|
|
0.393063485622406,
|
|
0.46478861570358276,
|
|
0.11678826063871384,
|
|
0.213483065366745,
|
|
0.36649200320243835,
|
|
0.20833326876163483,
|
|
0.1142856702208519,
|
|
0.1809523105621338,
|
|
0.4114284813404083,
|
|
0.42647048830986023,
|
|
0.34177201986312866,
|
|
0.2528735101222992,
|
|
0.5267488360404968,
|
|
0.4818180501461029,
|
|
0.2922373414039612,
|
|
0.4976075291633606,
|
|
0.616071343421936,
|
|
0.2535210847854614,
|
|
0.22929932177066803,
|
|
0.18181811273097992,
|
|
0.5084744095802307,
|
|
0.2794759273529053,
|
|
0.42168664932250977,
|
|
0.28571420907974243,
|
|
0.3352600038051605,
|
|
0.26573416590690613,
|
|
0.2962961792945862,
|
|
0.17670676112174988,
|
|
0.30630621314048767,
|
|
0.1612902730703354,
|
|
0.24836592376232147,
|
|
0.4635760486125946,
|
|
0.3406592309474945,
|
|
0.630302906036377,
|
|
0.26136353611946106,
|
|
0.26794254779815674,
|
|
0.2236841470003128,
|
|
0.20833326876163483,
|
|
0.22093015909194946,
|
|
0.5023254752159119,
|
|
0.46376800537109375,
|
|
0.39130425453186035,
|
|
0.1899440735578537,
|
|
0.3362067937850952,
|
|
0.5991901755332947,
|
|
0.6180256605148315,
|
|
0.4949493706226349,
|
|
0.13471496105194092,
|
|
0.5531913042068481,
|
|
0.41249990463256836,
|
|
0.3771427571773529,
|
|
0.2767294645309448,
|
|
0.7037035822868347,
|
|
0.4950493574142456,
|
|
0.40170925855636597,
|
|
0.37426888942718506,
|
|
0.10256403684616089,
|
|
0.19475649297237396,
|
|
0.08888882398605347,
|
|
0.31325292587280273,
|
|
0.688372015953064,
|
|
0.5820105075836182,
|
|
0.3878786563873291,
|
|
0.5612244009971619,
|
|
0.13636356592178345,
|
|
0.2783504128456116,
|
|
0.15706801414489746,
|
|
0.5841582417488098,
|
|
0.5728154182434082,
|
|
0.14117640256881714,
|
|
0.16981124877929688,
|
|
0.3121386468410492,
|
|
0.13888882100582123,
|
|
0.27049171924591064,
|
|
0.6310158967971802,
|
|
0.3459458649158478,
|
|
0.16374263167381287,
|
|
0.3686273694038391,
|
|
0.38056668639183044,
|
|
0.3783782720565796,
|
|
0.21904754638671875,
|
|
0.3405795991420746,
|
|
0.2649006247520447,
|
|
0.5555554628372192,
|
|
0.14379078149795532,
|
|
0.2705313265323639,
|
|
0.5482232570648193,
|
|
0.45238080620765686,
|
|
0.33333325386047363,
|
|
0.2696628272533417,
|
|
0.11904755234718323,
|
|
0.34482747316360474
|
|
],
|
|
"time": 183.52178981900215,
|
|
"param": [
|
|
{
|
|
"p": 0.06397685408592224,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06040477752685547,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06188594549894333,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06781120598316193,
|
|
"m": 0.3381367325782776
|
|
},
|
|
{
|
|
"p": 0.06953907012939453,
|
|
"m": 0.9184972643852234
|
|
},
|
|
{
|
|
"p": 0.07212860137224197,
|
|
"m": 0.25909867882728577
|
|
},
|
|
{
|
|
"p": 0.0763893872499466,
|
|
"m": 0.36924102902412415
|
|
},
|
|
{
|
|
"p": 0.07797964662313461,
|
|
"m": 0.25182950496673584
|
|
},
|
|
{
|
|
"p": 0.07806514948606491,
|
|
"m": 0.52708899974823
|
|
},
|
|
{
|
|
"p": 0.06335584074258804,
|
|
"m": 0.7866037487983704
|
|
},
|
|
{
|
|
"p": 0.08188828080892563,
|
|
"m": 0.44511863589286804
|
|
},
|
|
{
|
|
"p": 0.0692501813173294,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0633135512471199,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09401147812604904,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 168,
|
|
"train_loss": 2.8462302684783936,
|
|
"val_loss": 2.9888417720794678,
|
|
"acc": 35.09,
|
|
"f1": [
|
|
0.6555553674697876,
|
|
0.40206170082092285,
|
|
0.23529402911663055,
|
|
0.13095231354236603,
|
|
0.16049376130104065,
|
|
0.23602473735809326,
|
|
0.345177561044693,
|
|
0.2954544425010681,
|
|
0.3826713562011719,
|
|
0.47120407223701477,
|
|
0.1656804084777832,
|
|
0.20571422576904297,
|
|
0.38461530208587646,
|
|
0.20779214799404144,
|
|
0.1658536046743393,
|
|
0.2097901701927185,
|
|
0.3703702688217163,
|
|
0.49565204977989197,
|
|
0.3940885663032532,
|
|
0.26373615860939026,
|
|
0.6103284358978271,
|
|
0.5454544425010681,
|
|
0.34177201986312866,
|
|
0.4864863455295563,
|
|
0.6018517017364502,
|
|
0.24999989569187164,
|
|
0.2761903405189514,
|
|
0.21686740219593048,
|
|
0.534031331539154,
|
|
0.2603549063205719,
|
|
0.4186045527458191,
|
|
0.29189181327819824,
|
|
0.3311257064342499,
|
|
0.28260859847068787,
|
|
0.29245272278785706,
|
|
0.21596238017082214,
|
|
0.2914979159832001,
|
|
0.16528919339179993,
|
|
0.24908417463302612,
|
|
0.44776105880737305,
|
|
0.36046499013900757,
|
|
0.5863873362541199,
|
|
0.25423723459243774,
|
|
0.3228345811367035,
|
|
0.1734103411436081,
|
|
0.1931033730506897,
|
|
0.22702695429325104,
|
|
0.4795917272567749,
|
|
0.4347825050354004,
|
|
0.40251561999320984,
|
|
0.20408155024051666,
|
|
0.3387977182865143,
|
|
0.5814977288246155,
|
|
0.5798317790031433,
|
|
0.5123152136802673,
|
|
0.11904755234718323,
|
|
0.4903845191001892,
|
|
0.3999999165534973,
|
|
0.34977567195892334,
|
|
0.2727271616458893,
|
|
0.7488149404525757,
|
|
0.5576921701431274,
|
|
0.390243798494339,
|
|
0.3619908392429352,
|
|
0.12149526178836823,
|
|
0.21917803585529327,
|
|
0.17040351033210754,
|
|
0.3315507173538208,
|
|
0.666666567325592,
|
|
0.6048386096954346,
|
|
0.40764322876930237,
|
|
0.5681816935539246,
|
|
0.1657457947731018,
|
|
0.2560974657535553,
|
|
0.17525766789913177,
|
|
0.5862067937850952,
|
|
0.5628139972686768,
|
|
0.1501975655555725,
|
|
0.18784524500370026,
|
|
0.32817327976226807,
|
|
0.14285708963871002,
|
|
0.2569831311702728,
|
|
0.6448085904121399,
|
|
0.2783504128456116,
|
|
0.21463409066200256,
|
|
0.4186045527458191,
|
|
0.3666665554046631,
|
|
0.37575745582580566,
|
|
0.17204295098781586,
|
|
0.3428570330142975,
|
|
0.3362830877304077,
|
|
0.5371427536010742,
|
|
0.2421524077653885,
|
|
0.16438350081443787,
|
|
0.5520360469818115,
|
|
0.42857131361961365,
|
|
0.35443025827407837,
|
|
0.2622949779033661,
|
|
0.14285708963871002,
|
|
0.4408600926399231
|
|
],
|
|
"time": 182.4560414813459,
|
|
"param": [
|
|
{
|
|
"p": 0.0729634240269661,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07576972991228104,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06996342539787292,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06793710589408875,
|
|
"m": 0.34867969155311584
|
|
},
|
|
{
|
|
"p": 0.06819271296262741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0689316913485527,
|
|
"m": 0.17623531818389893
|
|
},
|
|
{
|
|
"p": 0.07222317159175873,
|
|
"m": 0.3256918787956238
|
|
},
|
|
{
|
|
"p": 0.0587959811091423,
|
|
"m": 0.35882139205932617
|
|
},
|
|
{
|
|
"p": 0.06752503663301468,
|
|
"m": 0.4692628085613251
|
|
},
|
|
{
|
|
"p": 0.06688456237316132,
|
|
"m": 0.7475429177284241
|
|
},
|
|
{
|
|
"p": 0.0641736090183258,
|
|
"m": 0.5350896716117859
|
|
},
|
|
{
|
|
"p": 0.06909701973199844,
|
|
"m": 0.13869324326515198
|
|
},
|
|
{
|
|
"p": 0.07450191676616669,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10304060578346252,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 169,
|
|
"train_loss": 2.7386584281921387,
|
|
"val_loss": 3.1118438243865967,
|
|
"acc": 34.99,
|
|
"f1": [
|
|
0.6183573603630066,
|
|
0.39378228783607483,
|
|
0.23350247740745544,
|
|
0.16666659712791443,
|
|
0.1029411256313324,
|
|
0.2105262726545334,
|
|
0.33333322405815125,
|
|
0.346320241689682,
|
|
0.37499988079071045,
|
|
0.43956032395362854,
|
|
0.17391297221183777,
|
|
0.18705029785633087,
|
|
0.31372541189193726,
|
|
0.19736838340759277,
|
|
0.15789468586444855,
|
|
0.23255807161331177,
|
|
0.3832334280014038,
|
|
0.47787603735923767,
|
|
0.3874998986721039,
|
|
0.25668442249298096,
|
|
0.5781989693641663,
|
|
0.5520831942558289,
|
|
0.3097344636917114,
|
|
0.42727261781692505,
|
|
0.6054052114486694,
|
|
0.2793295085430145,
|
|
0.29694315791130066,
|
|
0.213483065366745,
|
|
0.5050503611564636,
|
|
0.3144652843475342,
|
|
0.36363622546195984,
|
|
0.2790696620941162,
|
|
0.3657141625881195,
|
|
0.2914979159832001,
|
|
0.27091625332832336,
|
|
0.16161610186100006,
|
|
0.2784809470176697,
|
|
0.10144922137260437,
|
|
0.3018867075443268,
|
|
0.543352484703064,
|
|
0.3625729978084564,
|
|
0.6171427369117737,
|
|
0.2605363130569458,
|
|
0.324607253074646,
|
|
0.23463678359985352,
|
|
0.20091316103935242,
|
|
0.2655600905418396,
|
|
0.43881845474243164,
|
|
0.5217389464378357,
|
|
0.3880595862865448,
|
|
0.15498147904872894,
|
|
0.3249998688697815,
|
|
0.5531913638114929,
|
|
0.5447760224342346,
|
|
0.5320196151733398,
|
|
0.1142856702208519,
|
|
0.518134593963623,
|
|
0.36904752254486084,
|
|
0.3831774890422821,
|
|
0.28855711221694946,
|
|
0.6315788626670837,
|
|
0.45454534888267517,
|
|
0.43715834617614746,
|
|
0.3407406508922577,
|
|
0.12935318052768707,
|
|
0.14574894309043884,
|
|
0.17021268606185913,
|
|
0.3049326539039612,
|
|
0.711340069770813,
|
|
0.5248225927352905,
|
|
0.4242422878742218,
|
|
0.5882351994514465,
|
|
0.16853927075862885,
|
|
0.32369929552078247,
|
|
0.11827950179576874,
|
|
0.6099998950958252,
|
|
0.5019919276237488,
|
|
0.10071936994791031,
|
|
0.2061854749917984,
|
|
0.33802807331085205,
|
|
0.16901402175426483,
|
|
0.23170723021030426,
|
|
0.6326529383659363,
|
|
0.29714274406433105,
|
|
0.22907482087612152,
|
|
0.41379299759864807,
|
|
0.39560428261756897,
|
|
0.3809523284435272,
|
|
0.21238930523395538,
|
|
0.35294109582901,
|
|
0.3274335563182831,
|
|
0.5612244009971619,
|
|
0.11111105233430862,
|
|
0.22317588329315186,
|
|
0.5769229531288147,
|
|
0.4331796169281006,
|
|
0.33492809534072876,
|
|
0.31428563594818115,
|
|
0.08450698852539062,
|
|
0.38150280714035034
|
|
],
|
|
"time": 179.58035965822637,
|
|
"param": [
|
|
{
|
|
"p": 0.06782496720552444,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07403453439474106,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06536997109651566,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07495349645614624,
|
|
"m": 0.28594088554382324
|
|
},
|
|
{
|
|
"p": 0.07118401676416397,
|
|
"m": 0.9050400257110596
|
|
},
|
|
{
|
|
"p": 0.07006047666072845,
|
|
"m": 0.1594756692647934
|
|
},
|
|
{
|
|
"p": 0.06414613872766495,
|
|
"m": 0.3819246292114258
|
|
},
|
|
{
|
|
"p": 0.07580585777759552,
|
|
"m": 0.2810293436050415
|
|
},
|
|
{
|
|
"p": 0.06605107337236404,
|
|
"m": 0.47789642214775085
|
|
},
|
|
{
|
|
"p": 0.07955633848905563,
|
|
"m": 0.8427548408508301
|
|
},
|
|
{
|
|
"p": 0.055524710565805435,
|
|
"m": 0.5830436944961548
|
|
},
|
|
{
|
|
"p": 0.08416267484426498,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05847332999110222,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09285245090723038,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 170,
|
|
"train_loss": 2.9917287826538086,
|
|
"val_loss": 3.023240566253662,
|
|
"acc": 34.75,
|
|
"f1": [
|
|
0.6629211902618408,
|
|
0.35675665736198425,
|
|
0.2165604531764984,
|
|
0.18518511950969696,
|
|
0.19480513036251068,
|
|
0.23776215314865112,
|
|
0.33333325386047363,
|
|
0.3504272401332855,
|
|
0.3407406508922577,
|
|
0.46428558230400085,
|
|
0.15189866721630096,
|
|
0.19875767827033997,
|
|
0.3636362552642822,
|
|
0.21505369246006012,
|
|
0.13095231354236603,
|
|
0.22522515058517456,
|
|
0.37777766585350037,
|
|
0.4518827795982361,
|
|
0.37623751163482666,
|
|
0.2512076497077942,
|
|
0.5112780332565308,
|
|
0.5112106204032898,
|
|
0.31632643938064575,
|
|
0.46242761611938477,
|
|
0.6265059113502502,
|
|
0.2415093332529068,
|
|
0.28318578004837036,
|
|
0.14371250569820404,
|
|
0.510416567325592,
|
|
0.2887699604034424,
|
|
0.34972667694091797,
|
|
0.29875513911247253,
|
|
0.31034475564956665,
|
|
0.25157222151756287,
|
|
0.32160791754722595,
|
|
0.1818181276321411,
|
|
0.346320241689682,
|
|
0.1869158148765564,
|
|
0.2181817591190338,
|
|
0.46696019172668457,
|
|
0.3726707398891449,
|
|
0.5019304156303406,
|
|
0.235690176486969,
|
|
0.3170730471611023,
|
|
0.21960778534412384,
|
|
0.18025743961334229,
|
|
0.21698106825351715,
|
|
0.47368407249450684,
|
|
0.44615375995635986,
|
|
0.4190475046634674,
|
|
0.19736838340759277,
|
|
0.31088075041770935,
|
|
0.579591691493988,
|
|
0.5806450843811035,
|
|
0.48076915740966797,
|
|
0.1438848376274109,
|
|
0.505154550075531,
|
|
0.3555554449558258,
|
|
0.3115941286087036,
|
|
0.324607253074646,
|
|
0.763440728187561,
|
|
0.5023695826530457,
|
|
0.39215680956840515,
|
|
0.46753236651420593,
|
|
0.12048186361789703,
|
|
0.1449274867773056,
|
|
0.11555548757314682,
|
|
0.3529410660266876,
|
|
0.7053138613700867,
|
|
0.5934958457946777,
|
|
0.46938762068748474,
|
|
0.5979380011558533,
|
|
0.1916166990995407,
|
|
0.2584269046783447,
|
|
0.16666661202907562,
|
|
0.5140561461448669,
|
|
0.6136362552642822,
|
|
0.1509433388710022,
|
|
0.1916666179895401,
|
|
0.3444443643093109,
|
|
0.15189866721630096,
|
|
0.20920497179031372,
|
|
0.6129031181335449,
|
|
0.3097344636917114,
|
|
0.20242910087108612,
|
|
0.3693692684173584,
|
|
0.3669723868370056,
|
|
0.3820223808288574,
|
|
0.10256403684616089,
|
|
0.320441871881485,
|
|
0.3020407259464264,
|
|
0.5217390656471252,
|
|
0.15028895437717438,
|
|
0.19289332628250122,
|
|
0.5472635626792908,
|
|
0.4976075291633606,
|
|
0.3314915895462036,
|
|
0.2436547577381134,
|
|
0.07999993860721588,
|
|
0.4021162986755371
|
|
],
|
|
"time": 182.36026436369866,
|
|
"param": [
|
|
{
|
|
"p": 0.044639769941568375,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07049395889043808,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07636257261037827,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07753746956586838,
|
|
"m": 0.26039260625839233
|
|
},
|
|
{
|
|
"p": 0.06223583221435547,
|
|
"m": 0.9979992508888245
|
|
},
|
|
{
|
|
"p": 0.07137996703386307,
|
|
"m": 0.18831723928451538
|
|
},
|
|
{
|
|
"p": 0.06241241469979286,
|
|
"m": 0.34703531861305237
|
|
},
|
|
{
|
|
"p": 0.06794667989015579,
|
|
"m": 0.3923795521259308
|
|
},
|
|
{
|
|
"p": 0.07903946936130524,
|
|
"m": 0.4736834168434143
|
|
},
|
|
{
|
|
"p": 0.06610080599784851,
|
|
"m": 0.808758556842804
|
|
},
|
|
{
|
|
"p": 0.07273580878973007,
|
|
"m": 0.4311092495918274
|
|
},
|
|
{
|
|
"p": 0.06824228167533875,
|
|
"m": 0.11002247780561447
|
|
},
|
|
{
|
|
"p": 0.08528683334589005,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0955861508846283,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 171,
|
|
"train_loss": 2.6680119037628174,
|
|
"val_loss": 3.1259753704071045,
|
|
"acc": 34.36,
|
|
"f1": [
|
|
0.582914412021637,
|
|
0.42285704612731934,
|
|
0.17964066565036774,
|
|
0.10843367874622345,
|
|
0.14814810454845428,
|
|
0.23350247740745544,
|
|
0.3431951701641083,
|
|
0.3474902808666229,
|
|
0.34394893050193787,
|
|
0.4812833070755005,
|
|
0.13008125126361847,
|
|
0.2065216600894928,
|
|
0.32432422041893005,
|
|
0.2830187678337097,
|
|
0.1648350954055786,
|
|
0.26190468668937683,
|
|
0.36158180236816406,
|
|
0.4699452221393585,
|
|
0.39130425453186035,
|
|
0.23430955410003662,
|
|
0.579439103603363,
|
|
0.5161288380622864,
|
|
0.3482586145401001,
|
|
0.47190994024276733,
|
|
0.5786800384521484,
|
|
0.26666659116744995,
|
|
0.2938387989997864,
|
|
0.20111726224422455,
|
|
0.4827585518360138,
|
|
0.31034475564956665,
|
|
0.32142847776412964,
|
|
0.3157894015312195,
|
|
0.28925609588623047,
|
|
0.28820955753326416,
|
|
0.2949307858943939,
|
|
0.15488210320472717,
|
|
0.3468207120895386,
|
|
0.12222215533256531,
|
|
0.21649475395679474,
|
|
0.48684197664260864,
|
|
0.3196720480918884,
|
|
0.5150213837623596,
|
|
0.27173903584480286,
|
|
