mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 04:00:46 +02:00
33438 lines
No EOL
666 KiB
JSON
33438 lines
No EOL
666 KiB
JSON
{
|
|
"Accuracy": 37.51,
|
|
"Time": [
|
|
162.92685775898397,
|
|
6.055241412877145,
|
|
32841.173400687985
|
|
],
|
|
"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": 9.163179397583008,
|
|
"val_loss": 4.431722640991211,
|
|
"acc": 2.17,
|
|
"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,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.03669722378253937,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.027734950184822083,
|
|
0.0,
|
|
0.0,
|
|
0.04087131842970848,
|
|
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,
|
|
0.08275856822729111,
|
|
0.07476632297039032,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.042245008051395416,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.022471878677606583,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.025727059692144394,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.028688494116067886,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.06576400250196457,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0
|
|
],
|
|
"time": 80.35891994927078,
|
|
"param": [
|
|
{
|
|
"p": 0.0737982913851738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06888294965028763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07941323518753052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06340210884809494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07888815551996231,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07627858221530914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07379943132400513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06659438461065292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05842554569244385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07615748792886734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06174240633845329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07623296976089478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07518637925386429,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07119801640510559,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 8.428284645080566,
|
|
"val_loss": 4.107639312744141,
|
|
"acc": 7.38,
|
|
"f1": [
|
|
0.0,
|
|
0.07071822881698608,
|
|
0.0,
|
|
0.0,
|
|
0.018017996102571487,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.01960783451795578,
|
|
0.037037014961242676,
|
|
0.0,
|
|
0.0,
|
|
0.0742778331041336,
|
|
0.015503838658332825,
|
|
0.1939057856798172,
|
|
0.0,
|
|
0.019801972433924675,
|
|
0.03636360913515091,
|
|
0.09756092727184296,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.03738315775990486,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.04225347191095352,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.05691051855683327,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.3522725999355316,
|
|
0.053097303956747055,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.11857705563306808,
|
|
0.0,
|
|
0.11282043904066086,
|
|
0.033823516219854355,
|
|
0.0,
|
|
0.3273809254169464,
|
|
0.3628690838813782,
|
|
0.12290498614311218,
|
|
0.0,
|
|
0.0,
|
|
0.11392401158809662,
|
|
0.0,
|
|
0.0,
|
|
0.2343233972787857,
|
|
0.11869432032108307,
|
|
0.1061946451663971,
|
|
0.0,
|
|
0.07103823125362396,
|
|
0.0,
|
|
0.0,
|
|
0.1131105050444603,
|
|
0.2127658873796463,
|
|
0.0,
|
|
0.0,
|
|
0.1548386514186859,
|
|
0.0,
|
|
0.16049376130104065,
|
|
0.0,
|
|
0.0,
|
|
0.09756092727184296,
|
|
0.018867909908294678,
|
|
0.0,
|
|
0.0,
|
|
0.03977268934249878,
|
|
0.0,
|
|
0.3024389147758484,
|
|
0.0,
|
|
0.0,
|
|
0.10526309907436371,
|
|
0.1882844716310501,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.055776841938495636,
|
|
0.0,
|
|
0.0,
|
|
0.021571623161435127,
|
|
0.0,
|
|
0.0,
|
|
0.046296242624521255,
|
|
0.030769191682338715,
|
|
0.0,
|
|
0.0
|
|
],
|
|
"time": 161.50120434351265,
|
|
"param": [
|
|
{
|
|
"p": 0.0960933193564415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05468133091926575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07897453755140305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07646803557872772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07575234025716782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06835632771253586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09008617699146271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10174430906772614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04215474799275398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05490431562066078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013280260376632214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09397822618484497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08325944095849991,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07026670128107071,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 8.602649688720703,
|
|
"val_loss": 3.952256202697754,
|
|
"acc": 9.44,
|
|
"f1": [
|
|
0.2658226788043976,
|
|
0.14285707473754883,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.038461487740278244,
|
|
0.09638547897338867,
|
|
0.087954081594944,
|
|
0.01626013033092022,
|
|
0.06993001699447632,
|
|
0.0,
|
|
0.03999994695186615,
|
|
0.0,
|
|
0.0,
|
|
0.03333330154418945,
|
|
0.0,
|
|
0.03603601083159447,
|
|
0.0,
|
|
0.08771923929452896,
|
|
0.0,
|
|
0.188888818025589,
|
|
0.019230758771300316,
|
|
0.0,
|
|
0.23770485818386078,
|
|
0.23841053247451782,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.19298243522644043,
|
|
0.052631527185440063,
|
|
0.0,
|
|
0.12978367507457733,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.09266403317451477,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.05825240537524223,
|
|
0.0,
|
|
0.10821641236543655,
|
|
0.0,
|
|
0.0,
|
|
0.019801972433924675,
|
|
0.15007655322551727,
|
|
0.0,
|
|
0.15228420495986938,
|
|
0.0,
|
|
0.0,
|
|
0.2737429738044739,
|
|
0.238805890083313,
|
|
0.05504584312438965,
|
|
0.07232702523469925,
|
|
0.06956518441438675,
|
|
0.056603748351335526,
|
|
0.0,
|
|
0.09401702880859375,
|
|
0.47210294008255005,
|
|
0.06557372957468033,
|
|
0.28877002000808716,
|
|
0.0,
|
|
0.0,
|
|
0.026281187310814857,
|
|
0.0,
|
|
0.16597503423690796,
|
|
0.31316718459129333,
|
|
0.0,
|
|
0.2592591643333435,
|
|
0.18903586268424988,
|
|
0.0454544872045517,
|
|
0.2297871857881546,
|
|
0.0,
|
|
0.22047236561775208,
|
|
0.07462681084871292,
|
|
0.0,
|
|
0.015151475556194782,
|
|
0.0,
|
|
0.0,
|
|
0.03555550053715706,
|
|
0.17699109017848969,
|
|
0.018691571429371834,
|
|
0.0,
|
|
0.09580832719802856,
|
|
0.12087907642126083,
|
|
0.05594402551651001,
|
|
0.0,
|
|
0.09655166417360306,
|
|
0.12227068096399307,
|
|
0.0,
|
|
0.0,
|
|
0.01941746659576893,
|
|
0.19251330196857452,
|
|
0.15909084677696228,
|
|
0.0,
|
|
0.05566035956144333,
|
|
0.0790959894657135,
|
|
0.0
|
|
],
|
|
"time": 162.74618826527148,
|
|
"param": [
|
|
{
|
|
"p": 0.01899139955639839,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06880886852741241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06911102682352066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10460016876459122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10470835864543915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11717480421066284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08467800170183182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017633434385061264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031778816133737564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08468370139598846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043658748269081116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12082498520612717,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04706227779388428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08628550171852112,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 7.798929214477539,
|
|
"val_loss": 3.814197301864624,
|
|
"acc": 11.57,
|
|
"f1": [
|
|
0.2272726595401764,
|
|
0.01941746659576893,
|
|
0.1456582248210907,
|
|
0.0,
|
|
0.06349200010299683,
|
|
0.03846152126789093,
|
|
0.0,
|
|
0.10975604504346848,
|
|
0.0,
|
|
0.2430938482284546,
|
|
0.0,
|
|
0.0,
|
|
0.09685861319303513,
|
|
0.04054049029946327,
|
|
0.10695181041955948,
|
|
0.05909086763858795,
|
|
0.0,
|
|
0.0,
|
|
0.019230758771300316,
|
|
0.0,
|
|
0.18803413212299347,
|
|
0.1341935247182846,
|
|
0.0,
|
|
0.18749991059303284,
|
|
0.23376615345478058,
|
|
0.07633582502603531,
|
|
0.0751173123717308,
|
|
0.0,
|
|
0.053763385862112045,
|
|
0.0,
|
|
0.217391237616539,
|
|
0.07317067682743073,
|
|
0.0666666254401207,
|
|
0.14285708963871002,
|
|
0.047244053333997726,
|
|
0.0,
|
|
0.10144922137260437,
|
|
0.08747512102127075,
|
|
0.06451607495546341,
|
|
0.0,
|
|
0.0,
|
|
0.1379309743642807,
|
|
0.0876711905002594,
|
|
0.18840573728084564,
|
|
0.0,
|
|
0.01694912277162075,
|
|
0.0898875743150711,
|
|
0.22222214937210083,
|
|
0.10332097858190536,
|
|
0.21698106825351715,
|
|
0.0,
|
|
0.0451127365231514,
|
|
0.1814744472503662,
|
|
0.3354036211967468,
|
|
0.23364479839801788,
|
|
0.018017996102571487,
|
|
0.11111104488372803,
|
|
0.15957440435886383,
|
|
0.01785712130367756,
|
|
0.0980391651391983,
|
|
0.559139609336853,
|
|
0.1203702986240387,
|
|
0.3164178431034088,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.05504584312438965,
|
|
0.3157893419265747,
|
|
0.08264458924531937,
|
|
0.05714283511042595,
|
|
0.0,
|
|
0.02116396836936474,
|
|
0.1940297931432724,
|
|
0.0,
|
|
0.16783210635185242,
|
|
0.17445477843284607,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.05529949814081192,
|
|
0.0,
|
|
0.4342104196548462,
|
|
0.1507537066936493,
|
|
0.019047604873776436,
|
|
0.13166137039661407,
|
|
0.09638552367687225,
|
|
0.035398200154304504,
|
|
0.0,
|
|
0.17391297221183777,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.29629623889923096,
|
|
0.21325644850730896,
|
|
0.15740735828876495,
|
|
0.0,
|
|
0.08219172060489655,
|
|
0.0
|
|
],
|
|
"time": 160.64327938947827,
|
|
"param": [
|
|
{
|
|
"p": 0.0007175623904913664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048262644559144974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11346977949142456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08690205216407776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08746321499347687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08177303522825241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07967177033424377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13821981847286224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018465865403413773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07507872581481934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028952334076166153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11402818560600281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08855137974023819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03844372183084488,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 7.550235748291016,
|
|
"val_loss": 3.553785800933838,
|
|
"acc": 15.05,
|
|
"f1": [
|
|
0.37545114755630493,
|
|
0.16744180023670197,
|
|
0.06818175315856934,
|
|
0.03418800234794617,
|
|
0.03508768975734711,
|
|
0.018348604440689087,
|
|
0.0,
|
|
0.10447755455970764,
|
|
0.0,
|
|
0.19791658222675323,
|
|
0.0,
|
|
0.0813007652759552,
|
|
0.04958673566579819,
|
|
0.0666666254401207,
|
|
0.051947999745607376,
|
|
0.14193542301654816,
|
|
0.15053758025169373,
|
|
0.2622107267379761,
|
|
0.13836471736431122,
|
|
0.09815943986177444,
|
|
0.2239999622106552,
|
|
0.0,
|
|
0.09259252995252609,
|
|
0.2694299519062042,
|
|
0.24899595975875854,
|
|
0.1130741611123085,
|
|
0.0783131942152977,
|
|
0.03389827162027359,
|
|
0.21538454294204712,
|
|
0.031745996326208115,
|
|
0.0,
|
|
0.06779656559228897,
|
|
0.0,
|
|
0.154929518699646,
|
|
0.12499994784593582,
|
|
0.13541659712791443,
|
|
0.1656804084777832,
|
|
0.09022551029920578,
|
|
0.05925920605659485,
|
|
0.05161285027861595,
|
|
0.01941746659576893,
|
|
0.35636353492736816,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.027026981115341187,
|
|
0.11834316700696945,
|
|
0.2931595742702484,
|
|
0.1544714868068695,
|
|
0.145695298910141,
|
|
0.06679762154817581,
|
|
0.05555550381541252,
|
|
0.019230758771300316,
|
|
0.28333330154418945,
|
|
0.28440356254577637,
|
|
0.03726702928543091,
|
|
0.2202642410993576,
|
|
0.09139780700206757,
|
|
0.16216209530830383,
|
|
0.017391279339790344,
|
|
0.5239850878715515,
|
|
0.14336912333965302,
|
|
0.3129250705242157,
|
|
0.12359543144702911,
|
|
0.0,
|
|
0.0,
|
|
0.06593400239944458,
|
|
0.2647886574268341,
|
|
0.4366196393966675,
|
|
0.10434778034687042,
|
|
0.0,
|
|
0.20168058574199677,
|
|
0.0,
|
|
0.10434778034687042,
|
|
0.017241353169083595,
|
|
0.34389129281044006,
|
|
0.2424241602420807,
|
|
0.10256405174732208,
|
|
0.03508768975734711,
|
|
0.07692302018404007,
|
|
0.0,
|
|
0.09326418489217758,
|
|
0.36444440484046936,
|
|
0.10256403684616089,
|
|
0.03937003016471863,
|
|
0.23232315480709076,
|
|
0.2485874742269516,
|
|
0.13824880123138428,
|
|
0.019230758771300316,
|
|
0.14705875515937805,
|
|
0.07407403737306595,
|
|
0.25396817922592163,
|
|
0.16494840383529663,
|
|
0.02631574124097824,
|
|
0.17391295731067657,
|
|
0.36619704961776733,
|
|
0.16153839230537415,
|
|
0.09756092727184296,
|
|
0.0,
|
|
0.05309731885790825
|
|
],
|
|
"time": 163.48688064143062,
|
|
"param": [
|
|
{
|
|
"p": 0.01395124476402998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04686599224805832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09111028909683228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0958385020494461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07285242527723312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06788177788257599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1160871759057045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11401102691888809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018672684207558632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09932838380336761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013303962536156178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09457150846719742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1548147052526474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0007102084928192198,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 7.97670841217041,
|
|
"val_loss": 3.36140513420105,
|
|
"acc": 18.74,
|
|
"f1": [
|
|
0.3653845489025116,
|
|
0.211055189371109,
|
|
0.0,
|
|
0.10169485956430435,
|
|
0.03278684988617897,
|
|
0.16091948747634888,
|
|
0.0,
|
|
0.17511513829231262,
|
|
0.13636362552642822,
|
|
0.18045106530189514,
|
|
0.03508768975734711,
|
|
0.1103447824716568,
|
|
0.24598924815654755,
|
|
0.13999994099140167,
|
|
0.10434776544570923,
|
|
0.0,
|
|
0.13846150040626526,
|
|
0.019801972433924675,
|
|
0.16438350081443787,
|
|
0.048780445009469986,
|
|
0.27999988198280334,
|
|
0.1528661698102951,
|
|
0.09374994784593582,
|
|
0.09259255975484848,
|
|
0.3446153402328491,
|
|
0.12987005710601807,
|
|
0.06857136636972427,
|
|
0.03738315775990486,
|
|
0.17187494039535522,
|
|
0.11764699220657349,
|
|
0.2997117340564728,
|
|
0.0,
|
|
0.13333328068256378,
|
|
0.0967741385102272,
|
|
0.06557372957468033,
|
|
0.1347305029630661,
|
|
0.1951218694448471,
|
|
0.22105254232883453,
|
|
0.1340482234954834,
|
|
0.10322573781013489,
|
|
0.0645160898566246,
|
|
0.4466018080711365,
|
|
0.052173878997564316,
|
|
0.2437499314546585,
|
|
0.0,
|
|
0.0,
|
|
0.03846152126789093,
|
|
0.31325292587280273,
|
|
0.18749994039535522,
|
|
0.20444436371326447,
|
|
0.0,
|
|
0.018691571429371834,
|
|
0.45479440689086914,
|
|
0.3581266701221466,
|
|
0.2706766128540039,
|
|
0.0,
|
|
0.23287664353847504,
|
|
0.18604643642902374,
|
|
0.2314814031124115,
|
|
0.09655166417360306,
|
|
0.5015872120857239,
|
|
0.19999992847442627,
|
|
0.3867923319339752,
|
|
0.18749994039535522,
|
|
0.06635065376758575,
|
|
0.08477839082479477,
|
|
0.01785712130367756,
|
|
0.220779150724411,
|
|
0.5108694434165955,
|
|
0.29213473200798035,
|
|
0.3269961178302765,
|
|
0.43636354804039,
|
|
0.030769191682338715,
|
|
0.2796609401702881,
|
|
0.0,
|
|
0.2540321946144104,
|
|
0.34013596177101135,
|
|
0.10784312337636948,
|
|
0.06557372212409973,
|
|
0.12857137620449066,
|
|
0.0,
|
|
0.06629828363656998,
|
|
0.4599302411079407,
|
|
0.05172409862279892,
|
|
0.07920785993337631,
|
|
0.2731706500053406,
|
|
0.2867923676967621,
|
|
0.08771926164627075,
|
|
0.0,
|
|
0.2345678210258484,
|
|
0.11464963108301163,
|
|
0.160714253783226,
|
|
0.05309731885790825,
|
|
0.08641968667507172,
|
|
0.346666544675827,
|
|
0.17910441756248474,
|
|
0.08403357863426208,
|
|
0.13496926426887512,
|
|
0.01785712130367756,
|
|
0.1379309743642807
|
|
],
|
|
"time": 163.5660135615617,
|
|
"param": [
|
|
{
|
|
"p": 0.024338338524103165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03058529831469059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0732225775718689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07914169132709503,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06398987770080566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04936232417821884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11928098648786545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09308966994285583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02375973016023636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09359569102525711,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009926710277795792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07833673059940338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17363861203193665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08773173391819,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 7.345972061157227,
|
|
"val_loss": 3.569420576095581,
|
|
"acc": 19.18,
|
|
"f1": [
|
|
0.30769219994544983,
|
|
0.12499994784593582,
|
|
0.12068961560726166,
|
|
0.1759999543428421,
|
|
0.01694912277162075,
|
|
0.14770455658435822,
|
|
0.18478251993656158,
|
|
0.16793887317180634,
|
|
0.03389827162027359,
|
|
0.2583332359790802,
|
|
0.05084741488099098,
|
|
0.059880178421735764,
|
|
0.06557372957468033,
|
|
0.15151509642601013,
|
|
0.017241353169083595,
|
|
0.05454542860388756,
|
|
0.019801972433924675,
|
|
0.2519684433937073,
|
|
0.2127659022808075,
|
|
0.0707964226603508,
|
|
0.27855148911476135,
|
|
0.1290322095155716,
|
|
0.01941746659576893,
|
|
0.27999988198280334,
|
|
0.32487303018569946,
|
|
0.12396689504384995,
|
|
0.0,
|
|
0.01851850003004074,
|
|
0.03921567276120186,
|
|
0.14285708963871002,
|
|
0.0,
|
|
0.07874010503292084,
|
|
0.10256405174732208,
|
|
0.2545453906059265,
|
|
0.18118460476398468,
|
|
0.09374994784593582,
|
|
0.17040351033210754,
|
|
0.17355364561080933,
|
|
0.0921052023768425,
|
|
0.07633582502603531,
|
|
0.08333329111337662,
|
|
0.3829786479473114,
|
|
0.01639341004192829,
|
|
0.14084501564502716,
|
|
0.018348604440689087,
|
|
0.05970144271850586,
|
|
0.06249995529651642,
|
|
0.26086950302124023,
|
|
0.21364979445934296,
|
|
0.23291133344173431,
|
|
0.018017996102571487,
|
|
0.12389375269412994,
|
|
0.3400365114212036,
|
|
0.2842104732990265,
|
|
0.331034392118454,
|
|
0.019801972433924675,
|
|
0.20216600596904755,
|
|
0.188552126288414,
|
|
0.07207204401493073,
|
|
0.05970144271850586,
|
|
0.5375493168830872,
|
|
0.24358965456485748,
|
|
0.29931965470314026,
|
|
0.1379309743642807,
|
|
0.0,
|
|
0.0,
|
|
0.06349202245473862,
|
|
0.17921142280101776,
|
|
0.37735840678215027,
|
|
0.31612899899482727,
|
|
0.3760683238506317,
|
|
0.38251355290412903,
|
|
0.0,
|
|
0.25592413544654846,
|
|
0.019230758771300316,
|
|
0.3999999463558197,
|
|
0.26153838634490967,
|
|
0.05714280158281326,
|
|
0.06106865406036377,
|
|
0.01851850003004074,
|
|
0.0,
|
|
0.11695904284715652,
|
|
0.5550238490104675,
|
|
0.12935318052768707,
|
|
0.0,
|
|
0.21925127506256104,
|
|
0.30769219994544983,
|
|
0.20833326876163483,
|
|
0.031745996326208115,
|
|
0.21621613204479218,
|
|
0.1775147169828415,
|
|
0.28571417927742004,
|
|
0.03571426123380661,
|
|
0.1528661698102951,
|
|
0.35403719544410706,
|
|
0.31872501969337463,
|
|
0.11023616790771484,
|
|
0.124567411839962,
|
|
0.11439839750528336,
|
|
0.03703698515892029
|
|
],
|
|
"time": 164.14490347914398,
|
|
"param": [
|
|
{
|
|
"p": 0.025878742337226868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012369741685688496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06670922040939331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07170593738555908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0589032880961895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03222161903977394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12100204825401306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0856209471821785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028977209702134132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08656525611877441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08333352953195572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.066208615899086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1899661123752594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07053772360086441,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 7.385745048522949,
|
|
"val_loss": 3.2531003952026367,
|
|
"acc": 20.5,
|
|
"f1": [
|
|
0.3308822214603424,
|
|
0.14754094183444977,
|
|
0.13513506948947906,
|
|
0.08484841883182526,
|
|
0.04733722656965256,
|
|
0.1957446187734604,
|
|
0.19108274579048157,
|
|
0.15384609997272491,
|
|
0.09009005129337311,
|
|
0.2612611949443817,
|
|
0.0,
|
|
0.05490190535783768,
|
|
0.08333327621221542,
|
|
0.08695648610591888,
|
|
0.17813760042190552,
|
|
0.16279064118862152,
|
|
0.03225803002715111,
|
|
0.36636629700660706,
|
|
0.28193822503089905,
|
|
0.1754385381937027,
|
|
0.3318384885787964,
|
|
0.19335344433784485,
|
|
0.11965807527303696,
|
|
0.21705420315265656,
|
|
0.38596484065055847,
|
|
0.11199995130300522,
|
|
0.0,
|
|
0.0,
|
|
0.1940297782421112,
|
|
0.11764701455831528,
|
|
0.2702702283859253,
|
|
0.09459453821182251,
|
|
0.1499999463558197,
|
|
0.3016759157180786,
|
|
0.0,
|
|
0.11111108213663101,
|
|
0.15294109284877777,
|
|
0.1990049034357071,
|
|
0.12738847732543945,
|
|
0.15151509642601013,
|
|
0.10778438299894333,
|
|
0.5350316762924194,
|
|
0.15126045048236847,
|
|
0.19793811440467834,
|
|
0.09174305200576782,
|
|
0.01851850003004074,
|
|
0.13675208389759064,
|
|
0.4431816637516022,
|
|
0.24999994039535522,
|
|
0.27205872535705566,
|
|
0.0869564563035965,
|
|
0.019047604873776436,
|
|
0.5287355184555054,
|
|
0.42857131361961365,
|
|
0.34716975688934326,
|
|
0.030456800013780594,
|
|
0.3583814203739166,
|
|
0.15714280307292938,
|
|
0.03921567276120186,
|
|
0.0967741385102272,
|
|
0.61146479845047,
|
|
0.3529410660266876,
|
|
0.2967032194137573,
|
|
0.1836734414100647,
|
|
0.09160298854112625,
|
|
0.0,
|
|
0.038461487740278244,
|
|
0.07874010503292084,
|
|
0.5365852117538452,
|
|
0.3148147463798523,
|
|
0.22434362769126892,
|
|
0.4223601520061493,
|
|
0.05714280158281326,
|
|
0.19999994337558746,
|
|
0.09701486676931381,
|
|
0.3174602687358856,
|
|
0.29999998211860657,
|
|
0.07171309739351273,
|
|
0.04137926548719406,
|
|
0.05172409862279892,
|
|
0.01694912277162075,
|
|
0.09032251685857773,
|
|
0.5803107619285583,
|
|
0.1558440923690796,
|
|
0.043165422976017,
|
|
0.2643677294254303,
|
|
0.32804223895072937,
|
|
0.21698106825351715,
|
|
0.0,
|
|
0.2872926890850067,
|
|
0.07407403737306595,
|
|
0.2677164673805237,
|
|
0.14358967542648315,
|
|
0.018017996102571487,
|
|
0.34383949637413025,
|
|
0.38766512274742126,
|
|
0.24580998718738556,
|
|
0.12435225397348404,
|
|
0.02941172383725643,
|
|
0.1379309743642807
|
|
],
|
|
"time": 162.87672372348607,
|
|
"param": [
|
|
{
|
|
"p": 0.025129128247499466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027514411136507988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0556388758122921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07879544049501419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06343208998441696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03165542334318161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11521311849355698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07900778949260712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048876259475946426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0790596753358841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06978783756494522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06326423585414886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20960086584091187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053024958819150925,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 7.369041442871094,
|
|
"val_loss": 3.2860705852508545,
|
|
"acc": 22.64,
|
|
"f1": [
|
|
0.41573023796081543,
|
|
0.22612081468105316,
|
|
0.15918362140655518,
|
|
0.1643058955669403,
|
|
0.0491802878677845,
|
|
0.22456136345863342,
|
|
0.13559314608573914,
|
|
0.2268906980752945,
|
|
0.1891890913248062,
|
|
0.30065348744392395,
|
|
0.08759118616580963,
|
|
0.01694912277162075,
|
|
0.12598420679569244,
|
|
0.13559314608573914,
|
|
0.11494245380163193,
|
|
0.11199995130300522,
|
|
0.1965811401605606,
|
|
0.22222214937210083,
|
|
0.12068961560726166,
|
|
0.17171710729599,
|
|
0.40384599566459656,
|
|
0.2611275315284729,
|
|
0.14925366640090942,
|
|
0.28025469183921814,
|
|
0.36138612031936646,
|
|
0.11347512155771255,
|
|
0.0,
|
|
0.16020669043064117,
|
|
0.2117646485567093,
|
|
0.156133770942688,
|
|
0.3568074107170105,
|
|
0.13749992847442627,
|
|
0.17218534648418427,
|
|
0.19444438815116882,
|
|
0.07339446991682053,
|
|
0.0,
|
|
0.21621613204479218,
|
|
0.07142854481935501,
|
|
0.0,
|
|
0.01960783451795578,
|
|
0.1862347573041916,
|
|
0.3945577144622803,
|
|
0.2025315910577774,
|
|
0.2312137931585312,
|
|
0.08695648610591888,
|
|
0.01639341004192829,
|
|
0.197101429104805,
|
|
0.38356155157089233,
|
|
0.3855420649051666,
|
|
0.2234041839838028,
|
|
0.0672268494963646,
|
|
0.13197962939739227,
|
|
0.5473682880401611,
|
|
0.46534639596939087,
|
|
0.43518510460853577,
|
|
0.0,
|
|
0.3172413110733032,
|
|
0.19736838340759277,
|
|
0.18836559355258942,
|
|
0.017093989998102188,
|
|
0.3739130198955536,
|
|
0.2131146788597107,
|
|
0.3255813717842102,
|
|
0.19999997317790985,
|
|
0.018017996102571487,
|
|
0.13690471649169922,
|
|
0.0,
|
|
0.3152172863483429,
|
|
0.47257372736930847,
|
|
0.3049999475479126,
|
|
0.12499995529651642,
|
|
0.26153838634490967,
|
|
0.10370365530252457,
|
|
0.265060156583786,
|
|
0.0,
|
|
0.333333283662796,
|
|
0.5520831942558289,
|
|
0.08743163198232651,
|
|
0.019801972433924675,
|
|
0.09230764210224152,
|
|
0.047244053333997726,
|
|
0.08805025368928909,
|
|
0.5583332777023315,
|
|
0.17525766789913177,
|
|
0.09243691712617874,
|
|
0.2953367233276367,
|
|
0.3196346163749695,
|
|
0.09374994784593582,
|
|
0.0,
|
|
0.26086950302124023,
|
|
0.14666660130023956,
|
|
0.3301886022090912,
|
|
0.0,
|
|
0.13333328068256378,
|
|
0.40277767181396484,
|
|
0.35582810640335083,
|
|
0.16528919339179993,
|
|
0.22966498136520386,
|
|
0.0,
|
|
0.056337978690862656
|
|
],
|
|
"time": 162.21616798453033,
|
|
"param": [
|
|
{
|
|