0.30337071418762207,
|
|
0.193548321723938,
|
|
0.21399171650409698,
|
|
0.21111102402210236,
|
|
0.5067872405052185,
|
|
0.5189187526702881,
|
|
0.4044942855834961,
|
|
0.211055189371109,
|
|
0.2741115987300873,
|
|
0.5654007196426392,
|
|
0.5088338851928711,
|
|
0.45353153347969055,
|
|
0.1256038099527359,
|
|
0.53465336561203,
|
|
0.351351261138916,
|
|
0.35616424679756165,
|
|
0.3111110329627991,
|
|
0.7431692481040955,
|
|
0.5698322653770447,
|
|
0.38578668236732483,
|
|
0.36226406693458557,
|
|
0.11578940600156784,
|
|
0.1052631139755249,
|
|
0.1559632420539856,
|
|
0.3419688045978546,
|
|
0.6842104196548462,
|
|
0.5523808598518372,
|
|
0.38150280714035034,
|
|
0.6476188898086548,
|
|
0.16113737225532532,
|
|
0.321428507566452,
|
|
0.13533830642700195,
|
|
0.5220882296562195,
|
|
0.6101693511009216,
|
|
0.13173647224903107,
|
|
0.20833326876163483,
|
|
0.3387977182865143,
|
|
0.16243648529052734,
|
|
0.238805890083313,
|
|
0.5714284777641296,
|
|
0.2968749403953552,
|
|
0.17857135832309723,
|
|
0.3823528587818146,
|
|
0.36718741059303284,
|
|
0.3203882575035095,
|
|
0.20809243619441986,
|
|
0.31284910440444946,
|
|
0.3228069245815277,
|
|
0.5795453190803528,
|
|
0.193548321723938,
|
|
0.1965317279100418,
|
|
0.5899998545646667,
|
|
0.42241373658180237,
|
|
0.2614377737045288,
|
|
0.30697670578956604,
|
|
0.1101694256067276,
|
|
0.4180789887905121
|
|
],
|
|
"time": 181.23521939385682,
|
|
"param": [
|
|
{
|
|
"p": 0.062111902981996536,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07529150694608688,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.055542510002851486,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08009225130081177,
|
|
"m": 0.27459579706192017
|
|
},
|
|
{
|
|
"p": 0.06240108609199524,
|
|
"m": 0.9347070455551147
|
|
},
|
|
{
|
|
"p": 0.07473798096179962,
|
|
"m": 0.16058349609375
|
|
},
|
|
{
|
|
"p": 0.07464884966611862,
|
|
"m": 0.3072007894515991
|
|
},
|
|
{
|
|
"p": 0.08294986188411713,
|
|
"m": 0.31985223293304443
|
|
},
|
|
{
|
|
"p": 0.06448415666818619,
|
|
"m": 0.4533059895038605
|
|
},
|
|
{
|
|
"p": 0.07247544080018997,
|
|
"m": 0.7606900930404663
|
|
},
|
|
{
|
|
"p": 0.06640011072158813,
|
|
"m": 0.47593626379966736
|
|
},
|
|
{
|
|
"p": 0.0700201615691185,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.061373788863420486,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09747043251991272,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 172,
|
|
"train_loss": 2.866140842437744,
|
|
"val_loss": 3.1469781398773193,
|
|
"acc": 34.11,
|
|
"f1": [
|
|
0.6368157267570496,
|
|
0.4123710095882416,
|
|
0.12499994784593582,
|
|
0.1395348161458969,
|
|
0.19459453225135803,
|
|
0.2649571895599365,
|
|
0.33333322405815125,
|
|
0.3082706034183502,
|
|
0.31818172335624695,
|
|
0.4313724637031555,
|
|
0.13636358082294464,
|
|
0.19393931329250336,
|
|
0.33333322405815125,
|
|
0.23041465878486633,
|
|
0.18421046435832977,
|
|
0.2208588421344757,
|
|
0.3478259742259979,
|
|
0.5197739005088806,
|
|
0.34977567195892334,
|
|
0.2431371659040451,
|
|
0.6596857309341431,
|
|
0.47747737169265747,
|
|
0.3068782389163971,
|
|
0.3776223063468933,
|
|
0.6293102502822876,
|
|
0.251082181930542,
|
|
0.271493136882782,
|
|
0.16279062628746033,
|
|
0.5454543828964233,
|
|
0.29523801803588867,
|
|
0.321428507566452,
|
|
0.2972972095012665,
|
|
0.33532923460006714,
|
|
0.23776215314865112,
|
|
0.2870812714099884,
|
|
0.19923365116119385,
|
|
0.3348836302757263,
|
|
0.1528661698102951,
|
|
0.23357655107975006,
|
|
0.49999988079071045,
|
|
0.3314284682273865,
|
|
0.616278886795044,
|
|
0.2816900908946991,
|
|
0.34234222769737244,
|
|
0.17948710918426514,
|
|
0.17307686805725098,
|
|
0.20792071521282196,
|
|
0.46413490176200867,
|
|
0.4425530731678009,
|
|
0.38636353611946106,
|
|
0.21621613204479218,
|
|
0.3478259742259979,
|
|
0.5826086401939392,
|
|
0.5786800384521484,
|
|
0.4699452221393585,
|
|
0.12865489721298218,
|
|
0.5485712885856628,
|
|
0.40935659408569336,
|
|
0.33823519945144653,
|
|
0.22818784415721893,
|
|
0.6979165077209473,
|
|
0.568720281124115,
|
|
0.38144323229789734,
|
|
0.41340771317481995,
|
|
0.07692302018404007,
|
|
0.12676051259040833,
|
|
0.17431186139583588,
|
|
0.24113468825817108,
|
|
0.6730768084526062,
|
|
0.559321939945221,
|
|
0.4186045527458191,
|
|
0.562211811542511,
|
|
0.1501975655555725,
|
|
0.3495144844055176,
|
|
0.1554403454065323,
|
|
0.5249999165534973,
|
|
0.575916051864624,
|
|
0.1194029152393341,
|
|
0.17840369045734406,
|
|
0.2571427822113037,
|
|
0.1203702986240387,
|
|
0.2488478720188141,
|
|
0.5990337133407593,
|
|
0.27428561449050903,
|
|
0.26573416590690613,
|
|
0.3861384987831116,
|
|
0.38983041048049927,
|
|
0.3551400303840637,
|
|
0.21862342953681946,
|
|
0.31914883852005005,
|
|
0.30697670578956604,
|
|
0.5303866267204285,
|
|
0.19753079116344452,
|
|
0.1879698783159256,
|
|
0.5619833469390869,
|
|
0.46601933240890503,
|
|
0.324607253074646,
|
|
0.24218744039535522,
|
|
0.12499993294477463,
|
|
0.39069753885269165
|
|
],
|
|
"time": 182.859190213494,
|
|
"param": [
|
|
{
|
|
"p": 0.07523231208324432,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07207484543323517,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0747796967625618,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.058374542742967606,
|
|
"m": 0.2861868739128113
|
|
},
|
|
{
|
|
"p": 0.06431454420089722,
|
|
"m": 0.8722690939903259
|
|
},
|
|
{
|
|
"p": 0.07682627439498901,
|
|
"m": 0.3042246699333191
|
|
},
|
|
{
|
|
"p": 0.07358909398317337,
|
|
"m": 0.35214295983314514
|
|
},
|
|
{
|
|
"p": 0.06811723858118057,
|
|
"m": 0.2976797819137573
|
|
},
|
|
{
|
|
"p": 0.07454574853181839,
|
|
"m": 0.5366202592849731
|
|
},
|
|
{
|
|
"p": 0.07377083599567413,
|
|
"m": 0.7208590507507324
|
|
},
|
|
{
|
|
"p": 0.06426446884870529,
|
|
"m": 0.512995719909668
|
|
},
|
|
{
|
|
"p": 0.07364387065172195,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05917830020189285,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09128828346729279,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 173,
|
|
"train_loss": 3.424668073654175,
|
|
"val_loss": 3.015611410140991,
|
|
"acc": 33.97,
|
|
"f1": [
|
|
0.649484395980835,
|
|
0.36241599917411804,
|
|
0.20437948405742645,
|
|
0.21538454294204712,
|
|
0.1818181276321411,
|
|
0.24999991059303284,
|
|
0.32835814356803894,
|
|
0.32075464725494385,
|
|
0.3414632976055145,
|
|
0.5208331942558289,
|
|
0.17560969293117523,
|
|
0.18823520839214325,
|
|
0.3594468832015991,
|
|
0.22115376591682434,
|
|
0.20689646899700165,
|
|
0.2048192024230957,
|
|
0.36871495842933655,
|
|
0.48387083411216736,
|
|
0.3314915895462036,
|
|
0.24545449018478394,
|
|
0.6299998760223389,
|
|
0.48034927248954773,
|
|
0.2821575999259949,
|
|
0.4499998688697815,
|
|
0.5401459336280823,
|
|
0.2699999213218689,
|
|
0.2840908169746399,
|
|
0.17801040410995483,
|
|
0.4845814108848572,
|
|
0.2793295085430145,
|
|
0.3979056477546692,
|
|
0.22352932393550873,
|
|
0.3726707398891449,
|
|
0.3118278682231903,
|
|
0.25668442249298096,
|
|
0.1379309743642807,
|
|
0.34883710741996765,
|
|
0.119999960064888,
|
|
0.23963125050067902,
|
|
0.4942527115345001,
|
|
0.291139155626297,
|
|
0.6031745076179504,
|
|
0.24528293311595917,
|
|
0.2985073924064636,
|
|
0.1931033730506897,
|
|
0.18439710140228271,
|
|
0.2314814031124115,
|
|
0.43703693151474,
|
|
0.3934425115585327,
|
|
0.4111110270023346,
|
|
0.17821775376796722,
|
|
0.24367810785770416,
|
|
0.48510628938674927,
|
|
0.5528453588485718,
|
|
0.47236168384552,
|
|
0.1156068742275238,
|
|
0.4266665577888489,
|
|
0.367346853017807,
|
|
0.38983041048049927,
|
|
0.251308798789978,
|
|
0.704845666885376,
|
|
0.4945053458213806,
|
|
0.3917524814605713,
|
|
0.42201822996139526,
|
|
0.0967741310596466,
|
|
0.22485199570655823,
|
|
0.06711404025554657,
|
|
0.36529669165611267,
|
|
0.6666664481163025,
|
|
0.5714284777641296,
|
|
0.37885454297065735,
|
|
0.6030149459838867,
|
|
0.15813946723937988,
|
|
0.2658226788043976,
|
|
0.16915416717529297,
|
|
0.5572138428688049,
|
|
0.5816324949264526,
|
|
0.15458931028842926,
|
|
0.16216209530830383,
|
|
0.327868789434433,
|
|
0.13541659712791443,
|
|
0.20571422576904297,
|
|
0.5371899604797363,
|
|
0.2967032194137573,
|
|
0.22702695429325104,
|
|
0.3627450466156006,
|
|
0.4180789887905121,
|
|
0.38541653752326965,
|
|
0.15189866721630096,
|
|
0.3603602349758148,
|
|
0.2775799632072449,
|
|
0.5297296643257141,
|
|
0.20909084379673004,
|
|
0.19591830670833588,
|
|
0.5964910984039307,
|
|
0.45631060004234314,
|
|
0.28971952199935913,
|
|
0.2944784462451935,
|
|
0.10638291388750076,
|
|
0.37433144450187683
|
|
],
|
|
"time": 181.86183939874172,
|
|
"param": [
|
|
{
|
|
"p": 0.048934534192085266,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07157793641090393,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.061712346971035004,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07497785240411758,
|
|
"m": 0.2435334324836731
|
|
},
|
|
{
|
|
"p": 0.060951486229896545,
|
|
"m": 0.8786811232566833
|
|
},
|
|
{
|
|
"p": 0.0714719146490097,
|
|
"m": 0.1395401954650879
|
|
},
|
|
{
|
|
"p": 0.07925582677125931,
|
|
"m": 0.28846973180770874
|
|
},
|
|
{
|
|
"p": 0.0716594010591507,
|
|
"m": 0.3904900848865509
|
|
},
|
|
{
|
|
"p": 0.05678771436214447,
|
|
"m": 0.48478779196739197
|
|
},
|
|
{
|
|
"p": 0.08119300752878189,
|
|
"m": 0.7312471270561218
|
|
},
|
|
{
|
|
"p": 0.0738663449883461,
|
|
"m": 0.5318381786346436
|
|
},
|
|
{
|
|
"p": 0.08080288022756577,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06593599915504456,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10087277740240097,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 174,
|
|
"train_loss": 2.5919253826141357,
|
|
"val_loss": 2.881057024002075,
|
|
"acc": 34.35,
|
|
"f1": [
|
|
0.6631014943122864,
|
|
0.3841806650161743,
|
|
0.22099439799785614,
|
|
0.18930034339427948,
|
|
0.13197962939739227,
|
|
0.24999991059303284,
|
|
0.2834644913673401,
|
|
0.35675665736198425,
|
|
0.37696322798728943,
|
|
0.43999987840652466,
|
|
0.17142851650714874,
|
|
0.22388054430484772,
|
|
0.42708319425582886,
|
|
0.18300646543502808,
|
|
0.1989527940750122,
|
|
0.2528734505176544,
|
|
0.3367346227169037,
|
|
0.4639998972415924,
|
|
0.36158180236816406,
|
|
0.23423415422439575,
|
|
0.596858561038971,
|
|
0.47747737169265747,
|
|
0.3299999237060547,
|
|
0.46153831481933594,
|
|
0.6568626165390015,
|
|
0.2812499403953552,
|
|
0.23740999400615692,
|
|
0.19642849266529083,
|
|
0.543352484703064,
|
|
0.29032251238822937,
|
|
0.36904752254486084,
|
|
0.2569831311702728,
|
|
0.3428570330142975,
|
|
0.27777767181396484,
|
|
0.28444433212280273,
|
|
0.16460900008678436,
|
|
0.27380943298339844,
|
|
0.15833325684070587,
|
|
0.20338977873325348,
|
|
0.4999998211860657,
|
|
0.3232322335243225,
|
|
0.5463916063308716,
|
|
0.2941175699234009,
|
|
0.31535258889198303,
|
|
0.16901402175426483,
|
|
0.18264833092689514,
|
|
0.206060528755188,
|
|
0.47787603735923767,
|
|
0.40677958726882935,
|
|
0.42352932691574097,
|
|
0.20276491343975067,
|
|
0.2713567018508911,
|
|
0.6465516090393066,
|
|
0.6375544667243958,
|
|
0.41346144676208496,
|
|
0.13422814011573792,
|
|
0.5067872405052185,
|
|
0.37777766585350037,
|
|
0.3861384987831116,
|
|
0.2545453608036041,
|
|
0.6943003535270691,
|
|
0.5799998641014099,
|
|
0.35714277625083923,
|
|
0.3578946590423584,
|
|
0.1407034695148468,
|
|
0.19780214130878448,
|
|
0.14746539294719696,
|
|
0.32075464725494385,
|
|
0.7378638982772827,
|
|
0.6028706431388855,
|
|
0.4075828194618225,
|
|
0.5688887238502502,
|
|
0.14379078149795532,
|
|
0.24277448654174805,
|
|
0.13978487253189087,
|
|
0.5855854153633118,
|
|
0.5664739012718201,
|
|
0.1657457947731018,
|
|
0.16080394387245178,
|
|
0.3301886022090912,
|
|
0.16560502350330353,
|
|
0.28469744324684143,
|
|
0.5254901647567749,
|
|
0.265060156583786,
|
|
0.24999991059303284,
|
|
0.41314542293548584,
|
|
0.4215245544910431,
|
|
0.4081631302833557,
|
|
0.17840369045734406,
|
|
0.3196720480918884,
|
|
0.25961530208587646,
|
|
0.5482232570648193,
|
|
0.14906825125217438,
|
|
0.2295081466436386,
|
|
0.5922329425811768,
|
|
0.43564343452453613,
|
|
0.2749998867511749,
|
|
0.21960778534412384,
|
|
0.08839772641658783,
|
|
0.36714968085289
|
|
],
|
|
"time": 181.41046649590135,
|
|
"param": [
|
|
{
|
|
"p": 0.06452321261167526,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07214521616697311,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0634879544377327,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07219349592924118,
|
|
"m": 0.23550182580947876
|
|
},
|
|
{
|
|
"p": 0.06161871179938316,
|
|
"m": 0.9205428957939148
|
|
},
|
|
{
|
|
"p": 0.06899770349264145,
|
|
"m": 0.13213790953159332
|
|
},
|
|
{
|
|
"p": 0.06482912600040436,
|
|
"m": 0.25777724385261536
|
|
},
|
|
{
|
|
"p": 0.07740101218223572,
|
|
"m": 0.3209224045276642
|
|
},
|
|
{
|
|
"p": 0.07848791033029556,
|
|
"m": 0.5051986575126648
|
|
},
|
|
{
|
|
"p": 0.06934817880392075,
|
|
"m": 0.7721119523048401
|
|
},
|
|
{
|
|
"p": 0.06778877228498459,
|
|
"m": 0.456335186958313
|
|
},
|
|
{
|
|
"p": 0.07609210163354874,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06641598790884018,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09667064249515533,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 175,
|
|
"train_loss": 2.5629265308380127,
|
|
"val_loss": 3.2476282119750977,
|
|
"acc": 34.95,
|
|
"f1": [
|
|
0.6532661318778992,
|
|
0.3421051502227783,
|
|
0.17808210849761963,
|
|
0.1747572273015976,
|
|
0.14084501564502716,
|
|
0.25203242897987366,
|
|
0.3575417995452881,
|
|
0.33502528071403503,
|
|
0.3448275029659271,
|
|
0.44776108860969543,
|
|
0.18064509332180023,
|
|
0.18652844429016113,
|
|
0.329268217086792,
|
|
0.2718445658683777,
|
|
0.22377613186836243,
|
|
0.23636355996131897,
|
|
0.3274335563182831,
|
|
0.497175008058548,
|
|
0.3707864284515381,
|
|
0.29473677277565,
|
|
0.5446427464485168,
|
|
0.46082934737205505,
|
|
0.3707316219806671,
|
|
0.40268445014953613,
|
|
0.5975102186203003,
|
|
0.2592591345310211,
|
|
0.2290075570344925,
|
|
0.2378377616405487,
|
|
0.511627733707428,
|
|
0.3025209605693817,
|
|
0.3798881769180298,
|
|
0.30366483330726624,
|
|
0.3529410660266876,
|
|
0.2753622531890869,
|
|
0.28671321272850037,
|
|
0.23175960779190063,
|
|
0.29787227511405945,
|
|
0.14473678171634674,
|
|
0.19138747453689575,
|
|
0.4814813435077667,
|
|
0.3047617971897125,
|
|
0.5021275877952576,
|
|
0.2025315910577774,
|
|
0.33606547117233276,
|
|
0.19999994337558746,
|
|
0.22222214937210083,
|
|
0.20289847254753113,
|
|
0.47115376591682434,
|
|
0.5263156890869141,
|
|
0.4565216302871704,
|
|
0.19157081842422485,
|
|
0.3217390477657318,
|
|
0.5814977288246155,
|
|
0.6435642242431641,
|
|
0.4903845191001892,
|
|
0.11688306927680969,
|
|
0.5286343097686768,
|
|
0.3976607024669647,
|
|
0.3592813014984131,
|
|
0.3301886022090912,
|
|
0.7058822512626648,
|
|
0.5882351994514465,
|
|
0.34389129281044006,
|
|
0.3980098366737366,
|
|
0.10256403684616089,
|
|
0.14893612265586853,
|
|
0.14659680426120758,
|
|
0.3208555281162262,
|
|
0.7035174369812012,
|
|
0.5959182381629944,
|
|
0.4158414602279663,
|
|
0.6168223023414612,
|
|
0.13829779624938965,
|
|
0.29189181327819824,
|
|
0.15853650867938995,
|
|
0.5999998450279236,
|
|
0.49650338292121887,
|
|
0.16666659712791443,
|
|
0.19004517793655396,