"p": 0.023923806846141815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03677847981452942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05355524644255638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07689715176820755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05550248920917511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06823339313268661,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11039084941148758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07262130826711655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044951651245355606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07822982221841812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06068441644310951,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0644979476928711,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21510761976242065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03862588480114937,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 6.978242874145508,
|
|
"val_loss": 3.149556875228882,
|
|
"acc": 22.88,
|
|
"f1": [
|
|
0.43999987840652466,
|
|
0.3352600038051605,
|
|
0.19736838340759277,
|
|
0.1142856702208519,
|
|
0.10738249123096466,
|
|
0.18055549263954163,
|
|
0.07339446991682053,
|
|
0.19730934500694275,
|
|
0.15819205343723297,
|
|
0.2869197428226471,
|
|
0.10588229447603226,
|
|
0.09599995613098145,
|
|
0.15217386186122894,
|
|
0.11458329856395721,
|
|
0.057553909718990326,
|
|
0.01941746659576893,
|
|
0.18181811273097992,
|
|
0.3555554449558258,
|
|
0.2521738111972809,
|
|
0.10169486701488495,
|
|
0.3885713219642639,
|
|
0.24358965456485748,
|
|
0.17801040410995483,
|
|
0.4148934781551361,
|
|
0.42639580368995667,
|
|
0.19108274579048157,
|
|
0.09999995678663254,
|
|
0.0869564637541771,
|
|
0.2941175401210785,
|
|
0.09090904891490936,
|
|
0.29268285632133484,
|
|
0.1523178368806839,
|
|
0.1924685686826706,
|
|
0.31417617201805115,
|
|
0.2488037496805191,
|
|
0.1360543668270111,
|
|
0.2374998927116394,
|
|
0.1762113720178604,
|
|
0.09150320291519165,
|
|
0.20304562151432037,
|
|
0.14184391498565674,
|
|
0.3008849322795868,
|
|
0.05504584312438965,
|
|
0.2208201140165329,
|
|
0.05925920605659485,
|
|
0.12080531567335129,
|
|
0.054054029285907745,
|
|
0.45405393838882446,
|
|
0.23225802183151245,
|
|
0.16666661202907562,
|
|
0.05063285678625107,
|
|
0.11111106723546982,
|
|
0.4624999761581421,
|
|
0.474226713180542,
|
|
0.41071420907974243,
|
|
0.06629828363656998,
|
|
0.18803413212299347,
|
|
0.23076915740966797,
|
|
0.15408803522586823,
|
|
0.23913037776947021,
|
|
0.6698111891746521,
|
|
0.2166665941476822,
|
|
0.4052862524986267,
|
|
0.19298239052295685,
|
|
0.0,
|
|
0.03389827162027359,
|
|
0.09333327412605286,
|
|
0.29694315791130066,
|
|
0.6138612627983093,
|
|
0.3775508999824524,
|
|
0.34449753165245056,
|
|
0.5188678503036499,
|
|
0.06535942107439041,
|
|
0.25945934653282166,
|
|
0.1395348459482193,
|
|
0.4529913365840912,
|
|
0.4794519543647766,
|
|
0.09756091237068176,
|
|
0.10476183891296387,
|
|
0.15384608507156372,
|
|
0.019801972433924675,
|
|
0.10924363881349564,
|
|
0.6167399883270264,
|
|
0.10084028542041779,
|
|
0.10937494784593582,
|
|
0.2348177433013916,
|
|
0.23859642446041107,
|
|
0.1655171811580658,
|
|
0.062499936670064926,
|
|
0.2433861941099167,
|
|
0.11363628506660461,
|
|
0.31186434626579285,
|
|
0.0,
|
|
0.03389827162027359,
|
|
0.4434387683868408,
|
|
0.3628317713737488,
|
|
0.20270265638828278,
|
|
0.12467529624700546,
|
|
0.0,
|
|
0.14906825125217438
|
|
],
|
|
"time": 163.33989445492625,
|
|
"param": [
|
|
{
|
|
"p": 0.02358112670481205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022533269599080086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0576203279197216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06799270212650299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06320803612470627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04810800030827522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1138450875878334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07547137141227722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035624999552965164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07172565907239914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059962231665849686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07311532646417618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2647695243358612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022442257031798363,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 6.5005083084106445,
|
|
"val_loss": 2.9960789680480957,
|
|
"acc": 23.25,
|
|
"f1": [
|
|
0.3357313573360443,
|
|
0.2731706500053406,
|
|
0.13461533188819885,
|
|
0.17260783910751343,
|
|
0.03305782005190849,
|
|
0.15950913727283478,
|
|
0.220779150724411,
|
|
0.15384609997272491,
|
|
0.20547938346862793,
|
|
0.32222211360931396,
|
|
0.03333330154418945,
|
|
0.05172409862279892,
|
|
0.07142854481935501,
|
|
0.17931029200553894,
|
|
0.12380944937467575,
|
|
0.12738847732543945,
|
|
0.19108274579048157,
|
|
0.10909086465835571,
|
|
0.17910441756248474,
|
|
0.1514360010623932,
|
|
0.47619035840034485,
|
|
0.24203814566135406,
|
|
0.13636358082294464,
|
|
0.4016392230987549,
|
|
0.4899998903274536,
|
|
0.17813760042190552,
|
|
0.037037014961242676,
|
|
0.14598533511161804,
|
|
0.33789944648742676,
|
|
0.16666661202907562,
|
|
0.20588228106498718,
|
|
0.20111726224422455,
|
|
0.2014387845993042,
|
|
0.25517234206199646,
|
|
0.19841262698173523,
|
|
0.015999965369701385,
|
|
0.16842101514339447,
|
|
0.16249993443489075,
|
|
0.07142854481935501,
|
|
0.23728805780410767,
|
|
0.19587622582912445,
|
|
0.5444443225860596,
|
|
0.14975038170814514,
|
|
0.2244388312101364,
|
|
0.03773583099246025,
|
|
0.10227267444133759,
|
|
0.19083963334560394,
|
|
0.3564355969429016,
|
|
0.3636362552642822,
|
|
0.17435890436172485,
|
|
0.08764934539794922,
|
|
0.10169485956430435,
|
|
0.5073169469833374,
|
|
0.3984673321247101,
|
|
0.03809521719813347,
|
|
0.031745996326208115,
|
|
0.3756905198097229,
|
|
0.198198139667511,
|
|
0.22377613186836243,
|
|
0.18461531400680542,
|
|
0.5839415192604065,
|
|
0.3463686406612396,
|
|
0.37499988079071045,
|
|
0.17391298711299896,
|
|
0.07999993860721588,
|
|
0.08633087575435638,
|
|
0.13407814502716064,
|
|
0.26461535692214966,
|
|
0.48484838008880615,
|
|
0.46534639596939087,
|
|
0.23312875628471375,
|
|
0.5158728957176208,
|
|
0.09836062043905258,
|
|
0.29392966628074646,
|
|
0.0790959894657135,
|
|
0.4210525453090668,
|
|
0.3382352292537689,
|
|
0.10837431997060776,
|
|
0.07936502993106842,
|
|
0.22485199570655823,
|
|
0.09183667600154877,
|
|
0.11475405097007751,
|
|
0.5688887238502502,
|
|
0.18749994039535522,
|
|
0.08602144569158554,
|
|
0.35532984137535095,
|
|
0.30107519030570984,
|
|
0.28054288029670715,
|
|
0.01785712130367756,
|
|
0.27551010251045227,
|
|
0.01941746659576893,
|
|
0.39252325892448425,
|
|
0.2181817591190338,
|
|
0.04580147936940193,
|
|
0.35102033615112305,
|
|
0.15873010456562042,
|
|
0.21917803585529327,
|
|
0.18749991059303284,
|
|
0.1442307084798813,
|
|
0.18181811273097992
|
|
],
|
|
"time": 163.91666819807142,
|
|
"param": [
|
|
{
|
|
"p": 0.027950657531619072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010936830192804337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04438456892967224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07286562770605087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06385920196771622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031778570264577866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11773272603750229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07029130309820175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06579314917325974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09441309422254562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04609520360827446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05963505432009697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2543303370475769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03993366286158562,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 6.477306365966797,
|
|
"val_loss": 3.0770275592803955,
|
|
"acc": 25.54,
|
|
"f1": [
|
|
0.5294116139411926,
|
|
0.3116881847381592,
|
|
0.1914892941713333,
|
|
0.23529404401779175,
|
|
0.018867909908294678,
|
|
0.15807555615901947,
|
|
0.19108274579048157,
|
|
0.23225797712802887,
|
|
0.2072538137435913,
|
|
0.3795619308948517,
|
|
0.052631545811891556,
|
|
0.05504584312438965,
|
|
0.23280414938926697,
|
|
0.0,
|
|
0.18390797078609467,
|
|
0.14977967739105225,
|
|
0.238805890083313,
|
|
0.3494623303413391,
|
|
0.2117646485567093,
|
|
0.18421046435832977,
|
|
0.4598929286003113,
|
|
0.4158414602279663,
|
|
0.21333324909210205,
|
|
0.36842095851898193,
|
|
0.47176072001457214,
|
|
0.15999995172023773,
|
|
0.018181798979640007,
|
|
0.19277101755142212,
|
|
0.28947362303733826,
|
|
0.05607474222779274,
|
|
0.34343424439430237,
|
|
0.24477605521678925,
|
|
0.18579228222370148,
|
|
0.19999992847442627,
|
|
0.2264150232076645,
|
|
0.17164172232151031,
|
|
0.18439710140228271,
|
|
0.1759999692440033,
|
|
0.06106865406036377,
|
|
0.23448269069194794,
|
|
0.22508031129837036,
|
|
0.477272629737854,
|
|
0.18633535504341125,
|
|
0.19480513036251068,
|
|
0.08633087575435638,
|
|
0.14444437623023987,
|
|
0.20512813329696655,
|
|
0.32031241059303284,
|
|
0.38993698358535767,
|
|
0.23715409636497498,
|
|
0.10232551395893097,
|
|
0.054421715438365936,
|
|
0.42372873425483704,
|
|
0.46956515312194824,
|
|
0.4347825050354004,
|
|
0.026490017771720886,
|
|
0.29864245653152466,
|
|
0.23809516429901123,
|
|
0.27999991178512573,
|
|
0.03809521719813347,
|
|
0.4836956262588501,
|
|
0.26845628023147583,
|
|
0.4148934781551361,
|
|
0.18336883187294006,
|
|
0.08450698852539062,
|
|
0.11764701455831528,
|
|
0.05555550381541252,
|
|
0.19696961343288422,
|
|
0.5520831942558289,
|
|
0.42285704612731934,
|
|
0.3365383446216583,
|
|
0.4315788447856903,
|
|
0.085470050573349,
|
|
0.2569831311702728,
|
|
0.13375791907310486,
|
|
0.5894736051559448,
|
|
0.49645376205444336,
|
|
0.1525423228740692,
|
|
0.15384609997272491,
|
|
0.2181817591190338,
|
|
0.03225803002715111,
|
|
0.13888882100582123,
|
|
0.587719202041626,
|
|
0.15662643313407898,
|
|
0.12359543144702911,
|
|
0.3529410660266876,
|
|
0.32520318031311035,
|
|
0.23560203611850739,
|
|
0.03389827162027359,
|
|
0.25889959931373596,
|
|
0.13223135471343994,
|
|
0.35294109582901,
|
|
0.0,
|
|
0.1683167666196823,
|
|
0.4518827795982361,
|
|
0.3586205542087555,
|
|
0.25168535113334656,
|
|
0.26361027359962463,
|
|
0.031249960884451866,
|
|
0.11842100322246552
|
|
],
|
|
"time": 162.5915364800021,
|
|
"param": [
|
|
{
|
|
"p": 0.027187852188944817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03563318029046059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04386517405509949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08010883629322052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05943050608038902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03722763434052467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12755733728408813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059279248118400574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054150018841028214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10135956108570099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04003897309303284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05881066247820854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2568534314632416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018497634679079056,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 6.071619987487793,
|
|
"val_loss": 3.0600650310516357,
|
|
"acc": 26.7,
|
|
"f1": [
|
|
0.49999988079071045,
|
|
0.3157894015312195,
|
|
0.19230762124061584,
|
|
0.10377352684736252,
|
|
0.08571423590183258,
|
|
0.23696675896644592,
|
|
0.1709401160478592,
|
|
0.24109581112861633,
|
|
0.16927896440029144,
|
|
0.28859052062034607,
|
|
0.048780445009469986,
|
|
0.09599995613098145,
|
|
0.2264150232076645,
|
|
0.1938774734735489,
|
|
0.1885245442390442,
|
|
0.12244893610477448,
|
|
0.18696880340576172,
|
|
0.4200912117958069,
|
|
0.2685184180736542,
|
|
0.17647051811218262,
|
|
0.48314592242240906,
|
|
0.40972214937210083,
|
|
0.21621613204479218,
|
|
0.47846877574920654,
|
|
0.4179103672504425,
|
|
0.15126045048236847,
|
|
0.12949636578559875,
|
|
0.18461529910564423,
|
|
0.36904752254486084,
|
|
0.1639343649148941,
|
|
0.26388877630233765,
|
|
0.20689651370048523,
|
|
0.20792071521282196,
|
|
0.23602473735809326,
|
|
0.23958325386047363,
|
|
0.07821223139762878,
|
|
0.28025469183921814,
|
|
0.17808210849761963,
|
|
0.15957443416118622,
|
|
0.31034475564956665,
|
|
0.23529404401779175,
|
|
0.5394735932350159,
|
|
0.12307687103748322,
|
|
0.25874119997024536,
|
|
0.08284018188714981,
|
|
0.1656804084777832,
|
|
0.21722839772701263,
|
|
0.4249998927116394,
|
|
0.39069753885269165,
|
|
0.2976189851760864,
|
|
0.03389827162027359,
|
|
0.1594202220439911,
|
|
0.5057469606399536,
|
|
0.4615383446216583,
|
|
0.45901623368263245,
|
|
0.052631527185440063,
|
|
0.41628947854042053,
|
|
0.231999933719635,
|
|
0.23021577298641205,
|
|
0.2689654231071472,
|
|
0.5751632452011108,
|
|
0.31788066029548645,
|
|
0.45454537868499756,
|
|
0.2614377737045288,
|
|
0.03603601083159447,
|
|
0.12244893610477448,
|
|
0.15384608507156372,
|
|
0.26415085792541504,
|
|
0.6634145379066467,
|
|
0.36090216040611267,
|
|
0.3797467350959778,
|
|
0.48979586362838745,
|
|
0.12499994039535522,
|
|
0.327644944190979,
|
|
0.05917154625058174,
|
|
0.48799988627433777,
|
|
0.32612961530685425,
|
|
0.037037014961242676,
|
|
0.10457510501146317,
|
|
0.20799992978572845,
|
|
0.09278344362974167,
|
|
0.09302320331335068,
|
|
0.6255142092704773,
|
|
0.2681991159915924,
|
|
0.03448272496461868,
|
|
0.38181808590888977,
|
|
0.3431951701641083,
|
|
0.3024389147758484,
|
|
0.03448272496461868,
|
|
0.32160791754722595,
|
|
0.17721515893936157,
|
|
0.39062488079071045,
|
|
0.0,
|
|
0.16730032861232758,
|
|
0.3803277909755707,
|
|
0.358024537563324,
|
|
0.2580644488334656,
|
|
0.24657529592514038,
|
|
0.16524210572242737,
|
|
0.123287633061409
|
|
],
|
|
"time": 165.30656561348587,
|
|
"param": [
|
|
{
|
|
"p": 0.029028892517089844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02400834485888481,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04577600583434105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08879224210977554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060839828103780746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030661555007100105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13609100878238678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06838525086641312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055810585618019104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09199121594429016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03622101992368698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05928347259759903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.26765933632850647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005451235454529524,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 6.5638108253479,
|
|
"val_loss": 3.0671257972717285,
|
|
"acc": 26.99,
|
|
"f1": [
|
|
0.4972374439239502,
|
|
0.2909089922904968,
|
|
0.15277770161628723,
|
|
0.2117646485567093,
|
|
0.081632599234581,
|
|
0.2037036269903183,
|
|
0.22641503810882568,
|
|
0.26244333386421204,
|
|
0.22009563446044922,
|
|
0.333333283662796,
|
|
0.0639999583363533,
|
|
0.085470050573349,
|
|
0.2953019440174103,
|
|
0.11864402145147324,
|
|
0.20289850234985352,
|
|
0.194871723651886,
|
|
0.2374998927116394,
|
|
0.3626372814178467,
|
|
0.2784809172153473,
|
|
0.17610056698322296,
|
|
0.4629628360271454,
|
|
0.40329205989837646,
|
|
0.21126753091812134,
|
|
0.41249996423721313,
|
|
0.40837693214416504,
|
|
0.1481480747461319,
|
|
0.056337978690862656,
|
|
0.16417904198169708,
|
|
0.2686566412448883,
|
|
0.19753079116344452,
|
|
0.24999989569187164,
|
|
0.1398600935935974,
|
|
0.24489788711071014,
|
|
0.27999991178512573,
|
|
0.19277101755142212,
|
|
0.10191076993942261,
|
|
0.23376615345478058,
|
|
0.16666661202907562,
|
|
0.13725484907627106,
|
|
0.28712859749794006,
|
|
0.20168061554431915,
|
|
0.45756447315216064,
|
|
0.2095237374305725,
|
|
0.2530611455440521,
|
|
0.07291661202907562,
|
|
0.12765949964523315,
|
|
0.15706801414489746,
|
|
0.43298953771591187,
|
|
0.3703702688217163,
|
|
0.2536584436893463,
|
|
0.03389827162027359,
|
|
0.12345672398805618,
|
|
0.5612244009971619,
|
|
0.46376803517341614,
|
|
0.27419349551200867,
|
|
0.015999965369701385,
|
|
0.4295300841331482,
|
|
0.22831043601036072,
|
|
0.2682925760746002,
|
|
0.26415085792541504,
|
|
0.6399998664855957,
|
|
0.3534882664680481,
|
|
0.3999998867511749,
|
|
0.28148138523101807,
|
|
0.0,
|
|
0.17679551243782043,
|
|
0.1731601059436798,
|
|
0.22317588329315186,
|
|
0.577777624130249,
|
|
0.3417366147041321,
|
|
0.36206886172294617,
|
|
0.47761180996894836,
|
|
0.13698624074459076,
|
|
0.28368785977363586,
|
|
0.06060601398348808,
|
|
0.5155554413795471,
|
|
0.46788978576660156,
|
|
0.15637852251529694,
|
|
0.17171710729599,
|
|
0.211604043841362,
|
|
0.0504201278090477,
|
|
0.19883033633232117,
|
|
0.4758841097354889,
|
|
0.19251330196857452,
|
|
0.07643306255340576,
|
|
0.33976826071739197,
|
|
0.30278873443603516,
|
|
0.23809516429901123,
|
|
0.1015227735042572,
|
|
0.2793295085430145,
|
|
0.25668442249298096,
|
|
0.37288129329681396,
|
|
0.1290322095155716,
|
|
0.13422814011573792,
|
|
0.42372873425483704,
|
|
0.26611223816871643,
|
|
0.25961530208587646,
|
|
0.2682925760746002,
|
|
0.11392398923635483,
|
|
0.13259662687778473
|
|
],
|
|
"time": 162.3810840593651,
|
|
"param": [
|
|
{
|
|
"p": 0.02201445773243904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011934053152799606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03739352151751518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08891115337610245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06230458989739418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03554774075746536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13364867866039276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05612971633672714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04892963543534279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08973150700330734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030741721391677856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05433817207813263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23847772181034088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08989731967449188,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 7.131824493408203,
|
|
"val_loss": 2.856093406677246,
|
|
"acc": 28.3,
|
|
"f1": [
|
|
0.507771909236908,
|
|
0.30270257592201233,
|
|
0.20600852370262146,
|
|
0.18934904038906097,
|
|
0.10256402939558029,
|
|
0.21602784097194672,
|
|
0.245353102684021,
|
|
0.2987011969089508,
|
|
0.2821575999259949,
|
|
0.42352932691574097,
|
|
0.16981124877929688,
|
|
0.06837603449821472,
|
|
0.30939218401908875,
|
|
0.07407403737306595,
|
|
0.1307188868522644,
|
|
0.16049376130104065,
|
|
0.2528734505176544,
|
|
0.31944435834884644,
|
|
0.21794864535331726,
|
|
0.22907482087612152,
|
|
0.5118482112884521,
|
|
0.4622640609741211,
|
|
0.21645015478134155,
|
|
0.4692735970020294,
|
|
0.4980236291885376,
|
|
0.20382159948349,
|
|
0.19047614932060242,
|
|
0.17460311949253082,
|
|
0.34309613704681396,
|
|
0.20740734040737152,
|
|
0.3453236222267151,
|
|
0.24242419004440308,
|
|
0.20689649879932404,
|
|
0.23036640882492065,
|
|
0.23364479839801788,
|
|
0.14705877006053925,
|
|
0.21319790184497833,
|
|
0.17142850160598755,
|
|
0.18834073841571808,
|
|
0.3636362552642822,
|
|
0.22399991750717163,
|
|
0.535519003868103,
|
|
0.22549012303352356,
|
|
0.26666656136512756,
|
|
0.10389603674411774,
|
|
0.1509433388710022,
|
|
0.176470547914505,
|
|
0.4823527932167053,
|
|
0.3999999165534973,
|
|
0.2779155969619751,
|
|
0.10370365530252457,
|
|
0.16058386862277985,
|
|
0.5960782766342163,
|
|
0.5478259921073914,
|
|
0.3999998867511749,
|
|
0.0732983723282814,
|
|
0.34482747316360474,
|
|
0.25870639085769653,
|
|
0.27343741059303284,
|
|
0.22222214937210083,
|
|
0.653465211391449,
|
|
0.3216782510280609,
|
|
0.39778995513916016,
|
|
0.25396814942359924,
|
|
0.03418800234794617,
|
|
0.1503758728504181,
|
|
0.13131305575370789,
|
|
0.2014387845993042,
|
|
0.6724136471748352,
|
|
0.4973543584346771,
|
|
0.2553190588951111,
|
|
0.45581385493278503,
|
|
0.0,
|
|
0.31531521677970886,
|
|
0.07692301273345947,
|
|
0.47407400608062744,
|
|
0.5589519143104553,
|
|
0.0921052023768425,
|
|
0.13432830572128296,
|
|
0.19607838988304138,
|
|
0.07299264520406723,
|
|
0.23111103475093842,
|
|
0.5403225421905518,
|
|
0.22996509075164795,
|
|
0.1658536046743393,
|
|
0.3414633274078369,
|
|
0.2987012565135956,
|
|
0.29553258419036865,
|
|
0.11612897366285324,
|
|
0.21481478214263916,
|
|
0.14218004047870636,
|
|
0.40641695261001587,
|
|
0.05970144271850586,
|
|
0.1556885540485382,
|
|
0.5021275877952576,
|
|
0.41975298523902893,
|
|
0.2736841142177582,
|
|
0.25157222151756287,
|
|
0.017093989998102188,
|
|
0.20454540848731995
|
|
],
|
|
"time": 162.35205551423132,
|
|
"param": [
|
|
{
|
|
"p": 0.019805606454610825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05485726520419121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022327233105897903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04759962111711502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04887453839182854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11808069050312042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0964825376868248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04680556058883667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13742052018642426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040314286947250366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025804495438933372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04949844256043434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22073549032211304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139365375041962,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 6.399109363555908,
|
|
"val_loss": 2.919555902481079,
|
|
"acc": 28.12,
|
|
"f1": [
|
|
0.5136185884475708,
|
|
0.39810416102409363,
|
|
0.18181811273097992,
|
|
0.2173912227153778,
|
|
0.13095231354236603,
|
|
0.22857138514518738,
|
|
0.2842104732990265,
|
|
0.2758620083332062,
|
|
0.2843136191368103,
|
|
0.36018943786621094,
|
|
0.10370365530252457,
|
|
0.17634403705596924,
|
|
0.3692306876182556,
|
|
0.19999995827674866,
|
|
0.14723920822143555,
|
|
0.13664589822292328,
|
|
0.3203882575035095,
|
|
0.45871543884277344,
|
|
0.15624994039535522,
|
|
0.20938622951507568,
|
|
0.44444435834884644,
|
|
0.4577113389968872,
|
|
0.19277101755142212,
|
|
0.4766353964805603,
|
|
0.47169798612594604,
|
|
0.1774192750453949,
|
|
0.1415928602218628,
|
|
0.14126387238502502,
|
|
0.32456132769584656,
|
|
0.15748025476932526,
|
|
0.3013697564601898,
|
|
0.11764701455831528,
|
|
0.2749999165534973,
|
|
0.2399999350309372,
|
|
0.24193541705608368,
|
|
0.12785382568836212,
|
|
0.25892847776412964,
|
|
0.20192298293113708,
|
|
0.13333328068256378,
|
|
0.36129021644592285,
|
|
0.2790696918964386,
|
|
0.4827585518360138,
|
|
0.1951218843460083,
|
|
0.26332277059555054,
|
|
0.11382109671831131,
|
|
0.14583328366279602,
|
|
0.15642453730106354,
|
|
0.4094487428665161,
|
|
0.36820071935653687,
|
|
0.29714274406433105,
|
|
0.03199996426701546,
|
|
0.1398600935935974,
|
|
0.3975153863430023,
|
|
0.4701194167137146,
|
|
0.482758492231369,
|
|
0.03333330154418945,
|
|
0.38427940011024475,
|
|
0.3053433895111084,
|
|
0.31999993324279785,
|
|
0.2673795819282532,
|
|
0.6730768084526062,
|
|
0.3537413775920868,
|
|
0.33802807331085205,
|
|
0.31730762124061584,
|
|
0.11724132299423218,
|
|
0.10778438299894333,
|
|
0.10191076993942261,
|
|
0.19047611951828003,
|
|
0.6303501129150391,
|
|
0.37746474146842957,
|
|
0.3195265531539917,
|
|
0.5647058486938477,
|
|
0.017241353169083595,
|
|
0.33333322405815125,
|
|
0.14705877006053925,
|
|
0.5560536980628967,
|
|
0.6086955070495605,
|
|
0.1061946451663971,
|
|
0.13274329900741577,
|
|
0.14516125619411469,
|
|
0.0,
|
|
0.2147238850593567,
|
|
0.5454543828964233,
|
|
0.16374263167381287,
|
|
0.15598882734775543,
|
|
0.2909089922904968,
|
|
0.34343424439430237,
|
|
0.28482964634895325,
|
|
0.1438848376274109,
|
|
0.26352936029434204,
|
|
0.19791658222675323,
|
|
0.3801651895046234,
|
|
0.14634139835834503,
|
|
0.19178074598312378,
|
|
0.47577083110809326,
|
|
0.40517228841781616,
|
|
0.29473674297332764,
|
|
0.14516125619411469,
|
|
0.0336134098470211,
|
|
0.11864402145147324
|
|
],
|
|
"time": 164.5928576597944,
|
|
"param": [
|
|
{
|
|
"p": 0.01598784513771534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03120194934308529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14938031136989594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07094165682792664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04947410151362419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08313121646642685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0839061439037323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040475040674209595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09542536735534668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1040220782160759,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018130237236618996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0427093543112278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1722709834575653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04294375702738762,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 5.676905632019043,
|
|
"val_loss": 2.6558783054351807,
|
|
"acc": 29.51,
|
|
"f1": [
|
|
0.49999988079071045,
|
|
0.37681150436401367,
|
|
0.23715409636497498,
|
|
0.22950810194015503,
|
|
0.14534878730773926,
|
|
0.24489788711071014,
|
|
0.25589218735694885,
|
|
0.2677164673805237,
|
|
0.22317588329315186,
|
|
0.3943661153316498,
|
|
0.07751933485269547,
|
|
0.11235948652029037,
|
|
0.2999999225139618,
|
|
0.20512813329696655,
|
|
0.19555547833442688,
|
|
0.19277101755142212,
|
|
0.2976189851760864,
|
|
0.3892616629600525,
|
|
0.2485874742269516,
|
|
0.19459453225135803,
|
|
0.5352111458778381,
|
|
0.37529686093330383,
|
|
0.17647051811218262,
|
|
0.33587777614593506,
|
|
0.5283018350601196,
|
|
0.1777777075767517,
|
|
0.18713442981243134,
|
|
0.17647051811218262,
|
|
0.3510637581348419,
|
|
0.21951214969158173,
|
|
0.3157893717288971,
|
|
0.23312877118587494,
|
|
0.2649571895599365,
|
|
0.2541435658931732,
|
|
0.2592591643333435,
|
|
0.11152411252260208,
|
|
0.21028034389019012,
|
|
0.2206895798444748,
|
|
0.1835748255252838,
|
|
0.3794870972633362,
|
|
0.2598869204521179,
|
|
0.5358850359916687,
|
|
0.16923071444034576,
|
|
0.2901553809642792,
|
|
0.10457510501146317,
|
|
0.1062801256775856,
|
|
0.20991250872612,
|
|
0.45569607615470886,
|
|
0.36734679341316223,
|
|
0.29931962490081787,
|
|
0.05970144271850586,
|
|
0.24817509949207306,
|
|
0.563934326171875,
|
|
0.5048542022705078,
|
|
0.4341636300086975,
|
|
0.07185622304677963,
|
|
0.4878047704696655,
|
|
0.28426387906074524,
|
|
0.2840908169746399,
|
|
0.2193547636270523,
|
|
0.7019230127334595,
|
|
0.31884047389030457,
|
|
0.4170615077018738,
|
|
0.1754385381937027,
|
|
0.0806451216340065,
|
|
0.05084741488099098,
|
|
0.03571426123380661,
|
|
0.28187909722328186,
|
|
0.6888887882232666,
|
|
0.48623839020729065,
|
|
0.32599109411239624,
|
|
0.5699998736381531,
|
|
0.1029411256313324,
|
|
0.35156238079071045,
|
|
0.0666666254401207,
|
|
0.5953487157821655,
|
|
0.47908735275268555,
|
|
0.14414407312870026,
|
|
0.10852707922458649,
|
|
0.1759999394416809,
|
|
0.06572763621807098,
|
|
0.17679551243782043,
|
|
0.6589593291282654,
|
|
0.2116401493549347,
|
|
0.09790203720331192,
|
|
0.42342329025268555,
|
|
0.3364485204219818,
|
|
0.28085100650787354,
|
|
0.14736837148666382,
|
|
0.35897424817085266,
|
|
0.2393161654472351,