|
|
0.3517586886882782,
|
|
0.1258740872144699,
|
|
0.2949307858943939,
|
|
0.6270268559455872,
|
|
0.20408158004283905,
|
|
0.2272726446390152,
|
|
0.39520949125289917,
|
|
0.39639630913734436,
|
|
0.3361343741416931,
|
|
0.17391300201416016,
|
|
0.34449753165245056,
|
|
0.2807016670703888,
|
|
0.5110130310058594,
|
|
0.1390373706817627,
|
|
0.14379078149795532,
|
|
0.5555554032325745,
|
|
0.4861876964569092,
|
|
0.3157894015312195,
|
|
0.2713177502155304,
|
|
0.13095231354236603,
|
|
0.3838382363319397
|
|
],
|
|
"time": 181.1998116346076,
|
|
"param": [
|
|
{
|
|
"p": 0.06377950310707092,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07971973717212677,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06840432435274124,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0703512504696846,
|
|
"m": 0.3230331540107727
|
|
},
|
|
{
|
|
"p": 0.07043197005987167,
|
|
"m": 0.9423983097076416
|
|
},
|
|
{
|
|
"p": 0.07966010272502899,
|
|
"m": 0.2602519690990448
|
|
},
|
|
{
|
|
"p": 0.06148702651262283,
|
|
"m": 0.37475070357322693
|
|
},
|
|
{
|
|
"p": 0.07123155146837234,
|
|
"m": 0.33455726504325867
|
|
},
|
|
{
|
|
"p": 0.07131890952587128,
|
|
"m": 0.5527645349502563
|
|
},
|
|
{
|
|
"p": 0.06563272327184677,
|
|
"m": 0.8481411933898926
|
|
},
|
|
{
|
|
"p": 0.06798245757818222,
|
|
"m": 0.4811694025993347
|
|
},
|
|
{
|
|
"p": 0.07904970645904541,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.058056872338056564,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09289379417896271,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 176,
|
|
"train_loss": 2.8578405380249023,
|
|
"val_loss": 3.143798351287842,
|
|
"acc": 34.98,
|
|
"f1": [
|
|
0.6736840605735779,
|
|
0.39325833320617676,
|
|
0.22093015909194946,
|
|
0.16560502350330353,
|
|
0.15079358220100403,
|
|
0.23346298933029175,
|
|
0.31284910440444946,
|
|
0.34862375259399414,
|
|
0.2985074520111084,
|
|
0.45581385493278503,
|
|
0.22680403292179108,
|
|
0.19393931329250336,
|
|
0.385650098323822,
|
|
0.25531908869743347,
|
|
0.19047613441944122,
|
|
0.24342100322246552,
|
|
0.329670250415802,
|
|
0.46387824416160583,
|
|
0.2737641930580139,
|
|
0.2696628272533417,
|
|
0.6220094561576843,
|
|
0.44787636399269104,
|
|
0.30697670578956604,
|
|
0.494381844997406,
|
|
0.6439023613929749,
|
|
0.2553190290927887,
|
|
0.23300965130329132,
|
|
0.2181817591190338,
|
|
0.5294116139411926,
|
|
0.28426387906074524,
|
|
0.3999998867511749,
|
|
0.26666656136512756,
|
|
0.2941175401210785,
|
|
0.2658958435058594,
|
|
0.3271027207374573,
|
|
0.1648350954055786,
|
|
0.2796609401702881,
|
|
0.12834219634532928,
|
|
0.22222214937210083,
|
|
0.47560960054397583,
|
|
0.34920626878738403,
|
|
0.6054052114486694,
|
|
0.23684203624725342,
|
|
0.30769219994544983,
|
|
0.2117646485567093,
|
|
0.19801974296569824,
|
|
0.16149060428142548,
|
|
0.45631060004234314,
|
|
0.4666665494441986,
|
|
0.38578668236732483,
|
|
0.2054053246974945,
|
|
0.2740524113178253,
|
|
0.5844747424125671,
|
|
0.5769229531288147,
|
|
0.4748857021331787,
|
|
0.119999960064888,
|
|
0.4867255389690399,
|
|
0.3926379084587097,
|
|
0.3934425115585327,
|
|
0.31249991059303284,
|
|
0.7207205295562744,
|
|
0.47560960054397583,
|
|
0.3809523284435272,
|
|
0.43373486399650574,
|
|
0.09929072856903076,
|
|
0.13636358082294464,
|
|
0.07462681084871292,
|
|
0.3468207120895386,
|
|
0.7015705108642578,
|
|
0.5606060028076172,
|
|
0.36633655428886414,
|
|
0.6176469922065735,
|
|
0.16766461730003357,
|
|
0.36714968085289,
|
|
0.16999994218349457,
|
|
0.6161136031150818,
|
|
0.6229507327079773,
|
|
0.16783210635185242,
|
|
0.19266046583652496,
|
|
0.38150280714035034,
|
|
0.1898733526468277,
|
|
0.255999892950058,
|
|
0.5726140141487122,
|
|
0.2765956223011017,
|
|
0.21126753091812134,
|
|
0.40740731358528137,
|
|
0.4432430863380432,
|
|
0.3846152722835541,
|
|
0.1307188868522644,
|
|
0.33333322405815125,
|
|
0.32352936267852783,
|
|
0.45210719108581543,
|
|
0.22330091893672943,
|
|
0.2580644190311432,
|
|
0.5847951769828796,
|
|
0.4945053458213806,
|
|
0.3076922297477722,
|
|
0.2572613060474396,
|
|
0.13868607580661774,
|
|
0.42857128381729126
|
|
],
|
|
"time": 184.13738849945366,
|
|
"param": [
|
|
{
|
|
"p": 0.04679945111274719,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06469384580850601,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0652468279004097,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07363732904195786,
|
|
"m": 0.250529021024704
|
|
},
|
|
{
|
|
"p": 0.07639840990304947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06763411313295364,
|
|
"m": 0.26707154512405396
|
|
},
|
|
{
|
|
"p": 0.07338368147611618,
|
|
"m": 0.38248375058174133
|
|
},
|
|
{
|
|
"p": 0.06833797693252563,
|
|
"m": 0.37567806243896484
|
|
},
|
|
{
|
|
"p": 0.07534127682447433,
|
|
"m": 0.48953977227211
|
|
},
|
|
{
|
|
"p": 0.07310596853494644,
|
|
"m": 0.8545135855674744
|
|
},
|
|
{
|
|
"p": 0.0760292336344719,
|
|
"m": 0.4403255581855774
|
|
},
|
|
{
|
|
"p": 0.08148199319839478,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0711483284831047,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08676160871982574,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 177,
|
|
"train_loss": 2.8282999992370605,
|
|
"val_loss": 3.0731747150421143,
|
|
"acc": 34.72,
|
|
"f1": [
|
|
0.6461536884307861,
|
|
0.3837208151817322,
|
|
0.228260800242424,
|
|
0.14285707473754883,
|
|
0.19875767827033997,
|
|
0.2366863340139389,
|
|
0.38993698358535767,
|
|
0.38490554690361023,
|
|
0.31034475564956665,
|
|
0.4307691156864166,
|
|
0.1528661698102951,
|
|
0.1449274718761444,
|
|
0.31229227781295776,
|
|
0.19259251654148102,
|
|
0.18292675912380219,
|
|
0.21794864535331726,
|
|
0.4023667275905609,
|
|
0.5052630305290222,
|
|
0.3499998450279236,
|
|
0.2790696620941162,
|
|
0.5961536765098572,
|
|
0.49999988079071045,
|
|
0.28260859847068787,
|
|
0.34615373611450195,
|
|
0.6425337791442871,
|
|
0.27884605526924133,
|
|
0.32820504903793335,
|
|
0.21428564190864563,
|
|
0.462584912776947,
|
|
0.3018867075443268,
|
|
0.35051536560058594,
|
|
0.23602473735809326,
|
|
0.33333322405815125,
|
|
0.27428561449050903,
|
|
0.3076922297477722,
|
|
0.17213107645511627,
|
|
0.280373752117157,
|
|
0.14371250569820404,
|
|
0.18604646623134613,
|
|
0.502564013004303,
|
|
0.3543306291103363,
|
|
0.462584912776947,
|
|
0.22831043601036072,
|
|
0.3275861144065857,
|
|
0.25777769088745117,
|
|
0.19289332628250122,
|
|
0.228571355342865,
|
|
0.49785396456718445,
|
|
0.4827585518360138,
|
|
0.35582810640335083,
|
|
0.16915416717529297,
|
|
0.2528735101222992,
|
|
0.5726494193077087,
|
|
0.5390070080757141,
|
|
0.5076140761375427,
|
|
0.14193542301654816,
|
|
0.4541061818599701,
|
|
0.3699420988559723,
|
|
0.35051536560058594,
|
|
0.28776970505714417,
|
|
0.6700506210327148,
|
|
0.5888323187828064,
|
|
0.3628317713737488,
|
|
0.3675212860107422,
|
|
0.11111104488372803,
|
|
0.19004517793655396,
|
|
0.1290322095155716,
|
|
0.30418241024017334,
|
|
0.666666567325592,
|
|
0.5925925374031067,
|
|
0.4052862524986267,
|
|
0.6130266785621643,
|
|
0.14285707473754883,
|
|
0.35193121433258057,
|
|
0.14379078149795532,
|
|
0.5771142840385437,
|
|
0.6378377079963684,
|
|
0.1657457947731018,
|
|
0.21495321393013,
|
|
0.3502824008464813,
|
|
0.16049376130104065,
|
|
0.23214277625083923,
|
|
0.5917158722877502,
|
|
0.2816900908946991,
|
|
0.21538454294204712,
|
|
0.36904752254486084,
|
|
0.425531804561615,
|
|
0.4174756109714508,
|
|
0.24999991059303284,
|
|
0.37558677792549133,
|
|
0.2783504128456116,
|
|
0.5217390656471252,
|
|
0.14012733101844788,
|
|
0.21599994599819183,
|
|
0.5465114712715149,
|
|
0.45814967155456543,
|
|
0.2807016372680664,
|
|
0.27755096554756165,
|
|
0.13541659712791443,
|
|
0.39378228783607483
|
|
],
|
|
"time": 183.1692438069731,
|
|
"param": [
|
|
{
|
|
"p": 0.06582672148942947,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07517065107822418,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07762371003627777,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07589676231145859,
|
|
"m": 0.3234899044036865
|
|
},
|
|
{
|
|
"p": 0.07284422218799591,
|
|
"m": 0.863986074924469
|
|
},
|
|
{
|
|
"p": 0.06221766024827957,
|
|
"m": 0.23846182227134705
|
|
},
|
|
{
|
|
"p": 0.0779610425233841,
|
|
"m": 0.47460752725601196
|
|
},
|
|
{
|
|
"p": 0.06811673194169998,
|
|
"m": 0.21792012453079224
|
|
},
|
|
{
|
|
"p": 0.060823939740657806,
|
|
"m": 0.4549857974052429
|
|
},
|
|
{
|
|
"p": 0.06217047944664955,
|
|
"m": 0.7604801058769226
|
|
},
|
|
{
|
|
"p": 0.0707719549536705,
|
|
"m": 0.4863930940628052
|
|
},
|
|
{
|
|
"p": 0.08412199467420578,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05702158808708191,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08943263441324234,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 178,
|
|
"train_loss": 2.5970749855041504,
|
|
"val_loss": 2.979792594909668,
|
|
"acc": 34.66,
|
|
"f1": [
|
|
0.6629211902618408,
|
|
0.3832334280014038,
|
|
0.17948710918426514,
|
|
0.08633087575435638,
|
|
0.1818181276321411,
|
|
0.2592591643333435,
|
|
0.28181809186935425,
|
|
0.32820504903793335,
|
|
0.3517240583896637,
|
|
0.467661589384079,
|
|
0.1333332657814026,
|
|
0.1777777075767517,
|
|
0.3523808717727661,
|
|
0.21118006110191345,
|
|
0.20430098474025726,
|
|
0.2660943269729614,
|
|
0.36559128761291504,
|
|
0.4861876964569092,
|
|
0.3627450466156006,
|
|
0.23232315480709076,
|
|
0.5485230684280396,
|
|
0.4753361940383911,
|
|
0.31067952513694763,
|
|
0.4269661605358124,
|
|
0.5812807083129883,
|
|
0.26041656732559204,
|
|
0.292035311460495,
|
|
0.23076917231082916,
|
|
0.5454544425010681,
|
|
0.28310492634773254,
|
|
0.36177465319633484,
|
|
0.3195265531539917,
|
|
0.3478259742259979,
|
|
0.3113206624984741,
|
|
0.30303022265434265,
|
|
0.17840369045734406,
|
|
0.2736841142177582,
|
|
0.10975604504346848,
|
|
0.23595495522022247,
|
|
0.5384613871574402,
|
|
0.3551400303840637,
|
|
0.6145831942558289,
|
|
0.22492395341396332,
|
|
0.33333322405815125,
|
|
0.21917803585529327,
|
|
0.1658536046743393,
|
|
0.19587622582912445,
|
|
0.46376800537109375,
|
|
0.4788731336593628,
|
|
0.4257424473762512,
|
|
0.1675977110862732,
|
|
0.30541861057281494,
|
|
0.5652172565460205,
|
|
0.6194689869880676,
|
|
0.502923846244812,
|
|
0.13483139872550964,
|
|
0.49999988079071045,
|
|
0.3678159713745117,
|
|
0.3419688045978546,
|
|
0.2758619785308838,
|
|
0.6972475647926331,
|
|
0.5423727631568909,
|
|
0.3981480300426483,
|
|
0.38144323229789734,
|
|
0.07462681084871292,
|
|
0.16438350081443787,
|
|
0.14778319001197815,
|
|
0.2727271318435669,
|
|
0.6774192452430725,
|
|
0.6048778891563416,
|
|
0.4923075735569,
|
|
0.6111109852790833,
|
|
0.12857137620449066,
|
|
0.329670250415802,
|
|
0.16064251959323883,
|
|
0.5638296604156494,
|
|
0.6122447848320007,
|
|
0.13636359572410583,
|
|
0.1530611664056778,
|
|
0.3387095630168915,
|
|
0.1282050758600235,
|
|
0.27272722125053406,
|
|
0.6187844276428223,
|
|
0.29292917251586914,
|
|
0.24509796500205994,
|
|
0.4154588282108307,
|
|
0.4161849021911621,
|
|
0.4204544126987457,
|
|
0.17708326876163483,
|
|
0.3565216362476349,
|
|
0.3043477535247803,
|
|
0.577777624130249,
|
|
0.22966498136520386,
|
|
0.18867920339107513,
|
|
0.6153844594955444,
|
|
0.4269661605358124,
|
|
0.2793295085430145,
|
|
0.27173903584480286,
|
|
0.1279069036245346,
|
|
0.38862547278404236
|
|
],
|
|
"time": 182.899937575683,
|
|
"param": [
|
|
{
|
|
"p": 0.06513320654630661,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07740253955125809,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07135485112667084,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06959755718708038,
|
|
"m": 0.29139119386672974
|
|
},
|
|
{
|
|
"p": 0.06758903712034225,
|
|
"m": 0.9051966667175293
|
|
},
|
|
{
|
|
"p": 0.07269913703203201,
|
|
"m": 0.23578400909900665
|
|
},
|
|
{
|
|
"p": 0.07466084510087967,
|
|
"m": 0.44803041219711304
|
|
},
|
|
{
|
|
"p": 0.06768282502889633,
|
|
"m": 0.29929324984550476
|
|
},
|
|
{
|
|
"p": 0.06474804878234863,
|
|
"m": 0.5204484462738037
|
|
},
|
|
{
|
|
"p": 0.06740923970937729,
|
|
"m": 0.8692039847373962
|
|
},
|
|
{
|
|
"p": 0.06667710840702057,
|
|
"m": 0.5536532998085022
|
|
},
|
|
{
|
|
"p": 0.0751207023859024,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06227448210120201,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09765031188726425,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 179,
|
|
"train_loss": 2.4110076427459717,
|
|
"val_loss": 2.9579017162323,
|
|
"acc": 34.92,
|
|
"f1": [
|
|
0.6368157267570496,
|
|
0.36269423365592957,
|
|
0.21556879580020905,
|
|
0.1694914698600769,
|
|
0.19428564608097076,
|
|
0.28181809186935425,
|
|
0.3699420988559723,
|
|
0.3529410660266876,
|
|
0.33038339018821716,
|
|
0.49019595980644226,
|
|
0.10126575827598572,
|
|
0.18274106085300446,
|
|
0.38674020767211914,
|
|
0.24999988079071045,
|
|
0.19251330196857452,
|
|
0.22421517968177795,
|
|
0.35071080923080444,
|
|
0.4907405972480774,
|
|
0.3609755337238312,
|
|
0.2457626312971115,
|
|
0.5876287817955017,
|
|
0.4741378724575043,
|
|
0.3272726535797119,
|
|
0.48453593254089355,
|
|
0.6077346205711365,
|
|
0.23863628506660461,
|
|
0.31775689125061035,
|
|
0.17391295731067657,
|
|
0.5714284181594849,
|
|
0.32214754819869995,
|
|
0.3714284896850586,
|
|
0.29629620909690857,
|
|
0.4021162986755371,
|
|
0.2426777482032776,
|
|
0.31775689125061035,
|
|
0.1642511636018753,
|
|
0.25101208686828613,
|
|
0.13513506948947906,
|
|
0.23376615345478058,
|
|
0.49710968136787415,
|
|
0.3111110329627991,
|
|
0.5236050486564636,
|
|
0.25570768117904663,
|
|
0.33460068702697754,
|
|
0.15909084677696228,
|
|
0.1846153289079666,
|
|
0.2116401493549347,
|
|
0.45976996421813965,
|
|
0.5227271318435669,
|
|
0.40490788221359253,
|
|
0.21839071810245514,
|
|
0.314606636762619,
|
|
0.5454543828964233,
|
|
0.5524474382400513,
|
|
0.4884791076183319,
|
|
0.15686267614364624,
|
|
0.5247523188591003,
|
|
0.36904752254486084,
|
|
0.4044942855834961,
|
|
0.3016759157180786,
|
|
0.7263681292533875,
|
|
0.5422221422195435,
|
|
0.39449530839920044,
|
|
0.3945577144622803,
|
|
0.06060601398348808,
|
|
0.13333328068256378,
|
|
0.12244890630245209,
|
|
0.29245272278785706,
|
|
0.6849313974380493,
|
|
0.5839999318122864,
|
|
0.4432988464832306,
|
|
0.6336632370948792,
|
|
0.13186806440353394,
|
|
0.36363622546195984,
|
|
0.16113737225532532,
|
|
0.552941083908081,
|
|
0.5921786427497864,
|
|
0.22033889591693878,
|
|
0.17307688295841217,
|
|
0.43049317598342896,
|
|
0.10280367732048035,
|
|
0.2094240039587021,
|
|
0.6214687824249268,
|
|
0.2577318847179413,
|
|
0.21782170236110687,
|
|
0.4102562963962555,
|
|
0.43564343452453613,
|
|
0.38251355290412903,
|
|
0.19791658222675323,
|
|
0.3439999520778656,
|
|
0.2727271616458893,
|
|
0.5142855644226074,
|
|
0.1325300633907318,
|
|
0.18300646543502808,
|
|
0.5638765096664429,
|
|
0.4640882611274719,
|
|
0.3311687707901001,
|
|
0.2695034444332123,
|
|
0.14583328366279602,
|
|
0.44444435834884644
|
|
],
|
|
"time": 181.27086477261037,
|
|
"param": [
|
|
{
|
|
"p": 0.06674761325120926,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06734512746334076,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07413391023874283,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07449114322662354,
|
|
"m": 0.3414226174354553
|
|
},
|
|
{
|
|