|
|
0.4050631821155548,
|
|
0.18579228222370148,
|
|
0.18478251993656158,
|
|
0.36907726526260376,
|
|
0.43555545806884766,
|
|
0.1985815018415451,
|
|
0.31155768036842346,
|
|
0.07999995350837708,
|
|
0.24999989569187164
|
|
],
|
|
"time": 164.7402719501406,
|
|
"param": [
|
|
{
|
|
"p": 0.025643976405262947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04154745861887932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09118232131004333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07556302845478058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06573771685361862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05003082752227783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12887339293956757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04967382550239563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06182242929935455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06294041872024536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033668309450149536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05990278720855713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24075816571712494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012655246071517467,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 6.591371536254883,
|
|
"val_loss": 2.954671859741211,
|
|
"acc": 30.76,
|
|
"f1": [
|
|
0.562211811542511,
|
|
0.3502824008464813,
|
|
0.2763635516166687,
|
|
0.2580644190311432,
|
|
0.03333330154418945,
|
|
0.2138364166021347,
|
|
0.2810809910297394,
|
|
0.28571417927742004,
|
|
0.2688523828983307,
|
|
0.48684197664260864,
|
|
0.15789467096328735,
|
|
0.16455689072608948,
|
|
0.28571417927742004,
|
|
0.2512076497077942,
|
|
0.1794019490480423,
|
|
0.1258740872144699,
|
|
0.2976743280887604,
|
|
0.4867255389690399,
|
|
0.19548864662647247,
|
|
0.21874994039535522,
|
|
0.5123152136802673,
|
|
0.449799120426178,
|
|
0.22222213447093964,
|
|
0.5130888819694519,
|
|
0.596858561038971,
|
|
0.2795697748661041,
|
|
0.07407403737306595,
|
|
0.2115384340286255,
|
|
0.4210525155067444,
|
|
0.24999991059303284,
|
|
0.40485823154449463,
|
|
0.24550892412662506,
|
|
0.2066115140914917,
|
|
0.26900574564933777,
|
|
0.3168315887451172,
|
|
0.1052631139755249,
|
|
0.2980768382549286,
|
|
0.20175431668758392,
|
|
0.18784524500370026,
|
|
0.4142855703830719,
|
|
0.3144652843475342,
|
|
0.5652172565460205,
|
|
0.1916166990995407,
|
|
0.320441871881485,
|
|
0.1126759946346283,
|
|
0.16170208156108856,
|
|
0.0754716694355011,
|
|
0.4230768084526062,
|
|
0.4313724637031555,
|
|
0.25165554881095886,
|
|
0.04615379497408867,
|
|
0.23107562959194183,
|
|
0.6355138421058655,
|
|
0.5220882296562195,
|
|
0.4651161730289459,
|
|
0.017241353169083595,
|
|
0.4342104196548462,
|
|
0.28193822503089905,
|
|
0.2647058069705963,
|
|
0.2739725112915039,
|
|
0.6938773989677429,
|
|
0.41975298523902893,
|
|
0.4237917363643646,
|
|
0.36082467436790466,
|
|
0.07999995350837708,
|
|
0.2127659022808075,
|
|
0.14545448124408722,
|
|
0.3314915895462036,
|
|
0.6782606840133667,
|
|
0.5781989693641663,
|
|
0.35502949357032776,
|
|
0.48936155438423157,
|
|
0.04799995943903923,
|
|
0.33112576603889465,
|
|
0.18784524500370026,
|
|
0.6120217442512512,
|
|
0.5822783708572388,
|
|
0.12021850794553757,
|
|
0.19095470011234283,
|
|
0.26415085792541504,
|
|
0.1272084265947342,
|
|
0.07999995350837708,
|
|
0.6635069251060486,
|
|
0.19444438815116882,
|
|
0.1913042813539505,
|
|
0.41666656732559204,
|
|
0.3999998867511749,
|
|
0.2784809172153473,
|
|
0.16867463290691376,
|
|
0.26378893852233887,
|
|
0.17827293276786804,
|
|
0.3886638879776001,
|
|
0.18390797078609467,
|
|
0.11111105233430862,
|
|
0.5294116735458374,
|
|
0.39130425453186035,
|
|
0.3230239748954773,
|
|
0.22099442780017853,
|
|
0.06097555160522461,
|
|
0.1911763846874237
|
|
],
|
|
"time": 162.2027984810993,
|
|
"param": [
|
|
{
|
|
"p": 0.03133940324187279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027413655072450638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0606943778693676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08307849615812302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06657925993204117,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030071178451180458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14576344192028046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04060596227645874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051490530371665955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041029367595911026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03541012480854988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05942221358418465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.25164327025413513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07545872777700424,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 6.201790809631348,
|
|
"val_loss": 2.738759756088257,
|
|
"acc": 31.07,
|
|
"f1": [
|
|
0.5700933337211609,
|
|
0.40641695261001587,
|
|
0.23232319951057434,
|
|
0.18333324790000916,
|
|
0.03418800234794617,
|
|
0.22429901361465454,
|
|
0.382978618144989,
|
|
0.3178081810474396,
|
|
0.28855711221694946,
|
|
0.42780739068984985,
|
|
0.06779656559228897,
|
|
0.20895516872406006,
|
|
0.306122362613678,
|
|
0.19459453225135803,
|
|
0.11538457125425339,
|
|
0.2297871857881546,
|
|
0.30158719420433044,
|
|
0.49019595980644226,
|
|
0.3846152722835541,
|
|
0.20689649879932404,
|
|
0.5306121110916138,
|
|
0.42857128381729126,
|
|
0.19867542386054993,
|
|
0.47868847846984863,
|
|
0.559139609336853,
|
|
0.21714277565479279,
|
|
0.20731700956821442,
|
|
0.19701489806175232,
|
|
0.46486473083496094,
|
|
0.2599999010562897,
|
|
0.3496931791305542,
|
|
0.3083699643611908,
|
|
0.27551010251045227,
|
|
0.29931965470314026,
|
|
0.2699999213218689,
|
|
0.0504201278090477,
|
|
0.3351350426673889,
|
|
0.1774192750453949,
|
|
0.17105257511138916,
|
|
0.2677164673805237,
|
|
0.32467523217201233,
|
|
0.5444443225860596,
|
|
0.18055549263954163,
|
|
0.2866893410682678,
|
|
0.13131305575370789,
|
|
0.11678826063871384,
|
|
0.22459883987903595,
|
|
0.4897957742214203,
|
|
0.446808397769928,
|
|
0.33928561210632324,
|
|
0.12142853438854218,
|
|
0.16666661202907562,
|
|
0.5811964869499207,
|
|
0.5418717861175537,
|
|
0.48484838008880615,
|
|
0.018867909908294678,
|
|
0.4550897181034088,
|
|
0.2838709056377411,
|
|
0.3234041631221771,
|
|
0.24358965456485748,
|
|
0.6947367191314697,
|
|
0.38502663373947144,
|
|
0.44444435834884644,
|
|
0.35443025827407837,
|
|
0.08791202306747437,
|
|
0.10084028542041779,
|
|
0.037037014961242676,
|
|
0.3069306015968323,
|
|
0.6759257912635803,
|
|
0.4896264970302582,
|
|
0.4050632119178772,
|
|
0.4634144902229309,
|
|
0.11711704730987549,
|
|
0.31428563594818115,
|
|
0.09790203720331192,
|
|
0.5521470904350281,
|
|
0.590908944606781,
|
|
0.12182734906673431,
|
|
0.1911262422800064,
|
|
0.2713567018508911,
|
|
0.0,
|
|
0.21428564190864563,
|
|
0.6380366683006287,
|
|
0.26548662781715393,
|
|
0.19631893932819366,
|
|
0.2953367233276367,
|
|
0.41269823908805847,
|
|
0.3179486393928528,
|
|
0.12949636578559875,
|
|
0.3523808717727661,
|
|
0.1290322095155716,
|
|
0.4303796589374542,
|
|
0.0,
|
|
0.1494252234697342,
|
|
0.5925924181938171,
|
|
0.38993698358535767,
|
|
0.3402060866355896,
|
|
0.21268650889396667,
|
|
0.11398956924676895,
|
|
0.127999946475029
|
|
],
|
|
"time": 164.33668598532677,
|
|
"param": [
|
|
{
|
|
"p": 0.033445775508880615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10813194513320923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05013507977128029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07449369877576828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06633317470550537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019051315262913704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12841030955314636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044917330145835876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0396268293261528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03496125712990761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023886598646640778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06140182167291641,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2595466077327728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05565827339887619,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 5.716377258300781,
|
|
"val_loss": 2.960148334503174,
|
|
"acc": 30.46,
|
|
"f1": [
|
|
0.5961536765098572,
|
|
0.396135151386261,
|
|
0.16935478150844574,
|
|
0.07751933485269547,
|
|
0.0,
|
|
0.22710618376731873,
|
|
0.2656249403953552,
|
|
0.3267972767353058,
|
|
0.26845628023147583,
|
|
0.43956032395362854,
|
|
0.15624994039535522,
|
|
0.20125779509544373,
|
|
0.3436122238636017,
|
|
0.2562277019023895,
|
|
0.1290322095155716,
|
|
0.1764705330133438,
|
|
0.2790696918964386,
|
|
0.4659089744091034,
|
|
0.22535203397274017,
|
|
0.2072538137435913,
|
|
0.4916665554046631,
|
|
0.4249998927116394,
|
|
0.2374998927116394,
|
|
0.49999988079071045,
|
|
0.48031488060951233,
|
|
0.16793888807296753,
|
|
0.20338976383209229,
|
|
0.23387089371681213,
|
|
0.33093515038490295,
|
|
0.23684203624725342,
|
|
0.37735840678215027,
|
|
0.2745096981525421,
|
|
0.29268285632133484,
|
|
0.32911381125450134,
|
|
0.2815532982349396,
|
|
0.11764699965715408,
|
|
0.2736841142177582,
|
|
0.23391805589199066,
|
|
0.19801974296569824,
|
|
0.36082467436790466,
|
|
0.390243798494339,
|
|
0.4149658977985382,
|
|
0.2244897186756134,
|
|
0.2833332419395447,
|
|
0.11475405097007751,
|
|
0.15827332437038422,
|
|
0.1648350954055786,
|
|
0.5308640599250793,
|
|
0.4416665732860565,
|
|
0.382978618144989,
|
|
0.08219172805547714,
|
|
0.20118334889411926,
|
|
0.6178860664367676,
|
|
0.5607475638389587,
|
|
0.491227924823761,
|
|
0.0865383967757225,
|
|
0.4598929286003113,
|
|
0.3121386468410492,
|
|
0.26277366280555725,
|
|
0.21874991059303284,
|
|
0.6704543232917786,
|
|
0.3980098366737366,
|
|
0.43373486399650574,
|
|
0.2996253967285156,
|
|
0.0,
|
|
0.14473678171634674,
|
|
0.10465110093355179,
|
|
0.284671425819397,
|
|
0.6218487024307251,
|
|
0.5182185173034668,
|
|
0.3267972767353058,
|
|
0.5511810183525085,
|
|
0.1061946302652359,
|
|
0.2871793806552887,
|
|
0.11111105233430862,
|
|
0.4542372524738312,
|
|
0.48208463191986084,
|
|
0.056603748351335526,
|
|
0.13333328068256378,
|
|
0.2517482042312622,
|
|
0.13973794877529144,
|
|
0.18285706639289856,
|
|
0.6624998450279236,
|
|
0.26315784454345703,
|
|
0.18532812595367432,
|
|
0.38974347710609436,
|
|
0.36082467436790466,
|
|
0.29433953762054443,
|
|
0.12949636578559875,
|
|
0.33720916509628296,
|
|
0.25125616788864136,
|
|
0.43786972761154175,
|
|
0.0672268494963646,
|
|
0.017241353169083595,
|
|
0.5208331942558289,
|
|
0.44725728034973145,
|
|
0.14084501564502716,
|
|
0.20833325386047363,
|
|
0.15168535709381104,
|
|
0.20731700956821442
|
|
],
|
|
"time": 163.70620766934007,
|
|
"param": [
|
|
{
|
|
"p": 0.03199082240462303,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15723900496959686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049985162913799286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0020126120653003454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0708690732717514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013860562816262245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.125149667263031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055774446576833725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039002981036901474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03257252275943756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03909357264637947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06790696084499359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.27316582202911377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0413767546415329,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 5.709139823913574,
|
|
"val_loss": 2.846843957901001,
|
|
"acc": 30.8,
|
|
"f1": [
|
|
0.5894736051559448,
|
|
0.3692306876182556,
|
|
0.24870456755161285,
|
|
0.2553190588951111,
|
|
0.05504584312438965,
|
|
0.2655600905418396,
|
|
0.33548372983932495,
|
|
0.2933332324028015,
|
|
0.238805890083313,
|
|
0.4162435233592987,
|
|
0.10434778034687042,
|
|
0.17460310459136963,
|
|
0.2536584436893463,
|
|
0.24083760380744934,
|
|
0.13533830642700195,
|
|
0.22321420907974243,
|
|
0.3265305161476135,
|
|
0.4927534759044647,
|
|
0.24137921631336212,
|
|
0.21621614694595337,
|
|
0.5066665410995483,
|
|
0.4788731336593628,
|
|
0.24113468825817108,
|
|
0.4972374439239502,
|
|
0.5505616068840027,
|
|
0.23312875628471375,
|
|
0.10434778034687042,
|
|
0.20930229127407074,
|
|
0.32031241059303284,
|
|
0.27322396636009216,
|
|
0.36514514684677124,
|
|
0.29508188366889954,
|
|
0.33720916509628296,
|
|
0.31764698028564453,
|
|
0.23448269069194794,
|
|
0.24870456755161285,
|
|
0.2780747711658478,
|
|
0.23834188282489777,
|
|
0.18791940808296204,
|
|
0.4343433380126953,
|
|
0.19271942973136902,
|
|
0.5731706023216248,
|
|
0.2617800235748291,
|
|
0.32258060574531555,
|
|
0.05357140302658081,
|
|
0.0666666254401207,
|
|
0.056603748351335526,
|
|
0.44578301906585693,
|
|
0.4615383446216583,
|
|
0.3303302824497223,
|
|
0.03603601083159447,
|
|
0.23076917231082916,
|
|
0.4210525155067444,
|
|
0.5631066560745239,
|
|
0.4678361415863037,
|
|
0.08583684265613556,
|
|
0.3609755337238312,
|
|
0.31730762124061584,
|
|
0.3456788659095764,
|
|
0.2902207672595978,
|
|
0.6477271318435669,
|
|
0.34722214937210083,
|
|
0.4230768084526062,
|
|
0.2767294645309448,
|
|
0.16814152896404266,
|
|
0.1360543668270111,
|
|
0.13432830572128296,
|
|
0.26277366280555725,
|
|
0.6462881565093994,
|
|
0.5024629235267639,
|
|
0.41379302740097046,
|
|
0.4744744300842285,
|
|
0.1118420660495758,
|
|
0.3577980697154999,
|
|
0.10169485956430435,
|
|
0.39566391706466675,
|
|
0.583690881729126,