"p": 0.07239620387554169,
|
|
"m": 0.9413118362426758
|
|
},
|
|
{
|
|
"p": 0.06155768781900406,
|
|
"m": 0.15010450780391693
|
|
},
|
|
{
|
|
"p": 0.06049445644021034,
|
|
"m": 0.34344446659088135
|
|
},
|
|
{
|
|
"p": 0.07190791517496109,
|
|
"m": 0.24225112795829773
|
|
},
|
|
{
|
|
"p": 0.0857170894742012,
|
|
"m": 0.43764814734458923
|
|
},
|
|
{
|
|
"p": 0.06358282268047333,
|
|
"m": 0.7772378325462341
|
|
},
|
|
{
|
|
"p": 0.06631366163492203,
|
|
"m": 0.5444818139076233
|
|
},
|
|
{
|
|
"p": 0.07062147557735443,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.07951145619153976,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08517933636903763,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 180,
|
|
"train_loss": 2.5278050899505615,
|
|
"val_loss": 3.2102599143981934,
|
|
"acc": 35.32,
|
|
"f1": [
|
|
0.6288658380508423,
|
|
0.4023667275905609,
|
|
0.2430938482284546,
|
|
0.17708326876163483,
|
|
0.15384609997272491,
|
|
0.2707422971725464,
|
|
0.3261801600456238,
|
|
0.3431951701641083,
|
|
0.37450188398361206,
|
|
0.4578312039375305,
|
|
0.17560969293117523,
|
|
0.18791939318180084,
|
|
0.35643553733825684,
|
|
0.29896897077560425,
|
|
0.20111726224422455,
|
|
0.24742262065410614,
|
|
0.4108106791973114,
|
|
0.44067782163619995,
|
|
0.34920626878738403,
|
|
0.2719297707080841,
|
|
0.6262625455856323,
|
|
0.4590162932872772,
|
|
0.3465345501899719,
|
|
0.41249990463256836,
|
|
0.6140349507331848,
|
|
0.27777770161628723,
|
|
0.28426387906074524,
|
|
0.20960691571235657,
|
|
0.517646849155426,
|
|
0.31034475564956665,
|
|
0.3678159713745117,
|
|
0.25274714827537537,
|
|
0.3431951701641083,
|
|
0.29896897077560425,
|
|
0.3417084515094757,
|
|
0.19587622582912445,
|
|
0.3316061198711395,
|
|
0.185653954744339,
|
|
0.24154582619667053,
|
|
0.5256409049034119,
|
|
0.3148147463798523,
|
|
0.613756537437439,
|
|
0.2275448441505432,
|
|
0.364531934261322,
|
|
0.22222213447093964,
|
|
0.20512813329696655,
|
|
0.22727267444133759,
|
|
0.4299064576625824,
|
|
0.522222101688385,
|
|
0.432748407125473,
|
|
0.206060528755188,
|
|
0.2590360939502716,
|
|
0.5933012366294861,
|
|
0.5764191746711731,
|
|
0.4945053458213806,
|
|
0.13749992847442627,
|
|
0.4705880880355835,
|
|
0.3102039694786072,
|
|
0.3653844892978668,
|
|
0.3018867075443268,
|
|
0.6578946113586426,
|
|
0.5130888819694519,
|
|
0.3636362552642822,
|
|
0.4041449725627899,
|
|
0.1450776606798172,
|
|
0.15116271376609802,
|
|
0.16901402175426483,
|
|
0.2909089922904968,
|
|
0.7351350784301758,
|
|
0.5748030543327332,
|
|
0.4301074147224426,
|
|
0.5952380299568176,
|
|
0.15909084677696228,
|
|
0.3743841052055359,
|
|
0.14563101530075073,
|
|
0.5179281830787659,
|
|
0.6018517017364502,
|
|
0.17964066565036774,
|
|
0.17511513829231262,
|
|
0.378109335899353,
|
|
0.15662643313407898,
|
|
0.33492809534072876,
|
|
0.5662099123001099,
|
|
0.3363635540008545,
|
|
0.15957440435886383,
|
|
0.4090907871723175,
|
|
0.396135151386261,
|
|
0.3936169147491455,
|
|
0.20359273254871368,
|
|
0.33606547117233276,
|
|
0.2697673439979553,
|
|
0.5128204226493835,
|
|
0.1706160604953766,
|
|
0.22047238051891327,
|
|
0.5816324949264526,
|
|
0.46376800537109375,
|
|
0.33179715275764465,
|
|
0.3018867075443268,
|
|
0.16666659712791443,
|
|
0.4578312039375305
|
|
],
|
|
"time": 180.7359061371535,
|
|
"param": [
|
|
{
|
|
"p": 0.06669285893440247,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07406219840049744,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07767623662948608,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06551963090896606,
|
|
"m": 0.21115271747112274
|
|
},
|
|
{
|
|
"p": 0.0708182081580162,
|
|
"m": 0.913953959941864
|
|
},
|
|
{
|
|
"p": 0.07558150589466095,
|
|
"m": 0.1691575050354004
|
|
},
|
|
{
|
|
"p": 0.0870269313454628,
|
|
"m": 0.39185935258865356
|
|
},
|
|
{
|
|
"p": 0.07437316328287125,
|
|
"m": 0.23045210540294647
|
|
},
|
|
{
|
|
"p": 0.05621172860264778,
|
|
"m": 0.5660302042961121
|
|
},
|
|
{
|
|
"p": 0.06284336000680923,
|
|
"m": 0.8318027257919312
|
|
},
|
|
{
|
|
"p": 0.06041479483246803,
|
|
"m": 0.47870343923568726
|
|
},
|
|
{
|
|
"p": 0.07739296555519104,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04769575968384743,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10369064658880234,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 181,
|
|
"train_loss": 2.589979887008667,
|
|
"val_loss": 3.176630973815918,
|
|
"acc": 34.72,
|
|
"f1": [
|
|
0.6464645266532898,
|
|
0.4145076870918274,
|
|
0.15827332437038422,
|
|
0.16740082204341888,
|
|
0.16806717216968536,
|
|
0.28440356254577637,
|
|
0.3478259742259979,
|
|
0.35359105467796326,
|
|
0.37885454297065735,
|
|
0.4897957742214203,
|
|
0.145695298910141,
|
|
0.2333332598209381,
|
|
0.34579432010650635,
|
|
0.3276835083961487,
|
|
0.1931033730506897,
|
|
0.20238088071346283,
|
|
0.36144572496414185,
|
|
0.43542423844337463,
|
|
0.37962955236434937,
|
|
0.2795697748661041,
|
|
0.5844747424125671,
|
|
0.5268816351890564,
|
|
0.3936169147491455,
|
|
0.4753361940383911,
|
|
0.5829958915710449,
|
|
0.31764698028564453,
|
|
0.306122362613678,
|
|
0.1818181276321411,
|
|
0.474226713180542,
|
|
0.336633563041687,
|
|
0.38502663373947144,
|
|
0.2536584436893463,
|
|
0.36123335361480713,
|
|
0.30107519030570984,
|
|
0.329268217086792,
|
|
0.175572469830513,
|
|
0.3152708411216736,
|
|
0.16666659712791443,
|
|
0.24509796500205994,
|
|
0.43956032395362854,
|
|
0.31249991059303284,
|
|
0.6063828468322754,
|
|
0.2521738111972809,
|
|
0.3356642425060272,
|
|
0.14606735110282898,
|
|
0.21111102402210236,
|
|
0.2275448441505432,
|
|
0.4851484000682831,
|
|
0.486772358417511,
|
|
0.3499998450279236,
|
|
0.1809523105621338,
|
|
0.28099164366722107,
|
|
0.5544553399085999,
|
|
0.6027396321296692,
|
|
0.4942527115345001,
|
|
0.10471197962760925,
|
|
0.5243901014328003,
|
|
0.3694266378879547,
|
|
0.37499985098838806,
|
|
0.3096233606338501,
|
|
0.7282050251960754,
|
|
0.5340908169746399,
|
|
0.3675675094127655,
|
|
0.3231440484523773,
|
|
0.13636356592178345,
|
|
0.1398600935935974,
|
|
0.1379309743642807,
|
|
0.228571355342865,
|
|
0.7317072153091431,
|
|
0.5702126026153564,
|
|
0.39999985694885254,
|
|
0.6060605049133301,
|
|
0.15053758025169373,
|
|
0.30057793855667114,
|
|
0.09999993443489075,
|
|
0.6178008913993835,
|
|
0.5652172565460205,
|
|
0.17821775376796722,
|
|
0.20224712789058685,
|
|
0.35918357968330383,
|
|
0.13513506948947906,
|
|
0.27777770161628723,
|
|
0.5495494604110718,
|
|
0.2690582275390625,
|
|
0.23463678359985352,
|
|
0.4226802885532379,
|
|
0.3584904372692108,
|
|
0.35502949357032776,
|
|
0.16304342448711395,
|
|
0.36018943786621094,
|
|
0.23255808651447296,
|
|
0.48430484533309937,
|
|
0.1932772397994995,
|
|
0.19672125577926636,
|
|
0.5978259444236755,
|
|
0.47368407249450684,
|
|
0.3386242389678955,
|
|
0.24218744039535522,
|
|
0.14574894309043884,
|
|
0.4100417494773865
|
|
],
|
|
"time": 175.2510601123795,
|
|
"param": [
|
|
{
|
|
"p": 0.05648715794086456,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0746728926897049,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07539872825145721,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06680825352668762,
|
|
"m": 0.28138184547424316
|
|
},
|
|
{
|
|
"p": 0.0737057775259018,
|
|
"m": 0.8529484868049622
|
|
},
|
|
{
|
|
"p": 0.07387781888246536,
|
|
"m": 0.17203159630298615
|
|
},
|
|
{
|
|
"p": 0.06425350159406662,
|
|
"m": 0.26936379075050354
|
|
},
|
|
{
|
|
"p": 0.06837444007396698,
|
|
"m": 0.2205931842327118
|
|
},
|
|
{
|
|
"p": 0.061687249690294266,
|
|
"m": 0.5498437881469727
|
|
},
|
|
{
|
|
"p": 0.07658448070287704,
|
|
"m": 0.7434405088424683
|
|
},
|
|
{
|
|
"p": 0.07122744619846344,
|
|
"m": 0.39690926671028137
|
|
},
|
|
{
|
|
"p": 0.07445751875638962,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.060296542942523956,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1021682396531105,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 182,
|
|
"train_loss": 2.733747959136963,
|
|
"val_loss": 3.107696533203125,
|
|
"acc": 35.16,
|
|
"f1": [
|
|
0.6346153020858765,
|
|
0.31205663084983826,
|
|
0.23225797712802887,
|
|
0.17391300201416016,
|
|
0.1777777075767517,
|
|
0.24166658520698547,
|
|
0.3783782720565796,
|
|
0.3535352647304535,
|
|
0.32061055302619934,
|
|
0.4729062616825104,
|
|
0.18404902517795563,
|
|
0.23589736223220825,
|
|
0.34905651211738586,
|
|
0.29896897077560425,
|
|
0.17573215067386627,
|
|
0.2692306935787201,
|
|
0.385650098323822,
|
|
0.45918354392051697,
|
|
0.34666651487350464,
|
|
0.26415085792541504,
|
|
0.602040708065033,
|
|
0.45222923159599304,
|
|
0.3419688045978546,
|
|
0.4795917272567749,
|
|
0.5672725439071655,
|
|
0.27777770161628723,
|
|
0.32335323095321655,
|
|
0.1940927654504776,
|
|
0.5079363584518433,
|
|
0.2944784462451935,
|
|
0.3854544162750244,
|
|
0.2929935157299042,
|
|
0.36714968085289,
|
|
0.33210325241088867,
|
|
0.37305691838264465,
|
|
0.19999992847442627,
|
|
0.28712859749794006,
|
|
0.16981124877929688,
|
|
0.2702701687812805,
|
|
0.4749998450279236,
|
|
0.3489360511302948,
|
|
0.5933012366294861,
|
|
0.24390237033367157,
|
|
0.32183897495269775,
|
|
0.1734103411436081,
|
|
0.2061854749917984,
|
|
0.24137921631336212,
|
|
0.45248857140541077,
|
|
0.4414413571357727,
|
|
0.3535352647304535,
|
|
0.18487389385700226,
|
|
0.29885047674179077,
|
|
0.5570775270462036,
|
|
0.577777624130249,
|
|
0.46153831481933594,
|
|
0.13559316098690033,
|
|
0.4999998211860657,
|
|
0.3950616121292114,
|
|
0.3923443853855133,
|
|
0.283950537443161,
|
|
0.7017542123794556,
|
|
0.5473682880401611,
|
|
0.3942306339740753,
|
|
0.432748407125473,
|
|
0.07575751841068268,
|
|
0.13836471736431122,
|
|
0.11249993741512299,
|
|
0.278787761926651,
|
|
0.7549017667770386,
|
|
0.6261681318283081,
|
|
0.4021162986755371,
|
|
0.5999999046325684,
|
|
0.11702121049165726,
|
|
0.2767294645309448,
|
|
0.18378373980522156,
|
|
0.5545453429222107,
|
|
0.5971562266349792,
|
|
0.17218534648418427,
|
|
0.20987647771835327,
|
|
0.3129250705242157,
|
|
0.18461531400680542,
|
|
0.24598921835422516,
|
|
0.6175113916397095,
|
|
0.2727271616458893,
|
|
0.20382159948349,
|
|
0.35714277625083923,
|
|
0.4158414602279663,
|
|
0.3794870972633362,
|
|
0.19480513036251068,
|
|
0.38095229864120483,
|
|
0.259109228849411,
|
|
0.5096152424812317,
|
|
0.13245026767253876,
|
|
0.16774186491966248,
|
|
0.5281383991241455,
|
|
0.4518827795982361,
|
|
0.34666651487350464,
|
|
0.2419928014278412,
|
|
0.1256038099527359,
|
|
0.39130425453186035
|
|
],
|
|
"time": 181.79013589862734,
|
|
"param": [
|
|
{
|
|
"p": 0.06099051237106323,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07884663343429565,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07530058175325394,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07300028204917908,
|
|
"m": 0.24146276712417603
|
|
},
|
|
{
|
|
"p": 0.07161962985992432,
|
|
"m": 0.8558652997016907
|
|
},
|
|
{
|
|
"p": 0.06589122861623764,
|
|
"m": 0.17257057130336761
|
|
},
|
|
{
|
|
"p": 0.0654446929693222,
|
|
"m": 0.343598872423172
|
|
},
|
|
{
|
|
"p": 0.0715564712882042,
|
|
"m": 0.2576354742050171
|
|
},
|
|
{
|
|
"p": 0.07126142829656601,
|
|
"m": 0.4725871980190277
|
|
},
|
|
{
|
|
"p": 0.06036631762981415,
|
|
"m": 0.8285535573959351
|
|
},
|
|
{
|
|
"p": 0.07228049635887146,
|
|
"m": 0.4398738443851471
|
|
},
|
|
{
|
|
"p": 0.06639234721660614,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.07105550169944763,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09599395096302032,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 183,
|
|
"train_loss": 2.9383633136749268,
|
|
"val_loss": 3.1142919063568115,
|
|
"acc": 34.45,
|
|
"f1": [
|
|
0.6415093541145325,
|
|
0.3771427571773529,
|
|
0.253807008266449,
|
|
0.15887843072414398,
|
|
0.15384608507156372,
|
|
0.3016759157180786,
|
|
0.364531934261322,
|
|
0.2972972095012665,
|
|
0.3300969898700714,
|
|
0.5149698853492737,
|
|
0.1777777075767517,
|
|
0.18784524500370026,
|
|
0.3529410660266876,
|
|
0.28235283493995667,
|
|
0.17164172232151031,
|
|
0.21874994039535522,
|
|
0.33333325386047363,
|
|
0.439655065536499,
|
|
0.3599999248981476,
|
|
0.2513660192489624,
|
|
0.6111109852790833,
|
|
0.4705881178379059,
|
|
0.3727271258831024,
|
|
0.46999987959861755,
|
|
0.6086955070495605,
|
|
0.2580644190311432,
|
|
0.326315701007843,
|
|
0.12499993294477463,
|
|
0.5232557058334351,
|
|
0.27385884523391724,
|
|
0.3454544246196747,
|
|
0.28712859749794006,
|
|
0.39325833320617676,
|
|
0.334727942943573,
|
|
0.27777767181396484,
|
|
0.14285708963871002,
|
|
0.2820512056350708,
|
|
0.1410255879163742,
|
|
0.1619046926498413,
|
|
0.48044681549072266,
|
|
0.3317534327507019,
|
|
0.5899998545646667,
|
|
0.282828152179718,
|
|
0.2949639558792114,
|
|
0.12865489721298218,
|
|
0.18823520839214325,
|
|
0.19999992847442627,
|
|
0.4780486822128296,
|
|
0.4861876964569092,
|
|
0.4410255253314972,
|
|
0.1846153289079666,
|
|
0.283950537443161,
|
|
0.5735292434692383,
|
|
0.5789472460746765,
|
|
0.5161289572715759,
|
|
0.13023249804973602,
|
|
0.502564013004303,
|
|
0.3820223808288574,
|
|
0.3727271258831024,
|
|
0.28758159279823303,
|
|
0.7253884673118591,
|
|
0.502923846244812,
|
|
0.3846152722835541,
|
|
0.3924049437046051,
|
|
0.08433729410171509,
|
|
0.17391297221183777,
|
|
0.12087904661893845,
|
|
0.32258057594299316,
|
|
0.7155961990356445,
|
|
0.6017698049545288,
|
|
0.3726707398891449,
|
|
0.5856351852416992,
|
|
0.12686562538146973,
|
|
0.36633655428886414,
|
|
0.14754092693328857,
|
|
0.5357142090797424,
|
|
0.5727698802947998,
|
|
0.1657457947731018,
|
|
0.19011402130126953,
|
|
0.3850930631160736,
|
|
0.15720517933368683,
|
|
0.23853203654289246,
|
|
0.5989846587181091,
|
|
0.2430938482284546,
|
|
0.2692306637763977,
|
|
0.3627450466156006,
|
|
0.4077668786048889,
|
|
0.4022987186908722,
|
|
0.15300540626049042,
|
|
0.32061058282852173,
|
|
0.27218925952911377,
|
|
0.5561496019363403,
|
|
0.194871723651886,
|
|
0.193548321723938,
|
|
0.6099998950958252,
|
|
0.44976064562797546,
|
|
0.2647058069705963,
|
|
0.24166658520698547,
|
|
0.1362006664276123,
|
|
0.43269219994544983
|
|
],
|
|
"time": 181.46075408533216,
|
|
"param": [
|
|
{
|
|
"p": 0.06658899039030075,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0788746178150177,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07377615571022034,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07985256612300873,
|
|
"m": 0.2281024158000946
|
|
},
|
|
{
|
|
"p": 0.06420882046222687,
|
|
"m": 0.9252989292144775
|
|
},
|
|
{
|
|
"p": 0.06048107519745827,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05561741441488266,
|
|
"m": 0.3518580496311188
|
|
},
|
|
{
|
|
"p": 0.06773671507835388,
|
|
"m": 0.20005068182945251
|
|
},
|
|
{
|
|
"p": 0.07147952169179916,
|
|
"m": 0.47983089089393616
|
|
},
|
|
{
|
|
"p": 0.07238057255744934,
|
|
"m": 0.8046176433563232
|
|
},
|
|
{
|
|
"p": 0.06993915140628815,
|
|
"m": 0.5437666177749634
|
|
},
|
|
{
|
|
"p": 0.07819148153066635,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06427969038486481,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0965932160615921,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 184,
|
|
"train_loss": 2.578721761703491,
|
|
"val_loss": 3.2503068447113037,
|
|
"acc": 34.34,
|
|
"f1": [
|
|
0.5915491580963135,
|
|
0.42931926250457764,
|
|
0.21538454294204712,