|
|
0.11764699220657349,
|
|
0.1229049563407898,
|
|
0.27715346217155457,
|
|
0.10658302903175354,
|
|
0.15757569670677185,
|
|
0.6632122993469238,
|
|
0.18705029785633087,
|
|
0.13333328068256378,
|
|
0.44230756163597107,
|
|
0.38144323229789734,
|
|
0.3119265139102936,
|
|
0.14012733101844788,
|
|
0.3699420988559723,
|
|
0.25101208686828613,
|
|
0.46999987959861755,
|
|
0.22360241413116455,
|
|
0.1704544872045517,
|
|
0.47430822253227234,
|
|
0.42857131361961365,
|
|
0.3076922297477722,
|
|
0.24778753519058228,
|
|
0.052173878997564316,
|
|
0.2374998927116394
|
|
],
|
|
"time": 162.83744601905346,
|
|
"param": [
|
|
{
|
|
"p": 0.026866575703024864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09237992018461227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03784956410527229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17812423408031464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05799882486462593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03945057466626167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12793248891830444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047870125621557236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04554883390665054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021970588713884354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03102344274520874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049555759876966476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2278272658586502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015601796098053455,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 5.334174633026123,
|
|
"val_loss": 2.8086695671081543,
|
|
"acc": 30.08,
|
|
"f1": [
|
|
0.5806450843811035,
|
|
0.40975597500801086,
|
|
0.09917350858449936,
|
|
0.18181811273097992,
|
|
0.10837431997060776,
|
|
0.22456136345863342,
|
|
0.24277448654174805,
|
|
0.3515150547027588,
|
|
0.2886596620082855,
|
|
0.3496502637863159,
|
|
0.13836471736431122,
|
|
0.22073574364185333,
|
|
0.3249998688697815,
|
|
0.20134222507476807,
|
|
0.16774186491966248,
|
|
0.1970442682504654,
|
|
0.3068782389163971,
|
|
0.4246574342250824,
|
|
0.32704389095306396,
|
|
0.2553190290927887,
|
|
0.4854367673397064,
|
|
0.4174756109714508,
|
|
0.21428565680980682,
|
|
0.445652037858963,
|
|
0.5821594595909119,
|
|
0.208791121840477,
|
|
0.22988496720790863,
|
|
0.10810806602239609,
|
|
0.2879580855369568,
|
|
0.239999920129776,
|
|
0.2837836742401123,
|
|
0.24539868533611298,
|
|
0.2909089922904968,
|
|
0.18897630274295807,
|
|
0.32075464725494385,
|
|
0.0645160898566246,
|
|
0.253869891166687,
|
|
0.2456139624118805,
|
|
0.1449274718761444,
|
|
0.4022987186908722,
|
|
0.27755096554756165,
|
|
0.45487356185913086,
|
|
0.13445372879505157,
|
|
0.3295453190803528,
|
|
0.085470050573349,
|
|
0.17283941805362701,
|
|
0.14184391498565674,
|
|
0.447368323802948,
|
|
0.390243798494339,
|
|
0.3406592309474945,
|
|
0.15028895437717438,
|
|
0.23684203624725342,
|
|
0.5821594595909119,
|
|
0.5461845993995667,
|
|
0.3496502637863159,
|
|
0.04975118860602379,
|
|
0.3703702688217163,
|
|
0.2749998867511749,
|
|
0.32369929552078247,
|
|
0.29629620909690857,
|
|
0.7263681292533875,
|
|
0.4242422878742218,
|
|
0.44444435834884644,
|
|
0.3268481194972992,
|
|
0.14285708963871002,
|
|
0.19672125577926636,
|
|
0.11578940600156784,
|
|
0.28685250878334045,
|
|
0.6930691599845886,
|
|
0.43598607182502747,
|
|
0.1379309743642807,
|
|
0.494381844997406,
|
|
0.052631545811891556,
|
|
0.27322396636009216,
|
|
0.11249993741512299,
|
|
0.43712568283081055,
|
|
0.3842591941356659,
|
|
0.1481480747461319,
|
|
0.15748025476932526,
|
|
0.2269502729177475,
|
|
0.06944438815116882,
|
|
0.24083760380744934,
|
|
0.6376810669898987,
|
|
0.28571417927742004,
|
|
0.1696968972682953,
|
|
0.37288129329681396,
|
|
0.3576158285140991,
|
|
0.2597402334213257,
|
|
0.16271181404590607,
|
|
0.27160489559173584,
|
|
0.2758619785308838,
|
|
0.3538460433483124,
|
|
0.22627730667591095,
|
|
0.07299264520406723,
|
|
0.4980236291885376,
|
|
0.3975154161453247,
|
|
0.30150744318962097,
|
|
0.23275858163833618,
|
|
0.1455938220024109,
|
|
0.255999892950058
|
|
],
|
|
"time": 162.7810683492571,
|
|
"param": [
|
|
{
|
|
"p": 0.023578399792313576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05305664986371994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03964327648282051,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1036594957113266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061883874237537384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033560317009687424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1504872888326645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.079133540391922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05469805747270584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023512039333581924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036866482347249985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05189390480518341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.26862844824790955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019398270174860954,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 5.076982498168945,
|
|
"val_loss": 2.923732280731201,
|
|
"acc": 32.49,
|
|
"f1": [
|
|
0.5963301062583923,
|
|
0.3787877857685089,
|
|
0.22222213447093964,
|
|
0.22485199570655823,
|
|
0.1395348161458969,
|
|
0.2672064006328583,
|
|
0.23376615345478058,
|
|
0.3783782720565796,
|
|
0.33121007680892944,
|
|
0.41711217164993286,
|
|
0.07874010503292084,
|
|
0.23744283616542816,
|
|
0.2999999225139618,
|
|
0.2598869204521179,
|
|
0.19999992847442627,
|
|
0.14689262211322784,
|
|
0.3098590672016144,
|
|
0.44999995827674866,
|
|
0.27777770161628723,
|
|
0.24598921835422516,
|
|
0.5044246912002563,
|
|
0.4647301733493805,
|
|
0.259109228849411,
|
|
0.5447153449058533,
|
|
0.5568626523017883,
|
|
0.2176869958639145,
|
|
0.1938774734735489,
|
|
0.19708023965358734,
|
|
0.3465345501899719,
|
|
0.28758159279823303,
|
|
0.16216212511062622,
|
|
0.2541435658931732,
|
|
0.2872926890850067,
|
|
0.3275861144065857,
|
|
0.24068762362003326,
|
|
0.05607474222779274,
|
|
0.3268481194972992,
|
|
0.1100916936993599,
|
|
0.19767434895038605,
|
|
0.4999998211860657,
|
|
0.32411059737205505,
|
|
0.5463916063308716,
|
|
0.20238088071346283,
|
|
0.34736835956573486,
|
|
0.1742737889289856,
|
|
0.19730934500694275,
|
|
0.22009563446044922,
|
|
0.4028775990009308,
|
|
0.4785274565219879,
|
|
0.33783775568008423,
|
|
0.12865489721298218,
|
|
0.22399991750717163,
|
|
0.566929042339325,
|
|
0.5979380011558533,
|
|
0.4976075291633606,
|
|
0.03821650892496109,
|
|
0.48623839020729065,
|
|
0.32584258913993835,
|
|
0.31858399510383606,
|
|
0.32402223348617554,
|
|
0.7031961679458618,
|
|
0.2972972095012665,
|
|
0.43678146600723267,
|
|
0.3644443452358246,
|
|
0.10606056451797485,
|
|
0.20083676278591156,
|
|
0.1325300633907318,
|
|
0.24096375703811646,
|
|
0.6451612114906311,
|
|
0.5806450843811035,
|
|
0.33802807331085205,
|
|
0.5198236703872681,
|
|
0.12499993294477463,
|
|
0.39285701513290405,
|
|
0.19540224969387054,
|
|
0.6399998664855957,
|
|
0.6321837902069092,
|
|
0.1322956681251526,
|
|
0.1438848376274109,
|
|
0.27551010251045227,
|
|
0.1414140909910202,
|
|
0.1777777075767517,
|
|
0.660633385181427,
|
|
0.3171805441379547,
|
|
0.20276491343975067,
|
|
0.3390803635120392,
|
|
0.4186045527458191,
|
|
0.3626372814178467,
|
|
0.1029411256313324,
|
|
0.40975597500801086,
|
|
0.23791813850402832,
|
|
0.42962953448295593,
|
|
0.10852707922458649,
|
|
0.1970442682504654,
|
|
0.49327346682548523,
|
|
0.4253392219543457,
|
|
0.2658958435058594,
|
|
0.24675318598747253,
|
|
0.1551019698381424,
|
|
0.31372541189193726
|
|
],
|
|
"time": 165.3149754581973,
|
|
"param": [
|
|
{
|
|
"p": 0.031853027641773224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02842704951763153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03410603851079941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06343299895524979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07282204926013947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03471250832080841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17511124908924103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08380246162414551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0632031038403511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026489119976758957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04603181779384613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06218802556395531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.26705390214920044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010766587220132351,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 5.808962821960449,
|
|
"val_loss": 2.783853769302368,
|
|
"acc": 31.3,
|
|
"f1": [
|
|
0.6041665077209473,
|
|
0.3999998867511749,
|
|
0.14765094220638275,
|
|
0.0813007652759552,
|
|
0.12676051259040833,
|
|
0.2272726595401764,
|
|
0.3013697564601898,
|
|
0.3832334280014038,
|
|
0.2820512056350708,
|
|
0.41346144676208496,
|
|
0.14965979754924774,
|
|
0.15999993681907654,
|
|
0.3908045291900635,
|
|
0.20487797260284424,
|
|
0.19230763614177704,
|
|
0.1445782482624054,
|
|
0.31372541189193726,
|
|
0.27272719144821167,
|
|
0.085470050573349,
|
|
0.210526242852211,
|
|
0.5567008852958679,
|
|
0.37185925245285034,
|
|
0.22857137024402618,
|
|
0.5189871788024902,
|
|
0.5988022685050964,
|
|
0.23684203624725342,
|
|
0.19672124087810516,
|
|
0.17441853880882263,
|
|
0.3878786563873291,
|
|
0.2898550033569336,
|
|
0.35064926743507385,
|
|
0.31999993324279785,
|
|
0.33789944648742676,
|
|
0.32950183749198914,
|
|
0.3195265531539917,
|
|
0.19999994337558746,
|
|
0.3151514232158661,
|
|
0.2378048300743103,
|
|
0.13740453124046326,
|
|
0.4999998211860657,
|
|
0.32911381125450134,
|
|
0.5148513317108154,
|
|
0.18292675912380219,
|
|
0.32258057594299316,
|
|
0.14723920822143555,
|
|
0.2127659022808075,
|
|
0.127999946475029,
|
|
0.46913567185401917,
|
|
0.497175008058548,
|
|
0.3373492956161499,
|
|
0.1647939532995224,
|
|
0.2397002875804901,
|
|
0.6413500905036926,
|
|
0.5775399804115295,
|
|
0.4674328565597534,
|
|
0.03603601083159447,
|
|
0.45871543884277344,
|
|
0.2519684433937073,
|
|
0.29885047674179077,
|
|
0.24999992549419403,
|
|
0.6746986508369446,
|
|
0.3899998664855957,
|
|
0.4230768084526062,
|
|
0.3407406508922577,
|
|
0.08333329111337662,
|
|
0.20909084379673004,
|
|
0.11551152914762497,
|
|
0.3295453190803528,
|
|
0.6627217531204224,
|
|
0.46376803517341614,
|
|
0.3738316595554352,
|
|
0.589371919631958,
|
|
0.12413787841796875,
|
|
0.28571420907974243,
|
|
0.1446540504693985,
|
|
0.587719202041626,
|
|
0.6229507327079773,
|
|
0.035398200154304504,
|
|
0.19047611951828003,
|
|
0.2966100871562958,
|
|
0.08633087575435638,
|
|
0.28104570508003235,
|
|
0.6790122389793396,
|
|
0.3307691812515259,
|
|
0.22321420907974243,
|
|
0.3552630543708801,
|
|
0.3703702688217163,
|
|
0.31372541189193726,
|
|
0.10434776544570923,
|
|
0.3146066665649414,
|
|
0.2580644488334656,
|
|
0.4491977095603943,
|
|
0.1935483068227768,
|
|
0.08633087575435638,
|
|
0.5034012794494629,
|
|
0.4606059193611145,
|
|
0.34224584698677063,
|
|
0.26631850004196167,
|
|
0.06106865406036377,
|
|
0.28571417927742004
|
|
],
|
|
"time": 161.15475211571902,
|
|
"param": [
|
|
{
|
|
"p": 0.036413341760635376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02107853628695011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03640473634004593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051095716655254364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07260079681873322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03219536319375038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1664579063653946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.085871122777462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0660184845328331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023846782743930817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050370145589113235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06352270394563675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.27537015080451965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01875424012541771,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 5.311831951141357,
|
|
"val_loss": 2.8156754970550537,
|
|
"acc": 32.48,
|
|
"f1": [
|
|
0.5757573843002319,
|
|
0.37563440203666687,
|
|
0.18705029785633087,
|
|
0.21782170236110687,
|
|
0.07936502993106842,
|
|
0.1754385381937027,
|
|
0.31081071496009827,
|
|
0.35714277625083923,
|
|
0.23611104488372803,
|
|
0.42352932691574097,
|
|
0.081632599234581,
|
|
0.2099446803331375,
|
|
0.33128824830055237,
|
|
0.24630534648895264,
|
|
0.179775208234787,
|
|
0.19047611951828003,
|
|
0.31372541189193726,
|
|
0.47517725825309753,
|
|
0.29319363832473755,
|
|
0.27631568908691406,
|
|
0.4894513487815857,
|
|
0.4907405972480774,
|
|
0.29213473200798035,
|
|
0.5153372287750244,
|
|
0.5357142090797424,
|
|
0.2517482042312622,
|
|
0.1951218843460083,
|
|
0.20111726224422455,
|
|
0.43749985098838806,
|
|
0.27096763253211975,
|
|
0.38709673285484314,
|
|
0.32128506898880005,
|
|
0.27999991178512573,
|
|
0.31543615460395813,
|
|
0.30864188075065613,
|
|
0.15730330348014832,
|
|
0.29850736260414124,
|
|
0.24675315618515015,
|
|
0.18999992311000824,
|
|
0.41891881823539734,
|
|
0.3225805461406708,
|
|
0.5504586100578308,
|
|
0.2173912227153778,
|
|
0.35454532504081726,
|
|
0.13513508439064026,
|
|
0.1647939532995224,
|
|
0.20359273254871368,
|
|
0.510416567325592,
|
|
0.363636314868927,
|
|
0.31055888533592224,
|
|
0.14977967739105225,
|
|
0.2096773386001587,
|
|
0.6204079985618591,
|
|
0.45398759841918945,
|
|
0.4071855843067169,
|
|
0.07999995350837708,
|
|
0.4835163354873657,
|
|
0.33333322405815125,
|
|
0.2686566412448883,
|
|
0.31325289607048035,
|
|
0.6978722214698792,