|
|
0.14583328366279602,
|
|
0.1467180997133255,
|
|
0.27177694439888,
|
|
0.3387977182865143,
|
|
0.3433475196361542,
|
|
0.3647797703742981,
|
|
0.4204544126987457,
|
|
0.18260863423347473,
|
|
0.2264150232076645,
|
|
0.39784935116767883,
|
|
0.26341456174850464,
|
|
0.1932772397994995,
|
|
0.24630534648895264,
|
|
0.35897424817085266,
|
|
0.5325441956520081,
|
|
0.3376622498035431,
|
|
0.22058817744255066,
|
|
0.5726870894432068,
|
|
0.5192306637763977,
|
|
0.34482747316360474,
|
|
0.3311257064342499,
|
|
0.5984250903129578,
|
|
0.3151514232158661,
|
|
0.3087247312068939,
|
|
0.1858406364917755,
|
|
0.502923846244812,
|
|
0.2883720099925995,
|
|
0.3793102204799652,
|
|
0.26666656136512756,
|
|
0.3152172863483429,
|
|
0.34449753165245056,
|
|
0.2767294645309448,
|
|
0.1990949511528015,
|
|
0.31050220131874084,
|
|
0.11834313720464706,
|
|
0.23744283616542816,
|
|
0.5106381177902222,
|
|
0.3260868787765503,
|
|
0.5940592885017395,
|
|
0.23529404401779175,
|
|
0.29523801803588867,
|
|
0.1818181276321411,
|
|
0.19379839301109314,
|
|
0.2264150232076645,
|
|
0.46774181723594666,
|
|
0.5058822631835938,
|
|
0.4174756109714508,
|
|
0.22222216427326202,
|
|
0.2869197428226471,
|
|
0.5774056911468506,
|
|
0.5509432554244995,
|
|
0.5111110210418701,
|
|
0.1360543668270111,
|
|
0.4857141971588135,
|
|
0.32352936267852783,
|
|
0.3693692684173584,
|
|
0.26751580834388733,
|
|
0.7087377309799194,
|
|
0.5544553399085999,
|
|
0.3629031479358673,
|
|
0.35897424817085266,
|
|
0.06410250812768936,
|
|
0.1655171811580658,
|
|
0.14130428433418274,
|
|
0.22818784415721893,
|
|
0.6521738171577454,
|
|
0.5918366312980652,
|
|
0.45128190517425537,
|
|
0.5855854153633118,
|
|
0.1078430786728859,
|
|
0.3426293730735779,
|
|
0.13100433349609375,
|
|
0.5533979535102844,
|
|
0.5608464479446411,
|
|
0.14201176166534424,
|
|
0.17109140753746033,
|
|
0.2953019142150879,
|
|
0.18999992311000824,
|
|
0.23853203654289246,
|
|
0.6229507327079773,
|
|
0.2793295085430145,
|
|
0.24864855408668518,
|
|
0.4102562665939331,
|
|
0.39795905351638794,
|
|
0.34666651487350464,
|
|
0.1748633086681366,
|
|
0.3654821515083313,
|
|
0.2524271011352539,
|
|
0.5389220714569092,
|
|
0.13407814502716064,
|
|
0.253807008266449,
|
|
0.574585497379303,
|
|
0.45132729411125183,
|
|
0.29677411913871765,
|
|
0.29714274406433105,
|
|
0.1219511553645134,
|
|
0.3578946590423584
|
|
],
|
|
"time": 181.14961450267583,
|
|
"param": [
|
|
{
|
|
"p": 0.06481954455375671,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08070390671491623,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07773452997207642,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.042410124093294144,
|
|
"m": 0.2338009476661682
|
|
},
|
|
{
|
|
"p": 0.06613817811012268,
|
|
"m": 0.865581214427948
|
|
},
|
|
{
|
|
"p": 0.06803473830223083,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.04937538132071495,
|
|
"m": 0.3162400722503662
|
|
},
|
|
{
|
|
"p": 0.07156530767679214,
|
|
"m": 0.2501532733440399
|
|
},
|
|
{
|
|
"p": 0.06304724514484406,
|
|
"m": 0.502941906452179
|
|
},
|
|
{
|
|
"p": 0.07190254330635071,
|
|
"m": 0.7765499949455261
|
|
},
|
|
{
|
|
"p": 0.07518704235553741,
|
|
"m": 0.5380164980888367
|
|
},
|
|
{
|
|
"p": 0.08512763679027557,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.08574018627405167,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09821371734142303,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 185,
|
|
"train_loss": 3.2217185497283936,
|
|
"val_loss": 3.158292770385742,
|
|
"acc": 35.21,
|
|
"f1": [
|
|
0.5814977288246155,
|
|
0.38190943002700806,
|
|
0.16326524317264557,
|
|
0.20083676278591156,
|
|
0.20731700956821442,
|
|
0.21524657309055328,
|
|
0.33918121457099915,
|
|
0.3566878139972687,
|
|
0.3617020547389984,
|
|
0.4358973205089569,
|
|
0.15555550158023834,
|
|
0.28402355313301086,
|
|
0.3675212860107422,
|
|
0.30456843972206116,
|
|
0.16249993443489075,
|
|
0.24271836876869202,
|
|
0.3090128004550934,
|
|
0.45833322405815125,
|
|
0.3940885663032532,
|
|
0.2790696620941162,
|
|
0.5811964869499207,
|
|
0.47715723514556885,
|
|
0.3351350426673889,
|
|
0.4277455508708954,
|
|
0.6276149749755859,
|
|
0.29032251238822937,
|
|
0.3260868787765503,
|
|
0.19101116061210632,
|
|
0.4713374376296997,
|
|
0.3118278682231903,
|
|
0.4255318343639374,
|
|
0.3018867075443268,
|
|
0.3783782720565796,
|
|
0.35416656732559204,
|
|
0.3278687596321106,
|
|
0.24166658520698547,
|
|
0.2895926535129547,
|
|
0.19999991357326508,
|
|
0.24742262065410614,
|
|
0.4945053458213806,
|
|
0.33913031220436096,
|
|
0.563380241394043,
|
|
0.2598869204521179,
|
|
0.38181808590888977,
|
|
0.1809954047203064,
|
|
0.18713442981243134,
|
|
0.22784802317619324,
|
|
0.4897957742214203,
|
|
0.44776105880737305,
|
|
0.43564343452453613,
|
|
0.19298237562179565,
|
|
0.3348836302757263,
|
|
0.5823754072189331,
|
|
0.5876287817955017,
|
|
0.4774192273616791,
|
|
0.1028570905327797,
|
|
0.5137613415718079,
|
|
0.3495144844055176,
|
|
0.35483860969543457,
|
|
0.2769230008125305,
|
|
0.7115383744239807,
|
|
0.5202310085296631,
|
|
0.3369564116001129,
|
|
0.37768232822418213,
|
|
0.13818176090717316,
|
|
0.198198139667511,
|
|
0.15652167797088623,
|
|
0.2976743280887604,
|
|
0.711340069770813,
|
|
0.5892856121063232,
|
|
0.48167529702186584,
|
|
0.6418603658676147,
|
|
0.11392398923635483,
|
|
0.3169397711753845,
|
|
0.14207643270492554,
|
|
0.5206610560417175,
|
|
0.6057690978050232,
|
|
0.17460311949253082,
|
|
0.18292675912380219,
|
|
0.2890172600746155,
|
|
0.14285707473754883,
|
|
0.2470587193965912,
|
|
0.5344826579093933,
|
|
0.2870369255542755,
|
|
0.20512813329696655,
|
|
0.4279474914073944,
|
|
0.39682528376579285,
|
|
0.3855420649051666,
|
|
0.16438350081443787,
|
|
0.34163692593574524,
|
|
0.28855711221694946,
|
|
0.46610158681869507,
|
|
0.19004517793655396,
|
|
0.23923437297344208,
|
|
0.5833331942558289,
|
|
0.43093910813331604,
|
|
0.280898779630661,
|
|
0.2547169029712677,
|
|
0.12222215533256531,
|
|
0.40404030680656433
|
|
],
|
|
"time": 183.06713560968637,
|
|
"param": [
|
|
{
|
|
"p": 0.06559537351131439,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07495981454849243,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06629175692796707,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07000146061182022,
|
|
"m": 0.17196224629878998
|
|
},
|
|
{
|
|
"p": 0.06786138564348221,
|
|
"m": 0.9405699372291565
|
|
},
|
|
{
|
|
"p": 0.06540748476982117,
|
|
"m": 0.1364763379096985
|
|
},
|
|
{
|
|
"p": 0.07824379205703735,
|
|
"m": 0.22425024211406708
|
|
},
|
|
{
|
|
"p": 0.06891562789678574,
|
|
"m": 0.2366454303264618
|
|
},
|
|
{
|
|
"p": 0.06017469987273216,
|
|
"m": 0.567644476890564
|
|
},
|
|
{
|
|
"p": 0.06991942971944809,
|
|
"m": 0.8133413791656494
|
|
},
|
|
{
|
|
"p": 0.06818126887083054,
|
|
"m": 0.543867290019989
|
|
},
|
|
{
|
|
"p": 0.0786154493689537,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06062248721718788,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10520998388528824,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 186,
|
|
"train_loss": 3.3802521228790283,
|
|
"val_loss": 2.851668357849121,
|
|
"acc": 34.13,
|
|
"f1": [
|
|
0.636871337890625,
|
|
0.3850930631160736,
|
|
0.17021268606185913,
|
|
0.20792071521282196,
|
|
0.15686269104480743,
|
|
0.29864245653152466,
|
|
0.32941165566444397,
|
|
0.32432422041893005,
|
|
0.2984126806259155,
|
|
0.4382021129131317,
|
|
0.13235288858413696,
|
|
0.21951214969158173,
|
|
0.34736835956573486,
|
|
0.2643677294254303,
|
|
0.1729728877544403,
|
|
0.20814472436904907,
|
|
0.33333325386047363,
|
|
0.4377357065677643,
|
|
0.4265401363372803,
|
|
0.28767114877700806,
|
|
0.5714284777641296,
|
|
0.4487804174423218,
|
|
0.3013697862625122,
|
|
0.46153831481933594,
|
|
0.6216214895248413,
|
|
0.2547769844532013,
|
|
0.32231393456459045,
|
|
0.2054053246974945,
|
|
0.5098037719726562,
|
|
0.324607253074646,
|
|
0.38144323229789734,
|
|
0.32160791754722595,
|
|
0.31764698028564453,
|
|
0.2761903405189514,
|
|
0.28787872195243835,
|
|
0.1683167666196823,
|
|
0.28571420907974243,
|
|
0.15189866721630096,
|
|
0.19528615474700928,
|
|
0.4578312039375305,
|
|
0.3846152722835541,
|
|
0.5263157486915588,
|
|
0.29677411913871765,
|
|
0.31372541189193726,
|
|
0.11464963108301163,
|
|
0.19101116061210632,
|
|
0.22093015909194946,
|
|
0.425531804561615,
|
|
0.5023254752159119,
|
|
0.3823528587818146,
|
|
0.19383254647254944,
|
|
0.26086950302124023,
|
|
0.566523551940918,
|
|
0.580357015132904,
|
|
0.4827585518360138,
|
|
0.14062494039535522,
|
|
0.42962953448295593,
|
|
0.3741934299468994,
|
|
0.3478259742259979,
|
|
0.26041656732559204,
|
|
0.7582937479019165,
|
|
0.5084744095802307,
|
|
0.38888880610466003,
|
|
0.4606059193611145,
|
|
0.07608690112829208,
|
|
0.15624994039535522,
|
|
0.11111105233430862,
|
|
0.29268282651901245,
|
|
0.6951870322227478,
|
|
0.6296295523643494,
|
|
0.45643141865730286,
|
|
0.6028706431388855,
|
|
0.11834313720464706,
|
|
0.33333322405815125,
|
|
0.07874010503292084,
|
|
0.5188283324241638,
|
|
0.6105261445045471,
|
|
0.17877088487148285,
|
|
0.15827332437038422,
|
|
0.30674833059310913,
|
|
0.13924044370651245,
|
|
0.2399999499320984,
|
|
0.6630433797836304,
|
|
0.26373615860939026,
|
|
0.19607838988304138,
|
|
0.3939392864704132,
|
|
0.3663002848625183,
|
|
0.3615383505821228,
|
|
0.19999992847442627,
|
|
0.24999994039535522,
|
|
0.2192690670490265,
|
|
0.5177663564682007,
|
|
0.14379078149795532,
|
|
0.25301194190979004,
|
|
0.57297283411026,
|
|
0.4227641224861145,
|
|
0.34449753165245056,
|
|
0.2682925760746002,
|
|
0.14814810454845428,
|
|
0.3727271258831024
|
|
],
|
|
"time": 180.69280740525573,
|
|
"param": [
|
|
{
|
|
"p": 0.06982114911079407,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07200503349304199,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05730295181274414,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08355223387479782,
|
|
"m": 0.27526649832725525
|
|
},
|
|
{
|
|
"p": 0.060768552124500275,
|
|
"m": 0.9621293544769287
|
|
},
|
|
{
|
|
"p": 0.06500168889760971,
|
|
"m": 0.164830282330513
|
|
},
|
|
{
|
|
"p": 0.06385917216539383,
|
|
"m": 0.2717789113521576
|
|
},
|
|
{
|
|
"p": 0.06778950244188309,
|
|
"m": 0.24267104268074036
|
|
},
|
|
{
|
|
"p": 0.06720832735300064,
|
|
"m": 0.4426179826259613
|
|
},
|
|
{
|
|
"p": 0.07694747298955917,
|
|
"m": 0.8557942509651184
|
|
},
|
|
{
|
|
"p": 0.06255035102367401,
|
|
"m": 0.4774223566055298
|
|
},
|
|
{
|
|
"p": 0.08310317993164062,
|
|
"m": 0.10057441145181656
|
|
},
|
|
{
|
|
"p": 0.0743047222495079,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09578558057546616,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 187,
|
|
"train_loss": 2.258354663848877,
|
|
"val_loss": 2.9447367191314697,
|
|
"acc": 35.14,
|
|
"f1": [
|
|
0.6565654873847961,
|
|
0.30769219994544983,
|
|
0.2536584436893463,
|
|
0.18749992549419403,
|
|
0.14201176166534424,
|
|
0.2895926535129547,
|
|
0.3707864284515381,
|
|
0.3636362552642822,
|
|
0.31999993324279785,
|
|
0.49689429998397827,
|
|
0.24271836876869202,
|
|
0.16666659712791443,
|
|
0.34449753165245056,
|
|
0.3157894015312195,
|
|
0.15730330348014832,
|
|
0.21874994039535522,
|
|
0.4022345542907715,
|
|
0.4316546320915222,
|
|
0.3515150547027588,
|
|
0.2731706500053406,
|
|
0.5933012366294861,
|
|
0.4671532213687897,
|
|
0.30952370166778564,
|
|
0.4852069914340973,
|
|
0.6034481525421143,
|
|
0.2660549581050873,
|
|
0.30075180530548096,
|
|
0.16981124877929688,
|
|
0.5106381177902222,
|
|
0.255999892950058,
|
|
0.345177561044693,
|
|
0.30270257592201233,
|
|
0.30409345030784607,
|
|
0.3215685188770294,
|
|
0.299999862909317,
|
|
0.1991700679063797,
|
|
0.2456139326095581,
|
|
0.16184966266155243,
|
|
0.2475246638059616,
|
|
0.49999988079071045,
|
|
0.33939382433891296,
|
|
0.6378377079963684,
|
|
0.24390235543251038,
|
|
0.3275861144065857,
|
|
0.10191076993942261,
|
|
0.2173912227153778,
|
|
0.16374263167381287,
|
|
0.4630540609359741,
|
|
0.45161280035972595,
|
|
0.3034482002258301,
|
|
0.210526242852211,
|
|
0.28571417927742004,
|
|
0.600858211517334,
|
|
0.6036034822463989,
|
|
0.47524741291999817,
|
|
0.13017743825912476,
|
|
0.46428558230400085,
|
|
0.3726707398891449,
|
|
0.3654821515083313,
|
|
0.3043477535247803,
|
|
0.7199998497962952,
|
|
0.5607475638389587,
|
|
0.35582810640335083,
|
|
0.3781817555427551,
|
|
0.11695900559425354,
|
|
0.13846148550510406,
|
|
0.15062755346298218,
|
|
0.3636362552642822,
|
|
0.675324559211731,
|
|
0.5825241804122925,
|
|
0.47619035840034485,
|
|
0.5714284181594849,
|
|
0.13259662687778473,
|
|
0.3981899321079254,
|
|
0.15384609997272491,
|
|
0.5765764713287354,
|
|
0.5683058500289917,
|
|
0.11612897366285324,
|
|
0.1951218843460083,
|
|
0.3417084515094757,
|
|
0.14285707473754883,
|
|
0.2702701687812805,
|
|
0.5943773984909058,
|
|
0.2547769844532013,
|
|
0.22857137024402618,
|
|
0.3838382363319397,
|
|
0.4086019992828369,
|
|
0.44221094250679016,
|
|
0.1481480747461319,
|
|
0.32989683747291565,
|
|
0.24896258115768433,
|
|
0.5363127589225769,
|
|
0.2099446803331375,
|
|
0.24719089269638062,
|
|
0.6124400496482849,
|
|
0.4425530731678009,
|
|
0.32124343514442444,
|
|
0.2786068916320801,
|
|
0.14678892493247986,
|
|
0.3846152722835541
|
|
],
|
|
"time": 182.52512723952532,
|
|
"param": [
|
|
{
|
|
"p": 0.07040797173976898,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06738194823265076,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.061543066054582596,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07057531923055649,
|
|
"m": 0.2569848895072937
|
|
},
|
|
{
|
|
"p": 0.07533139735460281,
|
|
"m": 0.9038634300231934
|
|
},
|
|
{
|
|
"p": 0.0674477368593216,
|
|
"m": 0.1456022709608078
|
|
},
|
|
{
|
|
"p": 0.07016461342573166,
|
|
"m": 0.340437650680542
|
|
},
|
|
{
|
|
"p": 0.05828581750392914,
|
|
"m": 0.1837320625782013
|
|
},
|
|
{
|
|
"p": 0.06140006333589554,
|
|
"m": 0.4958401620388031
|
|
},
|
|
{
|
|
"p": 0.0644698366522789,
|
|
"m": 0.8665066361427307
|
|
},
|
|
{
|
|
"p": 0.07388249784708023,
|
|
"m": 0.4495229125022888
|
|
},
|
|
{
|
|
"p": 0.08688657730817795,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.065715491771698,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10650766640901566,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 188,
|
|
"train_loss": 2.823463201522827,
|
|
"val_loss": 3.0596282482147217,
|
|
"acc": 34.43,
|
|
"f1": [
|
|
0.6244342923164368,
|
|
0.36633655428886414,
|
|
0.19379839301109314,
|
|
0.18705029785633087,
|
|
0.13733899593353271,
|
|
0.24908417463302612,
|
|
0.2954544425010681,
|
|
0.35714274644851685,
|
|
0.31818172335624695,
|
|
0.47474732995033264,
|
|
0.1938774734735489,
|
|
0.19047614932060242,
|
|
0.3636362850666046,
|
|
0.2702701687812805,
|
|
0.18867920339107513,
|
|
0.2424241453409195,
|
|
0.36065563559532166,
|
|
0.46874985098838806,
|
|
0.3102039694786072,
|
|
0.28571420907974243,
|
|
0.5929647088050842,
|
|
0.5137613415718079,
|
|
0.28571420907974243,
|
|
0.41891881823539734,
|
|
0.5535054206848145,
|
|
0.25992774963378906,
|
|
0.26666656136512756,
|
|
0.16915416717529297,
|
|
0.45643141865730286,
|
|
0.2815532982349396,
|
|
0.35897424817085266,
|
|
0.28220847249031067,
|
|
0.32835814356803894,
|
|
0.3260868787765503,
|
|
0.2838708758354187,
|
|
0.10738249123096466,
|
|
0.2807016670703888,
|
|
0.17142851650714874,