|
|
0.36585354804992676,
|
|
0.47161564230918884,
|
|
0.300884872674942,
|
|
0.05454542860388756,
|
|
0.20987647771835327,
|
|
0.15555550158023834,
|
|
0.40191373229026794,
|
|
0.6473986506462097,
|
|
0.5339804887771606,
|
|
0.40677958726882935,
|
|
0.5654449462890625,
|
|
0.13513506948947906,
|
|
0.16666659712791443,
|
|
0.15999993681907654,
|
|
0.5882351398468018,
|
|
0.5918366312980652,
|
|
0.07874010503292084,
|
|
0.20779216289520264,
|
|
0.23312875628471375,
|
|
0.1514195203781128,
|
|
0.2704625427722931,
|
|
0.70588219165802,
|
|
0.28260862827301025,
|
|
0.1194029375910759,
|
|
0.382978618144989,
|
|
0.42780739068984985,
|
|
0.3444443643093109,
|
|
0.15624994039535522,
|
|
0.2793017029762268,
|
|
0.2887699604034424,
|
|
0.423912912607193,
|
|
0.12030069530010223,
|
|
0.09756092727184296,
|
|
0.5599998831748962,
|
|
0.48044681549072266,
|
|
0.30769217014312744,
|
|
0.2335328459739685,
|
|
0.1081080511212349,
|
|
0.3365383446216583
|
|
],
|
|
"time": 163.33426952548325,
|
|
"param": [
|
|
{
|
|
"p": 0.027752771973609924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021976245567202568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03675832971930504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04420561343431473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07443998008966446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02643955498933792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18437419831752777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08444533497095108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06666424125432968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032333534210920334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044403985142707825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149127870798111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2695636749267578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015151250176131725,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 5.300957679748535,
|
|
"val_loss": 2.804629325866699,
|
|
"acc": 32.02,
|
|
"f1": [
|
|
0.5774056911468506,
|
|
0.36111101508140564,
|
|
0.17808210849761963,
|
|
0.24701185524463654,
|
|
0.1405404806137085,
|
|
0.23529402911663055,
|
|
0.31638407707214355,
|
|
0.3940885663032532,
|
|
0.2564101815223694,
|
|
0.4102562963962555,
|
|
0.10389603674411774,
|
|
0.17171710729599,
|
|
0.3578946590423584,
|
|
0.14173223078250885,
|
|
0.20960691571235657,
|
|
0.18079088628292084,
|
|
0.28318578004837036,
|
|
0.5333331823348999,
|
|
0.2842104732990265,
|
|
0.2786068916320801,
|
|
0.5798815488815308,
|
|
0.44147151708602905,
|
|
0.22388054430484772,
|
|
0.5312498211860657,
|
|
0.53090900182724,
|
|
0.18934904038906097,
|
|
0.24390237033367157,
|
|
0.22891558706760406,
|
|
0.4222221076488495,
|
|
0.21352307498455048,
|
|
0.28358200192451477,
|
|
0.30952370166778564,
|
|
0.33576634526252747,
|
|
0.3636362552642822,
|
|
0.28461533784866333,
|
|
0.1290322095155716,
|
|
0.3151514232158661,
|
|
0.22881349921226501,
|
|
0.23376615345478058,
|
|
0.43786972761154175,
|
|
0.36144569516181946,
|
|
0.5271965861320496,
|
|
0.17142851650714874,
|
|
0.3238094747066498,
|
|
0.15873010456562042,
|
|
0.13411074876785278,
|
|
0.1836734265089035,
|
|
0.4720495045185089,
|
|
0.4688993990421295,
|
|
0.29508185386657715,
|
|
0.09937881678342819,
|
|
0.18117225170135498,
|
|
0.6240600347518921,
|
|
0.4871794283390045,
|
|
0.38167932629585266,
|
|
0.16243648529052734,
|
|
0.5294116139411926,
|
|
0.28571420907974243,
|
|
0.2967032194137573,
|
|
0.23448269069194794,
|
|
0.7035174369812012,
|
|
0.39735087752342224,
|
|
0.3851850926876068,
|
|
0.31249991059303284,
|
|
0.1696968972682953,
|
|
0.14285707473754883,
|
|
0.15555550158023834,
|
|
0.27118635177612305,
|
|
0.6666665077209473,
|
|
0.5283017754554749,
|
|
0.38271594047546387,
|
|
0.4520547091960907,
|
|
0.13664589822292328,
|
|
0.256410151720047,
|
|
0.19209031760692596,
|
|
0.6049381494522095,
|
|
0.6160336136817932,
|
|
0.1789472997188568,
|
|
0.1891890913248062,
|
|
0.2870812714099884,
|
|
0.12716756761074066,
|
|
0.23529404401779175,
|
|
0.6823527216911316,
|
|
0.281406968832016,
|
|
0.13664589822292328,
|
|
0.2314048856496811,
|
|
0.4508668780326843,
|
|
0.331034392118454,
|
|
0.13496926426887512,
|
|
0.32539674639701843,
|
|
0.24999989569187164,
|
|
0.39999985694885254,
|
|
0.08474572747945786,
|
|
0.1629629135131836,
|
|
0.5504586100578308,
|
|
0.47999995946884155,
|
|
0.28444433212280273,
|
|
0.2923975884914398,
|
|
0.12213734537363052,
|
|
0.29508185386657715
|
|
],
|
|
"time": 164.44705047551543,
|
|
"param": [
|
|
{
|
|
"p": 0.031160684302449226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022946445271372795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03906964883208275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047640252858400345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07608485221862793,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028519658371806145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17783108353614807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08528055995702744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06380908936262131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02671082504093647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04560854285955429,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07181233912706375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2715325951576233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011993354186415672,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 4.9733476638793945,
|
|
"val_loss": 2.8359715938568115,
|
|
"acc": 32.9,
|
|
"f1": [
|
|
0.5990337133407593,
|
|
0.3649633824825287,
|
|
0.29714274406433105,
|
|
0.29292917251586914,
|
|
0.14130428433418274,
|
|
0.2275448441505432,
|
|
0.36633655428886414,
|
|
0.3703702688217163,
|
|
0.2883720099925995,
|
|
0.4598929286003113,
|
|
0.15384607017040253,
|
|
0.2138364166021347,
|
|
0.3071671426296234,
|
|
0.23350247740745544,
|
|
0.23809516429901123,
|
|
0.14516125619411469,
|
|
0.272108793258667,
|
|
0.3453236222267151,
|
|
0.37894728779792786,
|
|
0.28402355313301086,
|
|
0.5853657722473145,
|
|
0.5026176571846008,
|
|
0.23664113879203796,
|
|
0.5560973882675171,
|
|
0.47896432876586914,
|
|
0.207547128200531,
|
|
0.2124999314546585,
|
|
0.17910441756248474,
|
|
0.43999987840652466,
|
|
0.17322827875614166,
|
|
0.3496931791305542,
|
|
0.13559314608573914,
|
|
0.3383083641529083,
|
|
0.3508771061897278,
|
|
0.29213473200798035,
|
|
0.16535425186157227,
|
|
0.2890172600746155,
|
|
0.24999988079071045,
|
|
0.22222216427326202,
|
|
0.46696019172668457,
|
|
0.351351261138916,
|
|
0.5104601383209229,
|
|
0.2843136191368103,
|
|
0.28571420907974243,
|
|
0.1554403454065323,
|
|
0.16374263167381287,
|
|
0.20270265638828278,
|
|
0.474452406167984,
|
|
0.486274391412735,
|
|
0.43925222754478455,
|
|
0.13407814502716064,
|
|
0.23021577298641205,
|
|
0.4150942265987396,
|
|
0.5714284181594849,
|
|
0.4811319410800934,
|
|
0.11111105233430862,
|
|
0.47513800859451294,
|
|
0.3118278682231903,
|
|
0.2721087336540222,
|
|
0.2906573414802551,
|
|
0.6757989525794983,
|
|
0.34254133701324463,
|
|
0.43749988079071045,
|
|
0.35443025827407837,
|
|
0.13017743825912476,
|
|
0.1971830427646637,
|
|
0.1916166990995407,
|
|
0.2692306637763977,
|
|
0.6550217270851135,
|
|
0.5333331823348999,
|
|
0.3940885663032532,
|
|
0.569696843624115,
|
|
0.15957440435886383,
|
|
0.2533332407474518,
|
|
0.1717790812253952,
|
|
0.6701569557189941,
|
|
0.5313652157783508,
|
|
0.06249995529651642,
|
|
0.21428564190864563,
|
|
0.26027390360832214,
|
|
0.09230764210224152,
|
|
0.2583731412887573,
|
|
0.6853931546211243,
|
|
0.26315781474113464,
|
|
0.1818181276321411,
|
|
0.4096384644508362,
|
|
0.3700786530971527,
|
|
0.30115818977355957,
|
|
0.12972965836524963,
|
|
0.3428570628166199,
|
|
0.23744283616542816,
|
|
0.3540983498096466,
|
|
0.20111726224422455,
|
|
0.16304342448711395,
|
|
0.5373133420944214,
|
|
0.4537035822868347,
|
|
0.30857133865356445,
|
|
0.28571420907974243,
|
|
0.0946744978427887,
|
|
0.26666656136512756
|
|
],
|
|
"time": 161.52550841588527,
|
|
"param": [
|
|
{
|
|
"p": 0.027379140257835388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022687526419758797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038772959262132645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051084522157907486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07509209960699081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030014216899871826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1631055474281311,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08621840178966522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05783449858427048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0324825644493103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04614038020372391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06971511989831924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.28191983699798584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017553238198161125,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 5.028947353363037,
|
|
"val_loss": 2.652053117752075,
|
|
"acc": 32.9,
|
|
"f1": [
|
|
0.5599998831748962,
|
|
0.3905324339866638,
|
|
0.2754489779472351,
|
|
0.28571417927742004,
|
|
0.1258740872144699,
|
|
0.30270257592201233,
|
|
0.3096773326396942,
|
|
0.31944435834884644,
|
|
0.26984119415283203,
|
|
0.4380951225757599,
|
|
0.12121205031871796,
|
|
0.1556885540485382,
|
|
0.3350784480571747,
|
|
0.23076917231082916,
|
|
0.2202642410993576,
|
|
0.18957340717315674,
|
|
0.3065692186355591,
|
|
0.5248867273330688,
|
|
0.26900574564933777,
|
|
0.15999993681907654,
|
|
0.47407400608062744,
|
|
0.411984920501709,
|
|
0.2526314854621887,
|
|
0.5249999165534973,
|
|
0.5769229531288147,
|
|
0.19642849266529083,
|
|
0.18045106530189514,
|
|
0.1843317300081253,
|
|
0.3617020547389984,
|
|
0.2105262726545334,
|
|
0.40677958726882935,
|
|
0.3383083641529083,
|
|
0.2845849096775055,
|
|
0.2995593845844269,
|
|
0.23448269069194794,
|
|
0.15969575941562653,
|
|
0.28187909722328186,
|
|
0.2470587193965912,
|
|
0.18978095054626465,
|
|
0.41732272505760193,
|
|
0.4142010807991028,
|
|
0.5673075914382935,
|
|
0.33502528071403503,
|
|
0.35359105467796326,
|
|
0.15957440435886383,
|
|
0.22346359491348267,
|
|
0.20261435210704803,
|
|
0.4161849319934845,
|
|
0.49792519211769104,
|
|
0.37563440203666687,
|
|
0.1764705330133438,
|
|
0.24516120553016663,
|
|
0.35443025827407837,
|
|
0.5737703442573547,
|
|
0.525139570236206,
|
|
0.07968121767044067,
|
|
0.4115754961967468,
|
|
0.3313608467578888,
|
|
0.3196346163749695,
|
|
0.24516120553016663,
|
|
0.6696034073829651,
|
|
0.4024389386177063,
|
|
0.47826072573661804,
|
|
0.3542855978012085,
|
|
0.07518791407346725,
|
|
0.24137921631336212,
|
|
0.1647939532995224,
|
|
0.2613064646720886,
|
|
0.6422763466835022,
|
|
0.5696201324462891,
|
|
0.4043714702129364,
|
|
0.4840763211250305,
|
|
0.062111746519804,
|
|
0.31404948234558105,
|
|
0.12578611075878143,
|
|
0.6514284610748291,
|
|
0.645502507686615,
|
|
0.1395348161458969,
|
|
0.19318175315856934,
|
|
0.2976743280887604,
|
|
0.179775208234787,
|
|
0.28461533784866333,
|
|
0.7309643626213074,
|
|
0.24050623178482056,
|
|
0.14184391498565674,
|
|
0.4210525155067444,
|
|
0.34083589911460876,
|
|
0.39548009634017944,
|
|
0.1219511553645134,
|
|
0.36180898547172546,
|
|
0.27083322405815125,
|
|
0.3478260636329651,
|
|
0.16993455588817596,
|
|
0.20447281002998352,
|
|
0.5786800384521484,
|
|
0.37333324551582336,
|
|
0.30057793855667114,
|
|
0.32352936267852783,
|
|
0.1673639565706253,
|
|
0.2649005651473999
|
|
],
|
|
"time": 163.96423541009426,
|
|
"param": [
|
|
{
|
|
"p": 0.030789688229560852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021451761946082115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03587784245610237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04954807087779045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07019073516130447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02855917066335678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17898914217948914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09305886179208755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06371783465147018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03164783865213394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04532341659069061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06815723329782486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2671182453632355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015570230782032013,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 4.709698677062988,
|
|
"val_loss": 2.7986831665039062,
|
|
"acc": 33.46,
|
|
"f1": [
|
|
0.5641024112701416,
|
|
0.3879309296607971,
|
|
0.2547769844532013,
|
|
0.27160486578941345,
|
|
0.1648350954055786,
|
|
0.239999920129776,
|
|
0.283950537443161,
|
|
0.3743841052055359,
|
|
0.28260862827301025,
|
|
0.48314592242240906,
|
|
0.14444437623023987,
|
|
0.16993455588817596,
|
|
0.334727942943573,
|
|
0.2550334632396698,
|
|
0.19289332628250122,
|
|
0.22742466628551483,
|
|
0.2949307858943939,
|
|
0.5082871913909912,
|
|
0.29032251238822937,
|
|
0.23703694343566895,
|
|
0.5443036556243896,
|
|
0.43382343649864197,
|
|
0.291139155626297,
|
|
0.5414846539497375,
|
|
0.602620005607605,
|
|
0.2295081466436386,
|
|
0.27118638157844543,
|
|
0.19083963334560394,
|
|
0.4174756109714508,
|
|
0.251308798789978,
|
|
0.2933332324028015,
|
|
0.31023097038269043,
|
|
0.33128824830055237,
|
|
0.2790696620941162,
|
|
0.3670884966850281,
|
|
0.17721512913703918,
|
|
0.31055888533592224,
|
|
0.21686740219593048,
|
|
0.23076917231082916,
|
|
0.40579700469970703,
|
|
0.31901830434799194,
|
|
0.5161288380622864,
|
|
0.2976743280887604,
|
|
0.34579432010650635,
|
|
0.12643671035766602,
|
|