|
|
0.28571417927742004,
|
|
0.47236168384552,
|
|
0.33333322405815125,
|
|
0.5566036701202393,
|
|
0.23834188282489777,
|
|
0.3350784480571747,
|
|
0.18478251993656158,
|
|
0.19753079116344452,
|
|
0.18784524500370026,
|
|
0.42914968729019165,
|
|
0.5193368792533875,
|
|
0.3592813014984131,
|
|
0.18264833092689514,
|
|
0.23728805780410767,
|
|
0.46808499097824097,
|
|
0.5849801898002625,
|
|
0.45128190517425537,
|
|
0.1164020448923111,
|
|
0.49523797631263733,
|
|
0.3882351815700531,
|
|
0.39999985694885254,
|
|
0.2879376709461212,
|
|
0.7058822512626648,
|
|
0.5339365601539612,
|
|
0.29139062762260437,
|
|
0.41666656732559204,
|
|
0.15887843072414398,
|
|
0.1126759946346283,
|
|
0.11392398923635483,
|
|
0.336633563041687,
|
|
0.688372015953064,
|
|
0.563380241394043,
|
|
0.4305554926395416,
|
|
0.5857739448547363,
|
|
0.19417467713356018,
|
|
0.34101372957229614,
|
|
0.11764698475599289,
|
|
0.5700481534004211,
|
|
0.5781989693641663,
|
|
0.1729728877544403,
|
|
0.19999992847442627,
|
|
0.36842095851898193,
|
|
0.16058386862277985,
|
|
0.2561575770378113,
|
|
0.6222221255302429,
|
|
0.2731276750564575,
|
|
0.21782170236110687,
|
|
0.41573023796081543,
|
|
0.364531934261322,
|
|
0.35416656732559204,
|
|
0.16560502350330353,
|
|
0.3057323694229126,
|
|
0.2833332419395447,
|
|
0.5555554032325745,
|
|
0.14606735110282898,
|
|
0.19801974296569824,
|
|
0.5671641230583191,
|
|
0.4414413571357727,
|
|
0.37320560216903687,
|
|
0.3272726535797119,
|
|
0.12499994039535522,
|
|
0.39183664321899414
|
|
],
|
|
"time": 182.86331241764128,
|
|
"param": [
|
|
{
|
|
"p": 0.05264962837100029,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07661394029855728,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07134021818637848,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07624094188213348,
|
|
"m": 0.2634091377258301
|
|
},
|
|
{
|
|
"p": 0.06180723011493683,
|
|
"m": 0.8812399506568909
|
|
},
|
|
{
|
|
"p": 0.07097849249839783,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.07164274901151657,
|
|
"m": 0.2541613280773163
|
|
},
|
|
{
|
|
"p": 0.06975501030683517,
|
|
"m": 0.15581092238426208
|
|
},
|
|
{
|
|
"p": 0.07670644670724869,
|
|
"m": 0.5429251194000244
|
|
},
|
|
{
|
|
"p": 0.056440722197294235,
|
|
"m": 0.8282573223114014
|
|
},
|
|
{
|
|
"p": 0.07200271636247635,
|
|
"m": 0.5301089882850647
|
|
},
|
|
{
|
|
"p": 0.062436792999506,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06803423166275024,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11335082352161407,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 189,
|
|
"train_loss": 2.2625162601470947,
|
|
"val_loss": 3.146174907684326,
|
|
"acc": 35.01,
|
|
"f1": [
|
|
0.6594592928886414,
|
|
0.3837208151817322,
|
|
0.25730982422828674,
|
|
0.20689646899700165,
|
|
0.12765952944755554,
|
|
0.2593856155872345,
|
|
0.34615373611450195,
|
|
0.3369564116001129,
|
|
0.35714274644851685,
|
|
0.5280897617340088,
|
|
0.20270265638828278,
|
|
0.2085307389497757,
|
|
0.34999990463256836,
|
|
0.3170730471611023,
|
|
0.23463678359985352,
|
|
0.23255810141563416,
|
|
0.3666665554046631,
|
|
0.46363624930381775,
|
|
0.3253587782382965,
|
|
0.28571417927742004,
|
|
0.5882351994514465,
|
|
0.445282906293869,
|
|
0.3369564116001129,
|
|
0.4705881178379059,
|
|
0.5619833469390869,
|
|
0.306122362613678,
|
|
0.2780747711658478,
|
|
0.18348616361618042,
|
|
0.5290321707725525,
|
|
0.3116881847381592,
|
|
0.37158459424972534,
|
|
0.29824554920196533,
|
|
0.29629620909690857,
|
|
0.31372541189193726,
|
|
0.3037974238395691,
|
|
0.21862342953681946,
|
|
0.25316447019577026,
|
|
0.1360543668270111,
|
|
0.239999920129776,
|
|
0.4411763548851013,
|
|
0.3885713219642639,
|
|
0.5876287817955017,
|
|
0.25316447019577026,
|
|
0.3131312429904938,
|
|
0.20105813443660736,
|
|
0.2095237374305725,
|
|
0.2233501821756363,
|
|
0.47004595398902893,
|
|
0.49999988079071045,
|
|
0.3636362552642822,
|
|
0.2374998927116394,
|
|
0.2774565517902374,
|
|
0.591999888420105,
|
|
0.5800864696502686,
|
|
0.4588233530521393,
|
|
0.08810566365718842,
|
|
0.5279186367988586,
|
|
0.39195966720581055,
|
|
0.4081631302833557,
|
|
0.28054288029670715,
|
|
0.7079644799232483,
|
|
0.5656563639640808,
|
|
0.3516482412815094,
|
|
0.36144572496414185,
|
|
0.07228909432888031,
|
|
0.18390797078609467,
|
|
0.1195218563079834,
|
|
0.3370785713195801,
|
|
0.7195766568183899,
|
|
0.6153844594955444,
|
|
0.4090908467769623,
|
|
0.6310677528381348,
|
|
0.15384607017040253,
|
|
0.36521732807159424,
|
|
0.13065321743488312,
|
|
0.5446807742118835,
|
|
0.5714285373687744,
|
|
0.14864858984947205,
|
|
0.23076917231082916,
|
|
0.3402060866355896,
|
|
0.13043473660945892,
|
|
0.27102795243263245,
|
|
0.5901638269424438,
|
|
0.2780747711658478,
|
|
0.20689646899700165,
|
|
0.3979056477546692,
|
|
0.36144572496414185,
|
|
0.3711339235305786,
|
|
0.15204671025276184,
|
|
0.3628317713737488,
|
|
0.31764698028564453,
|
|
0.502282977104187,
|
|
0.2653060555458069,
|
|
0.1834060400724411,
|
|
0.5727698802947998,
|
|
0.4232803285121918,
|
|
0.31914883852005005,
|
|
0.28846150636672974,
|
|
0.12499994039535522,
|
|
0.37735840678215027
|
|
],
|
|
"time": 182.96538365073502,
|
|
"param": [
|
|
{
|
|
"p": 0.06200699508190155,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07714889943599701,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06616862118244171,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0709621012210846,
|
|
"m": 0.14406663179397583
|
|
},
|
|
{
|
|
"p": 0.0701182410120964,
|
|
"m": 0.9523257613182068
|
|
},
|
|
{
|
|
"p": 0.07071540504693985,
|
|
"m": 0.12380355596542358
|
|
},
|
|
{
|
|
"p": 0.07446091622114182,
|
|
"m": 0.2693500816822052
|
|
},
|
|
{
|
|
"p": 0.060573428869247437,
|
|
"m": 0.3146766424179077
|
|
},
|
|
{
|
|
"p": 0.057048432528972626,
|
|
"m": 0.5026434659957886
|
|
},
|
|
{
|
|
"p": 0.0785352811217308,
|
|
"m": 0.8443326950073242
|
|
},
|
|
{
|
|
"p": 0.08234897255897522,
|
|
"m": 0.3931445777416229
|
|
},
|
|
{
|
|
"p": 0.0702371671795845,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0634976327419281,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09617786109447479,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 190,
|
|
"train_loss": 3.1615209579467773,
|
|
"val_loss": 3.10050106048584,
|
|
"acc": 34.64,
|
|
"f1": [
|
|
0.6169153451919556,
|
|
0.3743841052055359,
|
|
0.2533332407474518,
|
|
0.1242937222123146,
|
|
0.18018010258674622,
|
|
0.23463678359985352,
|
|
0.3444443643093109,
|
|
0.3157894015312195,
|
|
0.34513264894485474,
|
|
0.4459458291530609,
|
|
0.1556885540485382,
|
|
0.2275448441505432,
|
|
0.3372548520565033,
|
|
0.29032251238822937,
|
|
0.19047614932060242,
|
|
0.23463678359985352,
|
|
0.3720929026603699,
|
|
0.4215245544910431,
|
|
0.34513264894485474,
|
|
0.2794759273529053,
|
|
0.5779815316200256,
|
|
0.5023695826530457,
|
|
0.3253587782382965,
|
|
0.4799998998641968,
|
|
0.6511626243591309,
|
|
0.2592591643333435,
|
|
0.29743579030036926,
|
|
0.1989527940750122,
|
|
0.5393257141113281,
|
|
0.29166659712791443,
|
|
0.39357417821884155,
|
|
0.3069306015968323,
|
|
0.3499998450279236,
|
|
0.28571417927742004,
|
|
0.2635658085346222,
|
|
0.16774186491966248,
|
|
0.22545449435710907,
|
|
0.14606735110282898,
|
|
0.19811314344406128,
|
|
0.4598929286003113,
|
|
0.36065563559532166,
|
|
0.6210525035858154,
|
|
0.2883720099925995,
|
|
0.3362067937850952,
|
|
0.18292675912380219,
|
|
0.1971830427646637,
|
|
0.23376615345478058,
|
|
0.46551719307899475,
|
|
0.45918354392051697,
|
|
0.37681150436401367,
|
|
0.16216211020946503,
|
|
0.23015865683555603,
|
|
0.5470851063728333,
|
|
0.5829958915710449,
|
|
0.4692735970020294,
|
|
0.1156068742275238,
|
|
0.4927534759044647,
|
|
0.3470318615436554,
|
|
0.387096643447876,
|
|
0.26136353611946106,
|
|
0.7079644799232483,
|
|
0.5149698853492737,
|
|
0.36842095851898193,
|
|
0.4059404730796814,
|
|
0.11578940600156784,
|
|
0.2347417026758194,
|
|
0.14358967542648315,
|
|
0.28758159279823303,
|
|
0.7106597423553467,
|
|
0.5375493168830872,
|
|
0.3899998664855957,
|
|
0.6387433409690857,
|
|
0.13924044370651245,
|
|
0.31055888533592224,
|
|
0.14659680426120758,
|
|
0.5700933337211609,
|
|
0.5469387173652649,
|
|
0.15384608507156372,
|
|
0.19730934500694275,
|
|
0.35071080923080444,
|
|
0.17241372168064117,
|
|
0.2707422971725464,
|
|
0.5779815316200256,
|
|
0.2697673439979553,
|
|
0.1868131160736084,
|
|
0.40206170082092285,
|
|
0.3899998664855957,
|
|
0.38914018869400024,
|
|
0.14379078149795532,
|
|
0.321428507566452,
|
|
0.30158719420433044,
|
|
0.5476189255714417,
|
|
0.19889496266841888,
|
|
0.1594202220439911,
|
|
0.5918366312980652,
|
|
0.46808499097824097,
|
|
0.2941175401210785,
|
|
0.30366483330726624,
|
|
0.1629629135131836,
|
|
0.4174756109714508
|
|
],
|
|
"time": 182.11332387756556,
|
|
"param": [
|
|
{
|
|
"p": 0.06400053948163986,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07226528972387314,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08127815276384354,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06268904358148575,
|
|
"m": 0.20679599046707153
|
|
},
|
|
{
|
|
"p": 0.08580473810434341,
|
|
"m": 0.8758437037467957
|
|
},
|
|
{
|
|
"p": 0.0442962609231472,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.07810212671756744,
|
|
"m": 0.28695806860923767
|
|
},
|
|
{
|
|
"p": 0.06740548461675644,
|
|
"m": 0.30947208404541016
|
|
},
|
|
{
|
|
"p": 0.0651480108499527,
|
|
"m": 0.5075087547302246
|
|
},
|
|
{
|
|
"p": 0.0803440734744072,
|
|
"m": 0.8566092848777771
|
|
},
|
|
{
|
|
"p": 0.0621485710144043,
|
|
"m": 0.6412047743797302
|
|
},
|
|
{
|
|
"p": 0.0746060386300087,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05756030231714249,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10435137897729874,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 191,
|
|
"train_loss": 2.6801693439483643,
|
|
"val_loss": 3.241398334503174,
|
|
"acc": 34.74,
|
|
"f1": [
|
|
0.6330273747444153,
|
|
0.35978829860687256,
|
|
0.22485199570655823,
|
|
0.16593880951404572,
|
|
0.14173223078250885,
|
|
0.2677823603153229,
|
|
0.39189180731773376,
|
|
0.2886596620082855,
|
|
0.2999999523162842,
|
|
0.5139663219451904,
|
|
0.16666659712791443,
|
|
0.22137397527694702,
|
|
0.3064514994621277,
|
|
0.3091786503791809,
|
|
0.17616572976112366,
|
|
0.2288556545972824,
|
|
0.3670884966850281,
|
|
0.4593299925327301,
|
|
0.38674020767211914,
|
|
0.24413138628005981,
|
|
0.592920184135437,
|
|
0.46861910820007324,
|
|
0.33802807331085205,
|
|
0.44444432854652405,
|
|
0.600822925567627,
|
|
0.33333322405815125,
|
|
0.3037974238395691,
|
|
0.1333332657814026,
|
|
0.4915253520011902,
|
|
0.3354036211967468,
|
|
0.3417084515094757,
|
|
0.28571417927742004,
|
|
0.28855711221694946,
|
|
0.3112839460372925,
|
|
0.26315781474113464,
|
|
0.14473678171634674,
|
|
0.2888887822628021,
|
|
0.14285708963871002,
|
|
0.2403845638036728,
|
|
0.486772358417511,
|
|
0.3626372814178467,
|
|
0.579710066318512,
|
|
0.2736841142177582,
|
|
0.30395129323005676,
|
|
0.18378373980522156,
|
|
0.17218534648418427,
|
|
0.19607838988304138,
|
|
0.4622220993041992,
|
|
0.47004595398902893,
|
|
0.3827749788761139,
|
|
0.16149060428142548,
|
|
0.30357134342193604,
|
|
0.5192306637763977,
|
|
0.5702809691429138,
|
|
0.5088756084442139,
|
|
0.140350803732872,
|
|
0.4945053458213806,
|
|
0.37908485531806946,
|
|
0.38341957330703735,
|
|
0.3113206624984741,
|
|
0.7248907089233398,
|
|
0.5208331942558289,
|
|
0.425531804561615,
|
|
0.3838382363319397,
|
|
0.10843367874622345,
|
|
0.18064509332180023,
|
|
0.11976040154695511,
|
|
0.2824857831001282,
|
|
0.7029701471328735,
|
|
0.5567008852958679,
|
|
0.4301074147224426,
|
|
0.5663716197013855,
|
|
0.15730330348014832,
|
|
0.3295453190803528,
|
|
0.1559632420539856,
|
|
0.5344826579093933,
|
|
0.6036034822463989,
|
|
0.13043470680713654,
|
|
0.21940921247005463,
|
|
0.35582810640335083,
|
|
0.1499999314546585,
|
|
0.21111102402210236,
|
|
0.5899998545646667,
|
|
0.2807016372680664,
|
|
0.2127659022808075,
|
|
0.4306218922138214,
|
|
0.43564343452453613,
|
|
0.36633655428886414,
|
|
0.18285706639289856,
|
|
0.29850736260414124,
|
|
0.27551010251045227,
|
|
0.497175008058548,
|
|
0.1836734265089035,
|
|
0.23076917231082916,
|
|
0.6161615252494812,
|
|
0.419580340385437,
|
|
0.30046939849853516,
|
|
0.29714274406433105,
|
|
0.11518317461013794,
|
|
0.3981899321079254
|
|
],
|
|
"time": 182.82380337361246,
|
|
"param": [
|
|
{
|
|
"p": 0.04104292765259743,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07619321346282959,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06591689586639404,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07266078889369965,
|
|
"m": 0.23906539380550385
|
|
},
|
|
{
|
|
"p": 0.06683759391307831,
|
|
"m": 0.9675683975219727
|
|
},
|
|
{
|
|
"p": 0.05653880164027214,
|
|
"m": 0.10679151862859726
|
|
},
|
|
{
|
|
"p": 0.09574386477470398,
|
|
"m": 0.3199932873249054
|
|
},
|
|
{
|
|
"p": 0.06745509058237076,
|
|
"m": 0.2481660693883896
|
|
},
|
|
{
|
|
"p": 0.0881657749414444,
|
|
"m": 0.44370928406715393
|
|
},
|
|
{
|
|
"p": 0.06650660187005997,
|
|
"m": 0.7506766319274902
|
|
},
|
|
{
|
|
"p": 0.07661163061857224,
|
|
"m": 0.5316946506500244
|
|
},
|
|
{
|
|
"p": 0.07025037705898285,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.05626412108540535,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09981223940849304,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 192,
|
|
"train_loss": 2.8998005390167236,
|
|
"val_loss": 3.242927312850952,
|
|
"acc": 34.2,
|
|
"f1": [
|
|
0.6073297262191772,
|
|
0.40206170082092285,
|
|
0.2127659022808075,
|
|
0.17567561566829681,
|
|
0.14285710453987122,
|
|
0.2424241602420807,
|
|
0.3841806650161743,
|
|
0.34042540192604065,
|
|
0.3386242389678955,
|
|
0.4768211245536804,
|
|
0.19999994337558746,
|
|
0.2886596620082855,
|
|
0.3584904372692108,
|
|
0.23655906319618225,
|
|
0.20858889818191528,
|
|
0.20689646899700165,
|
|
0.3703702688217163,
|
|
0.49999988079071045,
|
|
0.33057841658592224,
|
|
0.2547169029712677,
|
|
0.6169153451919556,
|
|
0.49549540877342224,
|
|
0.28846150636672974,
|
|
0.40540531277656555,
|
|
0.624390184879303,
|
|
0.28695645928382874,
|
|
0.32467523217201233,
|
|
0.1718212515115738,
|
|
0.5303866267204285,
|
|
0.2824857831001282,
|
|
0.33684200048446655,
|
|
0.30150744318962097,
|
|
0.3636362850666046,
|
|
0.31249991059303284,
|
|
0.28571417927742004,
|
|
0.16931210458278656,
|
|
0.2934781610965729,
|
|
0.12345672398805618,
|
|
0.2424241602420807,
|
|
0.45454534888267517,
|
|
0.30851057171821594,
|
|
0.6179773807525635,
|
|
0.26341456174850464,
|
|
0.33716467022895813,
|
|
0.13270136713981628,
|
|
0.15584410727024078,
|
|
0.21428565680980682,
|
|
0.44615375995635986,
|
|
0.48076915740966797,
|
|
0.3936169147491455,
|
|
0.19999992847442627,
|
|
0.2873562276363373,
|
|
0.5555554628372192,
|
|
0.636871337890625,
|
|
0.434782475233078,
|
|
0.13157887756824493,
|
|
0.48958322405815125,
|
|
0.3803679943084717,
|
|
0.37288129329681396,
|
|
0.29059821367263794,
|
|
0.716157078742981,
|
|
0.5486724376678467,
|
|
0.41884803771972656,
|
|
0.38502663373947144,
|
|
0.1731601059436798,
|
|
0.188888818025589,
|
|
0.13688208162784576,
|
|
0.27777770161628723,
|
|
0.6822428703308105,
|
|
0.5568626523017883,
|
|
0.38271594047546387,
|
|
0.5934064984321594,
|
|
0.1290322095155716,
|
|
0.30526304244995117,
|
|
0.10404618829488754,
|
|
0.566523551940918,
|
|
0.5603863000869751,
|
|
0.16107375919818878,
|
|
0.18867918848991394,
|
|
0.314606636762619,
|
|
0.15384608507156372,
|
|
0.26399993896484375,
|
|
0.6010927557945251,
|
|
0.2887699604034424,
|
|
0.16931210458278656,
|
|
0.36842095851898193,
|
|
0.40540531277656555,
|
|
0.3636362552642822,
|
|
0.1951218843460083,
|
|
0.2872926890850067,
|
|
0.2393161654472351,
|
|
0.5280897617340088,
|
|
0.19827578961849213,
|
|
0.1835748255252838,
|
|
0.619289219379425,
|
|
0.41284388303756714,
|
|
0.2999999225139618,
|
|
0.2659573554992676,
|
|
0.0869564563035965,
|
|
0.3841806650161743
|
|
],
|
|
"time": 180.82030381355435,
|
|
"param": [
|
|
{
|
|
"p": 0.0654798299074173,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0846518874168396,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05534427985548973,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06920824199914932,
|
|
"m": 0.1539427638053894
|
|
},
|
|
{
|
|
"p": 0.0636184886097908,
|
|
"m": 0.8651956915855408
|
|
},
|
|
{
|
|
"p": 0.07580583542585373,
|
|
"m": 0.17547635734081268
|
|
},
|
|
{
|
|
"p": 0.07614361494779587,
|
|
"m": 0.17341135442256927
|
|
},
|
|
{
|
|
"p": 0.06271908432245255,
|
|
"m": 0.24683253467082977
|
|
},
|
|
{
|
|
"p": 0.07111140340566635,
|
|
"m": 0.5234084129333496
|
|
},
|
|
{
|
|
"p": 0.06394340097904205,
|
|
"m": 0.8555823564529419
|
|
},
|
|
{
|
|
"p": 0.06245945021510124,
|
|
"m": 0.5103874206542969
|
|
},
|
|
{
|
|
"p": 0.06947198510169983,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06390605866909027,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11613631248474121,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 193,
|
|
"train_loss": 2.295165777206421,
|
|
"val_loss": 3.4282519817352295,
|
|
"acc": 34.28,
|
|
"f1": [
|
|
0.6330273747444153,
|
|
0.3587442934513092,
|
|
0.16107375919818878,
|
|
0.13513506948947906,
|
|
0.16666659712791443,
|
|
0.2790696918964386,
|
|
0.33333322405815125,
|
|
0.36111101508140564,
|
|
0.33744847774505615,
|
|
0.4942527115345001,
|
|
0.2127659022808075,
|
|
0.24083760380744934,
|
|
0.3510637581348419,
|
|
0.24034328758716583,
|
|
0.19178074598312378,
|
|
0.2176164984703064,
|
|
0.36649200320243835,
|
|
0.47619032859802246,
|
|
0.3535352647304535,
|
|
0.2456139326095581,
|
|
0.6031745076179504,
|
|
0.5044246912002563,
|
|
0.3118278682231903,
|
|
0.4238409399986267,
|
|
0.6161136031150818,
|
|
0.26881712675094604,
|
|
0.2810809910297394,
|
|
0.19305014610290527,
|
|
0.528846025466919,
|
|
0.30526304244995117,
|
|
0.38738730549812317,
|
|
0.2933332324028015,
|
|
0.36986294388771057,
|
|
0.29629620909690857,
|
|
0.3084576427936554,
|
|
0.12745091319084167,
|
|
0.2928869426250458,
|
|
0.17391300201416016,
|
|
0.23076915740966797,
|
|
0.47190994024276733,
|
|
0.309859037399292,
|
|
0.5350876450538635,
|
|
0.2446807622909546,
|
|
0.39111098647117615,
|
|
0.19742482900619507,
|
|
0.19428564608097076,
|
|
0.1989527940750122,
|
|
0.4766353964805603,
|
|
0.42290738224983215,
|
|
0.387096643447876,
|
|
0.18348616361618042,
|
|
0.2798353135585785,
|
|
0.5663716197013855,
|
|
0.5906734466552734,
|
|
0.5108694434165955,
|
|
0.10606056451797485,
|
|
0.4630540609359741,
|
|
0.362318754196167,
|
|
0.31092432141304016,
|
|
0.29787224531173706,
|
|
0.7099565267562866,
|
|
0.5268816351890564,
|
|
0.4242422878742218,
|
|
0.39560428261756897,
|
|
0.0745341032743454,
|
|
0.2430938482284546,
|
|
0.10344821214675903,
|
|
0.35121941566467285,
|
|
0.6694913506507874,
|
|
0.5312498807907104,
|
|
0.4198893904685974,
|
|
0.6079294085502625,
|
|
0.13999994099140167,
|
|
0.30409345030784607,
|
|
0.1481480747461319,
|
|
0.4923075735569,
|
|
0.6136362552642822,
|
|
0.16243648529052734,
|
|
0.1900825798511505,
|
|
0.37908485531806946,
|
|
0.13483139872550964,
|
|
0.21999992430210114,
|
|
0.5934064984321594,
|
|
0.23312875628471375,
|
|
0.1704544872045517,
|
|
0.36501890420913696,
|
|
0.4195120930671692,
|
|
0.3837208151817322,
|
|
0.1759258508682251,
|
|
0.2653060257434845,
|
|
0.2305295318365097,
|
|
0.4765956401824951,
|
|
0.14864858984947205,
|
|
0.2264150083065033,
|
|
0.5685278177261353,
|
|
0.45544540882110596,
|
|
0.28260859847068787,
|
|
0.3068782389163971,
|
|
0.12499994039535522,
|
|
0.37999987602233887
|
|
],
|
|
"time": 182.33620772976428,
|
|
"param": [
|
|
{
|
|
"p": 0.06397685408592224,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08036009967327118,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0701603963971138,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.08130452036857605,
|
|
"m": 0.24128498136997223
|
|
},
|
|
{
|
|
"p": 0.04674970358610153,
|
|
"m": 0.8417038917541504
|
|
},
|
|
{
|
|
"p": 0.0726194754242897,
|
|
"m": 0.21275335550308228
|
|
},
|
|
{
|
|
"p": 0.06786346435546875,
|
|
"m": 0.1897684931755066
|
|
},
|
|
{
|
|
"p": 0.06860195100307465,
|
|
"m": 0.23435436189174652
|
|
},
|
|
{
|
|
"p": 0.06961800903081894,
|
|
"m": 0.5824646949768066
|
|
},
|
|
{
|
|
"p": 0.07275612652301788,
|
|
"m": 0.8671339750289917
|
|
},
|
|
{
|
|
"p": 0.05999980866909027,
|
|
"m": 0.5084563493728638
|
|
},
|
|
{
|
|
"p": 0.07502810657024384,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.07550656050443649,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09545507282018661,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 194,
|
|
"train_loss": 3.2033517360687256,
|
|
"val_loss": 3.0226964950561523,
|
|
"acc": 33.93,
|
|
"f1": [
|
|
0.5919281840324402,
|
|
0.3522725999355316,
|
|
0.22325573861598969,
|
|
0.17721512913703918,
|
|
0.141592875123024,
|
|
0.25339359045028687,
|
|
0.31081071496009827,
|
|
0.3389829695224762,
|
|
0.33333325386047363,
|
|
0.46601933240890503,
|
|
0.14285707473754883,
|
|
0.1862744390964508,
|
|
0.32666662335395813,
|
|
0.28855711221694946,
|
|
0.15135130286216736,
|
|
0.2541435658931732,
|
|
0.3657141625881195,
|
|
0.4734298884868622,
|
|
0.37433144450187683,
|
|
0.2526314854621887,
|
|
0.5673075914382935,
|
|
0.4919784665107727,
|
|
0.2774565517902374,
|
|
0.40659332275390625,
|
|
0.6224488615989685,
|
|
0.30337071418762207,
|
|
0.259109228849411,
|
|
0.238805890083313,
|
|
0.5252523422241211,
|
|
0.31284910440444946,
|
|
0.3529410660266876,
|
|
0.2767294645309448,
|
|
0.31535258889198303,
|
|
0.29714274406433105,
|
|
0.17322827875614166,
|
|
0.17679551243782043,
|
|
0.289308100938797,
|
|
0.19591830670833588,
|
|
0.2312137931585312,
|
|
0.4745761454105377,
|
|
0.3529410660266876,
|
|
0.49999988079071045,
|
|
0.239520862698555,
|
|
0.3495144844055176,
|
|
0.18090447783470154,
|
|
0.20987647771835327,
|
|
0.22429899871349335,
|
|
0.4578312039375305,
|
|
0.4507041275501251,
|
|
0.3798881769180298,
|
|
0.20858889818191528,
|
|
0.2176869958639145,
|
|
0.5023695826530457,
|
|
0.5726494193077087,
|
|
0.4454544484615326,
|
|
0.14705875515937805,
|
|
0.4769873321056366,
|
|
0.346666544675827,
|
|
0.36158180236816406,
|
|
0.2561982572078705,
|
|
0.6926406025886536,
|
|
0.5309733152389526,
|
|
0.33333319425582886,
|
|
0.42253509163856506,
|
|
0.0886075422167778,
|
|
0.17333325743675232,
|
|
0.10227267444133759,
|
|
0.2716048061847687,
|
|
0.6893202662467957,
|
|
0.5812807083129883,
|
|
0.46351921558380127,
|
|
0.5932202339172363,
|
|
0.13270136713981628,
|
|
0.3314915895462036,
|
|
0.16666659712791443,
|
|
0.5882351994514465,
|
|
0.5699998736381531,
|
|
0.15706801414489746,
|
|
0.20547939836978912,
|
|
0.3299999237060547,
|
|
0.13157887756824493,
|
|
0.27272719144821167,
|
|
0.5529952645301819,
|
|
0.2887699604034424,
|
|
0.21800939738750458,
|
|
0.3356642425060272,
|
|
0.39090898633003235,
|
|
0.3675675094127655,
|
|
0.19672125577926636,
|
|
0.27428561449050903,
|
|
0.24999991059303284,
|
|
0.4622220993041992,
|
|
0.1862744390964508,
|
|
0.20938622951507568,
|
|
0.5728641748428345,
|
|
0.42687737941741943,
|
|
0.3365383446216583,
|
|
0.2443438321352005,
|
|
0.10638291388750076,
|
|
0.38095223903656006
|
|
],
|
|
"time": 184.701748653315,
|
|
"param": [
|
|
{
|
|
"p": 0.05956004932522774,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07332784682512283,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06804531812667847,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.074809730052948,
|
|
"m": 0.23764829337596893
|
|
},
|
|
{
|
|
"p": 0.06944674998521805,
|
|
"m": 0.8789695501327515
|
|
},
|
|
{
|
|
"p": 0.08102750778198242,
|
|
"m": 0.2299729436635971
|
|
},
|
|
{
|
|
"p": 0.06545797735452652,
|
|
"m": 0.21492111682891846
|
|
},
|
|
{
|
|
"p": 0.06893806159496307,
|
|
"m": 0.21787571907043457
|
|
},
|
|
{
|
|
"p": 0.06281759589910507,
|
|
"m": 0.5709647536277771
|
|
},
|
|
{
|
|
"p": 0.06604963541030884,
|
|
"m": 0.8671448230743408
|
|
},
|
|
{
|
|
"p": 0.070954829454422,
|
|
"m": 0.4696400463581085
|
|
},
|
|
{
|
|
"p": 0.08364079892635345,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.058925800025463104,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09699808061122894,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 195,
|
|
"train_loss": 2.5370359420776367,
|
|
"val_loss": 3.038538932800293,
|
|
"acc": 34.06,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.3720929026603699,
|
|
0.2244897186756134,
|
|
0.15384609997272491,
|
|
0.14814810454845428,
|
|
0.26086950302124023,
|
|
0.29875513911247253,
|
|
0.37499991059303284,
|
|
0.3593749403953552,
|
|
0.48044681549072266,
|
|
0.19480513036251068,
|
|
0.17293229699134827,
|
|
0.3274335563182831,
|
|
0.19607838988304138,
|
|
0.2054053246974945,
|
|
0.23584897816181183,
|
|
0.3575417995452881,
|
|
0.4100417494773865,
|
|
0.35744670033454895,
|
|
0.24489787220954895,
|
|
0.5756096839904785,
|
|
0.5087717771530151,
|
|
0.34101372957229614,
|
|
0.3945577144622803,
|
|
0.5783131718635559,
|
|
0.2761903405189514,
|
|
0.3090128004550934,
|
|
0.20353974401950836,
|
|
0.5502644181251526,
|
|
0.26041656732559204,
|
|
0.3723403513431549,
|
|
0.3319147825241089,
|
|
0.31428563594818115,
|
|
0.283950537443161,
|
|
0.2622949779033661,
|
|
0.15624994039535522,
|
|
0.2871793806552887,
|
|
0.12612608075141907,
|
|
0.19565211236476898,
|
|
0.5371427536010742,
|
|
0.3386242389678955,
|
|
0.5989846587181091,
|
|
0.24154582619667053,
|
|
0.31818169355392456,
|
|
0.2105262577533722,
|
|
0.18410035967826843,
|
|
0.18791939318180084,
|
|
0.49999988079071045,
|
|
0.46829259395599365,
|
|
0.40624988079071045,
|
|
0.15789467096328735,
|
|
0.3071160316467285,
|
|
0.5829595327377319,
|
|
0.5925925374031067,
|
|
0.47321414947509766,
|
|
0.13513506948947906,
|
|
0.46551719307899475,
|
|
0.3975153863430023,
|
|
0.3252594470977783,
|
|
0.22535204887390137,
|
|
0.666666567325592,
|
|
0.5268816351890564,
|
|
0.3846152722835541,
|
|
0.42857128381729126,
|
|
0.12448127567768097,
|
|
0.14634141325950623,
|
|
0.1333332657814026,
|
|
0.28712859749794006,
|
|
0.6947367191314697,
|
|
0.6105261445045471,
|
|
0.43678146600723267,
|
|
0.577777624130249,
|
|
0.12021850794553757,
|
|
0.31249991059303284,
|
|
0.16744180023670197,
|
|
0.5821594595909119,
|
|
0.5913977026939392,
|
|
0.09374994784593582,
|
|
0.19999991357326508,
|
|
0.34374991059303284,
|
|
0.14606735110282898,
|
|
0.2574256360530853,
|
|
0.6282721161842346,
|
|
0.2771083414554596,
|
|
0.1777777075767517,
|
|
0.35294109582901,
|
|
0.371900737285614,
|
|
0.37735840678215027,
|
|
0.1818181276321411,
|
|
0.32034626603126526,
|
|
0.23913034796714783,
|
|
0.5853657126426697,
|
|
0.08219172805547714,
|
|
0.22485199570655823,
|
|
0.572916567325592,
|
|
0.4748857021331787,
|
|
0.239436537027359,
|
|
0.2617800235748291,
|
|
0.10909084975719452,
|
|
0.3287670612335205
|
|
],
|
|
"time": 181.29247426614165,
|
|
"param": [
|
|
{
|
|
"p": 0.0452088937163353,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07278763502836227,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.05961346626281738,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06535394489765167,
|
|
"m": 0.140997052192688
|
|
},
|
|
{
|
|
"p": 0.05689381808042526,
|
|
"m": 0.8856777548789978
|
|
},
|
|
{
|
|
"p": 0.0759832039475441,
|
|
"m": 0.1797972023487091
|
|
},
|
|
{
|
|
"p": 0.06709109991788864,
|
|
"m": 0.28917744755744934
|
|
},
|
|
{
|
|
"p": 0.07529141753911972,
|
|
"m": 0.2270725965499878
|
|
},
|
|
{
|
|
"p": 0.08094443380832672,
|
|
"m": 0.4864377975463867
|
|
},
|
|
{
|
|
"p": 0.05959921330213547,
|
|
"m": 0.8293727040290833
|
|
},
|
|
{
|
|
"p": 0.06747643649578094,
|
|
"m": 0.5294274091720581
|
|
},
|
|
{
|
|
"p": 0.08185795694589615,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.08057300746440887,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11132548004388809,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 196,
|
|
"train_loss": 2.044602632522583,
|
|
"val_loss": 3.065951347351074,
|
|
"acc": 34.2,
|
|
"f1": [
|
|
0.6439023613929749,
|
|
0.3977271616458893,
|
|
0.20338977873325348,
|
|
0.12765952944755554,
|
|
0.140350803732872,
|
|
0.2638297379016876,
|
|
0.3510637581348419,
|
|
0.40641695261001587,
|
|
0.33755266666412354,
|
|
0.46874985098838806,
|
|
0.1990049034357071,
|
|
0.1855669468641281,
|
|
0.30662015080451965,
|
|
0.2780747711658478,
|
|
0.17610056698322296,
|
|
0.239520862698555,
|
|
0.3431371748447418,
|
|
0.45054933428764343,
|
|
0.367346853017807,
|
|
0.2810809910297394,
|
|
0.6018517017364502,
|
|
0.49999988079071045,
|
|
0.3131312429904938,
|
|
0.3832334280014038,
|
|
0.6255922317504883,
|
|
0.30487796664237976,
|
|
0.28571420907974243,
|
|
0.20858892798423767,
|
|
0.5050503611564636,
|
|
0.28723397850990295,
|
|
0.3787877857685089,
|
|
0.2718445658683777,
|
|
0.3411763310432434,
|
|
0.3043477535247803,
|
|
0.251428484916687,
|
|
0.13756607472896576,
|
|
0.29940110445022583,
|
|
0.15384609997272491,
|
|
0.19108274579048157,
|
|
0.4999998211860657,
|
|
0.3131312429904938,
|
|
0.5596328973770142,
|
|
0.28085100650787354,
|
|
0.31999990344047546,
|
|
0.19379839301109314,
|
|
0.20125779509544373,
|
|
0.21929818391799927,
|
|
0.45849794149398804,
|
|
0.48401811718940735,
|
|
0.3999999165534973,
|
|
0.19108274579048157,
|
|
0.28846150636672974,
|
|
0.5839999318122864,
|
|
0.6231154203414917,
|
|
0.4894513487815857,
|
|
0.12578611075878143,
|
|
0.4953269362449646,
|
|
0.38341957330703735,
|
|
0.3592813014984131,
|
|
0.26373615860939026,
|
|
0.658536434173584,
|
|
0.5227271318435669,
|
|
0.3838382363319397,
|
|
0.3878786563873291,
|
|
0.09090902656316757,
|
|
0.2208588421344757,
|
|
0.07361957430839539,
|
|
0.3636362552642822,
|
|
0.6703295111656189,
|
|
0.5339365601539612,
|
|
0.43333321809768677,
|
|
0.5354329943656921,
|
|
0.15328460931777954,
|
|
0.3542855978012085,
|
|
0.10884349048137665,
|
|
0.5771142840385437,
|
|
0.5784311890602112,
|
|
0.12865489721298218,
|
|
0.17100363969802856,
|
|
0.28272244334220886,
|
|
0.16842098534107208,
|
|
0.24096375703811646,
|
|
0.5643563270568848,
|
|
0.2588233947753906,
|
|
0.19736838340759277,
|
|
0.38053086400032043,
|
|
0.3741934299468994,
|
|
0.3094339072704315,
|
|
0.211055189371109,
|
|
0.3510637581348419,
|
|
0.2597402036190033,
|
|
0.5157893896102905,
|
|
0.1989527940750122,
|
|
0.21698106825351715,
|
|
0.5685278177261353,
|
|
0.46363624930381775,
|
|
0.24637670814990997,
|
|
0.30857133865356445,
|
|
0.13492058217525482,
|
|
0.3666665554046631
|
|
],
|
|
"time": 181.69029463175684,
|
|
"param": [
|
|
{
|
|
"p": 0.06453907489776611,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07037623226642609,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07613424956798553,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07320953905582428,