0.19672125577926636,
|
|
0.11199995130300522,
|
|
0.45810040831565857,
|
|
0.4485980272293091,
|
|
0.38914018869400024,
|
|
0.17218534648418427,
|
|
0.2547169029712677,
|
|
0.5445024967193604,
|
|
0.5589519143104553,
|
|
0.5367964506149292,
|
|
0.10399993509054184,
|
|
0.45714274048805237,
|
|
0.3666665554046631,
|
|
0.3195265531539917,
|
|
0.3076922297477722,
|
|
0.672268807888031,
|
|
0.42162150144577026,
|
|
0.4387753903865814,
|
|
0.3287670612335205,
|
|
0.12578611075878143,
|
|
0.2723003923892975,
|
|
0.09150320291519165,
|
|
0.34042540192604065,
|
|
0.5999999046325684,
|
|
0.47773265838623047,
|
|
0.39285704493522644,
|
|
0.5999999046325684,
|
|
0.0958903580904007,
|
|
0.34972667694091797,
|
|
0.16149060428142548,
|
|
0.5179855227470398,
|
|
0.5829595327377319,
|
|
0.180851012468338,
|
|
0.23589736223220825,
|
|
0.3184078335762024,
|
|
0.15111105144023895,
|
|
0.05454542860388756,
|
|
0.6637553572654724,
|
|
0.3320753574371338,
|
|
0.1481480747461319,
|
|
0.41379299759864807,
|
|
0.29139062762260437,
|
|
0.3478260338306427,
|
|
0.11764701455831528,
|
|
0.34977567195892334,
|
|
0.2334217131137848,
|
|
0.4561401903629303,
|
|
0.1951218843460083,
|
|
0.16107375919818878,
|
|
0.48920851945877075,
|
|
0.436893105506897,
|
|
0.32664749026298523,
|
|
0.31506839394569397,
|
|
0.10612238943576813,
|
|
0.33333322405815125
|
|
],
|
|
"time": 160.97663361765444,
|
|
"param": [
|
|
{
|
|
"p": 0.029470745474100113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02407350391149521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03785945102572441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053620774298906326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06729640066623688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0392087884247303,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16908922791481018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07868116348981857,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07348549365997314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03362969309091568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045582499355077744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07204677164554596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.258183091878891,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01777239888906479,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 4.9429826736450195,
|
|
"val_loss": 2.814255714416504,
|
|
"acc": 32.47,
|
|
"f1": [
|
|
0.5833332538604736,
|
|
0.3542855978012085,
|
|
0.2508959472179413,
|
|
0.22222216427326202,
|
|
0.13526564836502075,
|
|
0.264317125082016,
|
|
0.2812499403953552,
|
|
0.308139443397522,
|
|
0.33050838112831116,
|
|
0.4022987186908722,
|
|
0.19178076088428497,
|
|
0.17142851650714874,
|
|
0.40609124302864075,
|
|
0.29702961444854736,
|
|
0.2436974197626114,
|
|
0.2096773386001587,
|
|
0.29959505796432495,
|
|
0.4516127407550812,
|
|
0.3904760777950287,
|
|
0.19745215773582458,
|
|
0.5799998641014099,
|
|
0.48251745104789734,
|
|
0.29189181327819824,
|
|
0.5161288976669312,
|
|
0.5652172565460205,
|
|
0.18978095054626465,
|
|
0.21428564190864563,
|
|
0.206060528755188,
|
|
0.37735840678215027,
|
|
0.256410151720047,
|
|
0.3560605049133301,
|
|
0.31081071496009827,
|
|
0.33333319425582886,
|
|
0.33333322405815125,
|
|
0.29473677277565,
|
|
0.170940101146698,
|
|
0.309859037399292,
|
|
0.1983470320701599,
|
|
0.22346363961696625,
|
|
0.3557691276073456,
|
|
0.38157883286476135,
|
|
0.5493561029434204,
|
|
0.16783210635185242,
|
|
0.3172413110733032,
|
|
0.15789468586444855,
|
|
0.1657457947731018,
|
|
0.17567561566829681,
|
|
0.4313724637031555,
|
|
0.4674328565597534,
|
|
0.33333325386047363,
|
|
0.1194029375910759,
|
|
0.2269502729177475,
|
|
0.5806450843811035,
|
|
0.5526314973831177,
|
|
0.4622640609741211,
|
|
0.12927751243114471,
|
|
0.5454543828964233,
|
|
0.33684200048446655,
|
|
0.30555543303489685,
|
|
0.3178293704986572,
|
|
0.6707315444946289,
|
|
0.38150280714035034,
|
|
0.4731181561946869,
|
|
0.3308269679546356,
|
|
0.1390373706817627,
|
|
0.180180162191391,
|
|
0.11578940600156784,
|
|
0.23255807161331177,
|
|
0.6443513035774231,
|
|
0.5399999022483826,
|
|
0.3778800964355469,
|
|
0.5555554032325745,
|
|
0.07575751841068268,
|
|
0.2999999225139618,
|
|
0.19999992847442627,
|
|
0.5895952582359314,
|
|
0.6464645266532898,
|
|
0.08196717500686646,
|
|
0.19024384021759033,
|
|
0.21621614694595337,
|
|
0.14193542301654816,
|
|
0.28571420907974243,
|
|
0.6785712838172913,
|
|
0.3118278682231903,
|
|
0.22784802317619324,
|
|
0.35616427659988403,
|
|
0.4158414602279663,
|
|
0.3665337860584259,
|
|
0.07777772098779678,
|
|
0.3419688045978546,
|
|
0.26900574564933777,
|
|
0.45320188999176025,
|
|
0.2234041839838028,
|
|
0.19730934500694275,
|
|
0.5771810412406921,
|
|
0.41346144676208496,
|
|
0.26666656136512756,
|
|
0.2829267382621765,
|
|
0.07179480791091919,
|
|
0.23036640882492065
|
|
],
|
|
"time": 163.01779195293784,
|
|
"param": [
|
|
{
|
|
"p": 0.03135163336992264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022569390013813972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03504381328821182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051650550216436386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07283667474985123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035346243530511856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18271538615226746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07821613550186157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059667881578207016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0305751021951437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047585051506757736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07008220255374908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.26411136984825134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018248550593852997,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 4.419000148773193,
|
|
"val_loss": 2.7849936485290527,
|
|
"acc": 32.78,
|
|
"f1": [
|
|
0.627906858921051,
|
|
0.3804876506328583,
|
|
0.27722764015197754,
|
|
0.22797919809818268,
|
|
0.0921052023768425,
|
|
0.24875615537166595,
|
|
0.2871793806552887,
|
|
0.29577454924583435,
|
|
0.28571420907974243,
|
|
0.4230768084526062,
|
|
0.11904755234718323,
|
|
0.2014387845993042,
|
|
0.35341355204582214,
|
|
0.2191779911518097,
|
|
0.23272719979286194,
|
|
0.22105254232883453,
|
|
0.31818172335624695,
|
|
0.36721307039260864,
|
|
0.32584258913993835,
|
|
0.2649005651473999,
|
|
0.5188283324241638,
|
|
0.4366810917854309,
|
|
0.28571417927742004,
|
|
0.5029938817024231,
|
|
0.46905529499053955,
|
|
0.20571422576904297,
|
|
0.18957340717315674,
|
|
0.21118006110191345,
|
|
0.36956506967544556,
|
|
0.21705421805381775,
|
|
0.35964900255203247,
|
|
0.3197673559188843,
|
|
0.22413784265518188,
|
|
0.31316718459129333,
|
|
0.33884286880493164,
|
|
0.08333329111337662,
|
|
0.30357134342193604,
|
|
0.24358965456485748,
|
|
0.18410035967826843,
|
|
0.39130425453186035,
|
|
0.3018867075443268,
|
|
0.5820105075836182,
|
|
0.247999906539917,
|
|
0.3208954334259033,
|
|
0.20437948405742645,
|
|
0.14285707473754883,
|
|
0.20571422576904297,
|
|
0.48314592242240906,
|
|
0.4765956401824951,
|
|
0.2976189851760864,
|
|
0.13749992847442627,
|
|
0.27722764015197754,
|
|
0.6041665077209473,
|
|
0.6024095416069031,
|
|
0.4919784665107727,
|
|
0.1254354864358902,
|
|
0.4955751299858093,
|
|
0.2882882058620453,
|
|
0.3478259742259979,
|
|
0.27551010251045227,
|
|
0.6588233709335327,
|
|
0.3493449091911316,
|
|
0.4186045527458191,
|
|
0.31372538208961487,
|
|
0.2076922506093979,
|
|
0.2153845578432083,
|
|
0.13138681650161743,
|
|
0.1985815018415451,
|
|
0.6547083854675293,
|
|
0.5291478633880615,
|
|
0.40476179122924805,
|
|
0.49411749839782715,
|
|
0.13065321743488312,
|
|
0.3622046113014221,
|
|
0.17699109017848969,
|
|
0.6320753693580627,
|
|
0.6036034822463989,
|
|
0.1282050609588623,
|
|
0.21538454294204712,
|
|
0.2576685845851898,
|
|
0.15873010456562042,
|
|
0.21192045509815216,
|
|
0.6999998688697815,
|
|
0.23448269069194794,
|
|
0.1885245442390442,
|
|
0.3899998664855957,
|
|
0.42639580368995667,
|
|
0.33333322405815125,
|
|
0.15135130286216736,
|
|
0.3555554449558258,
|
|
0.19259251654148102,
|
|
0.4313724637031555,
|
|
0.21428564190864563,
|
|
0.19047614932060242,
|
|
0.6178008913993835,
|
|
0.4516127407550812,
|
|
0.25165554881095886,
|
|
0.2937062084674835,
|
|
0.15384609997272491,
|
|
0.31050220131874084
|
|
],
|
|
"time": 164.93844936136156,
|
|
"param": [
|
|
{
|
|
"p": 0.028394948691129684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026584619656205177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03915796056389809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04901022091507912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06625750660896301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030372584238648415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1803959608078003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08678418397903442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06195297837257385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023917611688375473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04167250171303749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0684276670217514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.27557995915412903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021491356194019318,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 4.594459533691406,
|
|
"val_loss": 3.0505950450897217,
|
|
"acc": 33.01,
|
|
"f1": [
|
|
0.5676854848861694,
|
|
0.4096384346485138,
|
|
0.2870369255542755,
|
|
0.23595495522022247,
|
|
0.12345672398805618,
|
|
0.21582727134227753,
|
|
0.3524589240550995,
|
|
0.35156238079071045,
|
|
0.33333322405815125,
|
|
0.4319247901439667,
|
|
0.13999994099140167,
|
|
0.17021270096302032,
|
|
0.2597401440143585,
|
|
0.23574136197566986,
|
|
0.2127659022808075,
|
|
0.19999994337558746,
|
|
0.3088234066963196,
|
|
0.4210525155067444,
|
|
0.24516120553016663,
|
|
0.24786315858364105,
|
|
0.5795453190803528,
|
|
0.4125559628009796,
|
|
0.27118635177612305,
|
|
0.5608464479446411,
|
|
0.48160526156425476,
|
|
0.2424241602420807,
|
|
0.23913034796714783,
|
|
0.2105262577533722,
|
|
0.4293783903121948,
|
|
0.27218925952911377,
|
|
0.3492957055568695,
|
|
0.38709667325019836,
|
|
0.318471223115921,
|
|
0.1983470320701599,
|
|
0.3018867075443268,
|
|
0.09160300344228745,
|
|
0.2918454110622406,
|
|
0.2202642410993576,
|
|
0.23636357486248016,
|
|
0.447368323802948,
|
|
0.35532984137535095,
|
|
0.5654449462890625,
|
|
0.29629620909690857,
|
|
0.35135123133659363,
|
|
0.212290421128273,
|
|
0.22680403292179108,
|
|
0.20454540848731995,
|
|
0.4302324652671814,
|
|
0.4741378724575043,
|
|
0.404958575963974,
|
|
0.11518317461013794,
|
|
0.2473117560148239,
|
|
0.44848471879959106,
|
|
0.5513511896133423,
|
|
0.4886362552642822,
|
|
0.10236214846372604,
|
|
0.45360812544822693,
|
|
0.2745096981525421,
|
|
0.331707239151001,
|
|
0.2873562276363373,
|
|
0.6995072364807129,
|
|
0.39778995513916016,
|
|
0.47120407223701477,
|
|
0.36111101508140564,
|
|
0.17105256021022797,
|
|
0.21782170236110687,
|
|
0.06578941643238068,
|
|
0.19417467713356018,
|
|
0.704845666885376,
|
|
0.5022420287132263,
|
|
0.33939382433891296,
|
|
0.5544553399085999,
|
|
0.1198737770318985,
|
|
0.3013697862625122,
|
|
0.20289847254753113,
|
|
0.5945944786071777,
|
|
0.6411482095718384,
|
|
0.0958903580904007,
|
|
0.20359273254871368,
|
|
0.23121380805969238,
|
|
0.07692302018404007,
|
|
0.21621613204479218,
|
|
0.6943003535270691,
|
|
0.3414633274078369,
|
|
0.19047614932060242,
|
|
0.4230768382549286,
|
|
0.4401912987232208,
|
|
0.3456788659095764,
|
|
0.16883111000061035,
|
|
0.34509798884391785,
|
|
0.22797919809818268,
|
|
0.3826713562011719,
|
|
0.21621613204479218,
|
|
0.18604643642902374,
|
|
0.5654449462890625,
|
|
0.432748407125473,
|
|
0.18867920339107513,
|
|
0.2914571762084961,
|
|
0.13829779624938965,
|
|
0.2976189851760864
|
|
],
|
|
"time": 162.88932658731937,
|
|
"param": [
|
|
{
|
|
"p": 0.030166147276759148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02780834771692753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03906390443444252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050951335579156876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06432260572910309,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0352618470788002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17239093780517578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0897885411977768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07064034044742584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03428887575864792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041161421686410904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06605734676122665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.25862783193588257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019470566883683205,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 4.5289716720581055,
|
|
"val_loss": 2.703554630279541,
|
|
"acc": 33.67,
|
|
"f1": [
|
|
0.6634145379066467,
|
|
0.4020099639892578,
|
|
0.33333319425582886,
|
|
0.26724129915237427,
|
|
0.1612902730703354,
|
|
0.23478256165981293,
|
|
0.27199992537498474,
|
|
0.3231440484523773,
|
|
0.35416656732559204,
|
|
0.4191615581512451,
|
|
0.15873010456562042,
|
|
0.24390237033367157,
|
|
0.318471223115921,
|
|
0.16666661202907562,
|
|
0.17518241703510284,
|
|
0.1857142299413681,
|
|
0.3563217520713806,
|
|
0.39705875515937805,
|
|
0.3723403513431549,
|
|
0.25945934653282166,
|
|
0.5345621109008789,
|
|
0.5309733152389526,
|
|
0.2543351650238037,
|
|
0.5094338655471802,
|
|
0.5677964687347412,
|
|
0.265060156583786,
|
|
0.20571422576904297,
|
|
0.13114748895168304,
|
|
0.3939392864704132,
|
|
0.