|
|
"m": 0.14908911287784576
|
|
},
|
|
{
|
|
"p": 0.06302206963300705,
|
|
"m": 0.855207622051239
|
|
},
|
|
{
|
|
"p": 0.06358916312456131,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0719669759273529,
|
|
"m": 0.2855863869190216
|
|
},
|
|
{
|
|
"p": 0.0734834149479866,
|
|
"m": 0.22800517082214355
|
|
},
|
|
{
|
|
"p": 0.07402665168046951,
|
|
"m": 0.4079030752182007
|
|
},
|
|
{
|
|
"p": 0.04856577888131142,
|
|
"m": 0.8300696611404419
|
|
},
|
|
{
|
|
"p": 0.06406647711992264,
|
|
"m": 0.5519418120384216
|
|
},
|
|
{
|
|
"p": 0.08306265622377396,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06206901744008064,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.11188865453004837,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 197,
|
|
"train_loss": 2.1705636978149414,
|
|
"val_loss": 3.2315402030944824,
|
|
"acc": 34.42,
|
|
"f1": [
|
|
0.6602869629859924,
|
|
0.36144572496414185,
|
|
0.1985815018415451,
|
|
0.14772720634937286,
|
|
0.1333332657814026,
|
|
0.33502528071403503,
|
|
0.29059821367263794,
|
|
0.3643723726272583,
|
|
0.324607253074646,
|
|
0.47999992966651917,
|
|
0.18292675912380219,
|
|
0.21556879580020905,
|
|
0.31168824434280396,
|
|
0.2588234543800354,
|
|
0.17435890436172485,
|
|
0.17796602845191956,
|
|
0.36470577120780945,
|
|
0.4307691156864166,
|
|
0.36521732807159424,
|
|
0.2934781610965729,
|
|
0.6057690978050232,
|
|
0.49999988079071045,
|
|
0.34999990463256836,
|
|
0.40796008706092834,
|
|
0.6666665077209473,
|
|
0.24999991059303284,
|
|
0.27649760246276855,
|
|
0.2333332747220993,
|
|
0.524590015411377,
|
|
0.3267972767353058,
|
|
0.3659573495388031,
|
|
0.31730762124061584,
|
|
0.3431951701641083,
|
|
0.2780747711658478,
|
|
0.2658226788043976,
|
|
0.09815943986177444,
|
|
0.30097079277038574,
|
|
0.14479632675647736,
|
|
0.2378377616405487,
|
|
0.5108694434165955,
|
|
0.35714274644851685,
|
|
0.5922329425811768,
|
|
0.24999991059303284,
|
|
0.27199992537498474,
|
|
0.19827578961849213,
|
|
0.18285706639289856,
|
|
0.19047614932060242,
|
|
0.4629628360271454,
|
|
0.4688993990421295,
|
|
0.38095229864120483,
|
|
0.21118006110191345,
|
|
0.27007293701171875,
|
|
0.5619833469390869,
|
|
0.6305417418479919,
|
|
0.46351921558380127,
|
|
0.11398956924676895,
|
|
0.4502616822719574,
|
|
0.3874344527721405,
|
|
0.30150744318962097,
|
|
0.2933332622051239,
|
|
0.7012985944747925,
|
|
0.5119045972824097,
|
|
0.36046499013900757,
|
|
0.38674020767211914,
|
|
0.0874999463558197,
|
|
0.19780214130878448,
|
|
0.16153839230537415,
|
|
0.37305691838264465,
|
|
0.6769229769706726,
|
|
0.5490195155143738,
|
|
0.3952568471431732,
|
|
0.5700481534004211,
|
|
0.14772720634937286,
|
|
0.3508771061897278,
|
|
0.1103447824716568,
|
|
0.6086955666542053,
|
|
0.5599998831748962,
|
|
0.12499994784593582,
|
|
0.19491519033908844,
|
|
0.2553190588951111,
|
|
0.15642453730106354,
|
|
0.19580411911010742,
|
|
0.613756537437439,
|
|
0.3168315887451172,
|
|
0.21686740219593048,
|
|
0.35856562852859497,
|
|
0.38961026072502136,
|
|
0.38674020767211914,
|
|
0.15189866721630096,
|
|
0.3363635540008545,
|
|
0.26966285705566406,
|
|
0.5238093733787537,
|
|
0.24186037480831146,
|
|
0.21495321393013,
|
|
0.6272726058959961,
|
|
0.4705881178379059,
|
|
0.3091786503791809,
|
|
0.23423415422439575,
|
|
0.14432983100414276,
|
|
0.36158180236816406
|
|
],
|
|
"time": 181.72415970172733,
|
|
"param": [
|
|
{
|
|
"p": 0.06345561146736145,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06582484394311905,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06433581560850143,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06359585374593735,
|
|
"m": 0.2697890102863312
|
|
},
|
|
{
|
|
"p": 0.07425889372825623,
|
|
"m": 0.8710346817970276
|
|
},
|
|
{
|
|
"p": 0.06138071045279503,
|
|
"m": 0.10122065991163254
|
|
},
|
|
{
|
|
"p": 0.08066011965274811,
|
|
"m": 0.2837081253528595
|
|
},
|
|
{
|
|
"p": 0.07803770154714584,
|
|
"m": 0.19578570127487183
|
|
},
|
|
{
|
|
"p": 0.06468650698661804,
|
|
"m": 0.4993551969528198
|
|
},
|
|
{
|
|
"p": 0.06184510514140129,
|
|
"m": 0.7487098574638367
|
|
},
|
|
{
|
|
"p": 0.06827925890684128,
|
|
"m": 0.5571755170822144
|
|
},
|
|
{
|
|
"p": 0.07948825508356094,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.07339288294315338,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.1007583886384964,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 198,
|
|
"train_loss": 2.443570375442505,
|
|
"val_loss": 3.218798875808716,
|
|
"acc": 34.5,
|
|
"f1": [
|
|
0.5982142090797424,
|
|
0.358024537563324,
|
|
0.23529404401779175,
|
|
0.1395348161458969,
|
|
0.1485147923231125,
|
|
0.28723397850990295,
|
|
0.28015556931495667,
|
|
0.3386242389678955,
|
|
0.37373724579811096,
|
|
0.47120407223701477,
|
|
0.15950913727283478,
|
|
0.19626161456108093,
|
|
0.3841806650161743,
|
|
0.2941175699234009,
|
|
0.21004560589790344,
|
|
0.2099446803331375,
|
|
0.3586955666542053,
|
|
0.42857131361961365,
|
|
0.37433144450187683,
|
|
0.2601625323295593,
|
|
0.6078430414199829,
|
|
0.5614033937454224,
|
|
0.32183900475502014,
|
|
0.48936155438423157,
|
|
0.6031744480133057,
|
|
0.2767294645309448,
|
|
0.30674833059310913,
|
|
0.21705421805381775,
|
|
0.553672194480896,
|
|
0.29931965470314026,
|
|
0.34523805975914,
|
|
0.2659573554992676,
|
|
0.39215680956840515,
|
|
0.31088075041770935,
|
|
0.2807016670703888,
|
|
0.11235948652029037,
|
|
0.3107568919658661,
|
|
0.1706160604953766,
|
|
0.22797919809818268,
|
|
0.4814813435077667,
|
|
0.34042540192604065,
|
|
0.5812807083129883,
|
|
0.2288556545972824,
|
|
0.28648641705513,
|
|
0.1965317279100418,
|
|
0.2243901938199997,
|
|
0.21505369246006012,
|
|
0.48076915740966797,
|
|
0.4976957440376282,
|
|
0.38095229864120483,
|
|
0.14847156405448914,
|
|
0.27999991178512573,
|
|
0.5855854153633118,
|
|
0.5439999103546143,
|
|
0.5081079602241516,
|
|
0.11999993026256561,
|
|
0.46428558230400085,
|
|
0.4088396728038788,
|
|
0.4096384644508362,
|
|
0.322274774312973,
|
|
0.7179486155509949,
|
|
0.5402297377586365,
|
|
0.413043349981308,
|
|
0.3841058313846588,
|
|
0.07894731312990189,
|
|
0.15294109284877777,
|
|
0.0990990400314331,
|
|
0.34523800015449524,
|
|
0.716577410697937,
|
|
0.6190475225448608,
|
|
0.4411763548851013,
|
|
0.5855854153633118,
|
|
0.14689259231090546,
|
|
0.2873562276363373,
|
|
0.13186806440353394,
|
|
0.5224488377571106,
|
|
0.594594419002533,
|
|
0.10457510501146317,
|
|
0.2148759663105011,
|
|
0.3157894015312195,
|
|
0.1658536046743393,
|
|
0.19867542386054993,
|
|
0.559321939945221,
|
|
0.28571420907974243,
|
|
0.18320602178573608,
|
|
0.4232803285121918,
|
|
0.38775497674942017,
|
|
0.4320986270904541,
|
|
0.14925366640090942,
|
|
0.3022507429122925,
|
|
0.2795697748661041,
|
|
0.5513511896133423,
|
|
0.15151509642601013,
|
|
0.1749999076128006,
|
|
0.5504586100578308,
|
|
0.46874985098838806,
|
|
0.2774565517902374,
|
|
0.24054975807666779,
|
|
0.13452909886837006,
|
|
0.3999999165534973
|
|
],
|
|
"time": 182.76916919089854,
|
|
"param": [
|
|
{
|
|
"p": 0.07111070305109024,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07588151842355728,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0713590681552887,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.06332626193761826,
|
|
"m": 0.19427156448364258
|
|
},
|
|
{
|
|
"p": 0.07699105888605118,
|
|
"m": 0.8094152808189392
|
|
},
|
|
{
|
|
"p": 0.0577046237885952,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06474343687295914,
|
|
"m": 0.2686147391796112
|
|
},
|
|
{
|
|
"p": 0.07513133436441422,
|
|
"m": 0.22820113599300385
|
|
},
|
|
{
|
|
"p": 0.06488046795129776,
|
|
"m": 0.467986524105072
|
|
},
|
|
{
|
|
"p": 0.059927452355623245,
|
|
"m": 0.8293962478637695
|
|
},
|
|
{
|
|
"p": 0.0725550726056099,
|
|
"m": 0.5334782004356384
|
|
},
|
|
{
|
|
"p": 0.08093161135911942,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06407276540994644,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10138452053070068,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 199,
|
|
"train_loss": 2.481862783432007,
|
|
"val_loss": 3.294072389602661,
|
|
"acc": 34.28,
|
|
"f1": [
|
|
0.6627905368804932,
|
|
0.3711339235305786,
|
|
0.22891558706760406,
|
|
0.11382109671831131,
|
|
0.15044242143630981,
|
|
0.3318776488304138,
|
|
0.324607253074646,
|
|
0.36190465092658997,
|
|
0.33333322405815125,
|
|
0.49999988079071045,
|
|
0.1142856702208519,
|
|
0.24999991059303284,
|
|
0.3409090042114258,
|
|
0.25961530208587646,
|
|
0.17560969293117523,
|
|
0.1792452037334442,
|
|
0.3414633274078369,
|
|
0.475806325674057,
|
|
0.38766512274742126,
|
|
0.24615377187728882,
|
|
0.6168223023414612,
|
|
0.49999988079071045,
|
|
0.33816415071487427,
|
|
0.4640882611274719,
|
|
0.6375544667243958,
|
|
0.2564101815223694,
|
|
0.2923975884914398,
|
|
0.16666661202907562,
|
|
0.5025123953819275,
|
|
0.2941175401210785,
|
|
0.3853210210800171,
|
|
0.3157894015312195,
|
|
0.3708608150482178,
|
|
0.29787224531173706,
|
|
0.31034475564956665,
|
|
0.1634240448474884,
|
|
0.2843136191368103,
|
|
0.11494245380163193,
|
|
0.22421517968177795,
|
|
0.4729062616825104,
|
|
0.2959182858467102,
|
|
0.5894736051559448,
|
|
0.26666656136512756,
|
|
0.3203882575035095,
|
|
0.20224712789058685,
|
|
0.17964066565036774,
|
|
0.19047613441944122,
|
|
0.46445485949516296,
|
|
0.488262802362442,
|
|
0.3542855978012085,
|
|
0.16923069953918457,
|
|
0.277310848236084,
|
|
0.566523551940918,
|
|
0.5627704858779907,
|
|
0.5191488265991211,
|
|
0.10837431997060776,
|
|
0.5026176571846008,
|
|
0.36585354804992676,
|
|
0.36893191933631897,
|
|
0.23655906319618225,
|
|
0.7596151828765869,
|
|
0.5544553399085999,
|
|
0.3999998867511749,
|
|
0.4020099639892578,
|
|
0.11149819940328598,
|
|
0.08196717500686646,
|
|
0.11363628506660461,
|
|
0.3272726535797119,
|
|
0.6849313974380493,
|
|
0.5454543828964233,
|
|
0.35643553733825684,
|
|
0.6108372807502747,
|
|
0.19999992847442627,
|
|
0.31775689125061035,
|
|
0.16113737225532532,
|
|
0.6030149459838867,
|
|
0.5685278177261353,
|
|
0.1494252234697342,
|
|
0.18181811273097992,
|
|
0.3026314675807953,
|
|
0.10650881379842758,
|
|
0.25352105498313904,
|
|
0.5656563639640808,
|
|
0.2699999213218689,
|
|
0.17218534648418427,
|
|
0.403755784034729,
|
|
0.4210525155067444,
|
|
0.36144572496414185,
|
|
0.17307688295841217,
|
|
0.30337071418762207,
|
|
0.2824857831001282,
|
|
0.5205478072166443,
|
|
0.1731601059436798,
|
|
0.22972965240478516,
|
|
0.603351891040802,
|
|
0.47826072573661804,
|
|
0.3285022974014282,
|
|
0.3101603388786316,
|
|
0.13223135471343994,
|
|
0.3666665554046631
|
|
],
|
|
"time": 180.66509976051748,
|
|
"param": [
|
|
{
|
|
"p": 0.053142402321100235,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0775504782795906,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07257889956235886,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.09617483615875244,
|
|
"m": 0.2061285674571991
|
|
},
|
|
{
|
|
"p": 0.05407707765698433,
|
|
"m": 0.8121024966239929
|
|
},
|
|
{
|
|
"p": 0.06694836169481277,
|
|
"m": 0.12255175411701202
|
|
},
|
|
{
|
|
"p": 0.058084893971681595,
|
|
"m": 0.2849522829055786
|
|
},
|
|
{
|
|
"p": 0.06875908374786377,
|
|
"m": 0.33501142263412476
|
|
},
|
|
{
|
|
"p": 0.06364922970533371,
|
|
"m": 0.5270115733146667
|
|
},
|
|
{
|
|
"p": 0.06362676620483398,
|
|
"m": 0.7970433235168457
|
|
},
|
|
{
|
|
"p": 0.07661094516515732,
|
|
"m": 0.5948360562324524
|
|
},
|
|
{
|
|
"p": 0.08478430658578873,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.0626184418797493,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10139434039592743,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 200,
|
|
"train_loss": 2.5650501251220703,
|
|
"val_loss": 3.411060333251953,
|
|
"acc": 34.23,
|
|
"f1": [
|
|
0.6528496146202087,
|
|
0.41148313879966736,
|
|
0.19047611951828003,
|
|
0.10714280605316162,
|
|
0.15999993681907654,
|
|
0.28112441301345825,
|
|
0.35359105467796326,
|
|
0.30487796664237976,
|
|
0.35748788714408875,
|
|
0.4824119210243225,
|
|
0.1717790812253952,
|
|
0.22127652168273926,
|
|
0.36529669165611267,
|
|
0.2124999314546585,
|
|
0.1530611664056778,
|
|
0.1914892941713333,
|
|
0.3272726535797119,
|
|
0.46376800537109375,
|
|
0.3657141625881195,
|
|
0.2580644190311432,
|
|
0.6403939127922058,
|
|
0.492890864610672,
|
|
0.3113206624984741,
|
|
0.43749985098838806,
|
|
0.5165562033653259,
|
|
0.2721087336540222,
|
|
0.2647058069705963,
|
|
0.20600852370262146,
|
|
0.5521470904350281,
|
|
0.320441871881485,
|
|
0.3926939368247986,
|
|
0.2954544723033905,
|
|
0.32222211360931396,
|
|
0.3084576427936554,
|
|
0.20359273254871368,
|
|
0.12371128052473068,
|
|
0.28571420907974243,
|
|
0.16184966266155243,
|
|
0.23350247740745544,
|
|
0.45714277029037476,
|
|
0.31914883852005005,
|
|
0.5588234066963196,
|
|
0.212290421128273,
|
|
0.345276802778244,
|
|
0.1960783749818802,
|
|
0.19780214130878448,
|
|
0.17307688295841217,
|
|
0.4529913365840912,
|
|
0.4818180501461029,
|
|
0.4198893904685974,
|
|
0.14482752978801727,
|
|
0.28571420907974243,
|
|
0.5414846539497375,
|
|
0.5654007196426392,
|
|
0.5057469606399536,
|
|
0.10112354159355164,
|
|
0.4561402499675751,
|
|
0.3350784480571747,
|
|
0.4086955785751343,
|
|
0.3169397711753845,
|
|
0.7452828288078308,
|
|
0.5405403971672058,
|
|
0.3794870972633362,
|
|
0.38961026072502136,
|
|
0.07299264520406723,
|
|
0.14379078149795532,
|
|
0.148837149143219,
|
|
0.2674417495727539,
|
|
0.6903551816940308,
|
|
0.6082947254180908,
|
|
0.4214874804019928,
|
|
0.6180256605148315,
|
|
0.12865489721298218,
|
|
0.30270257592201233,
|
|
0.12371128052473068,
|
|
0.5486724376678467,
|
|
0.5866665840148926,
|
|
0.1868131160736084,
|
|
0.2208588421344757,
|
|
0.35877853631973267,
|
|
0.14173223078250885,
|
|
0.22222214937210083,
|
|
0.5803107619285583,
|
|
0.20987647771835327,
|
|
0.17142851650714874,
|
|
0.39195966720581055,
|
|
0.4022345542907715,
|
|
0.4302324652671814,
|
|
0.1869158148765564,
|
|
0.3023254871368408,
|
|
0.24598921835422516,
|
|
0.5543476939201355,
|
|
0.14857135713100433,
|
|
0.21428564190864563,
|
|
0.5666665434837341,
|
|
0.43720918893814087,
|
|
0.32222211360931396,
|
|
0.2434781938791275,
|
|
0.14184390008449554,
|
|
0.4248703718185425
|
|
],
|
|
"time": 182.94571737013757,
|
|
"param": [
|
|
{
|
|
"p": 0.05095259100198746,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0720537081360817,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.0691470056772232,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.07777228206396103,
|
|
"m": 0.213907852768898
|
|
},
|
|
{
|
|
"p": 0.0513959638774395,
|
|
"m": 0.842846691608429
|
|
},
|
|
{
|
|
"p": 0.06553860753774643,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.08015185594558716,
|
|
"m": 0.28511926531791687
|
|
},
|
|
{
|
|
"p": 0.06782057881355286,
|
|
"m": 0.11509443074464798
|
|
},
|
|
{
|
|
"p": 0.07684579491615295,
|
|
"m": 0.47186943888664246
|
|
},
|
|
{
|
|
"p": 0.0550079420208931,
|
|
"m": 0.7715994715690613
|
|
},
|
|
{
|
|
"p": 0.08030033111572266,
|
|
"m": 0.4456286132335663
|
|
},
|
|
{
|
|
"p": 0.07470211386680603,
|
|
"m": 0.10000000149011612
|
|
},
|
|
{
|
|
"p": 0.06915124505758286,
|
|
"m": 0.5
|
|
},
|
|
{
|
|
"p": 0.10916001349687576,
|
|
"m": 0.5
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |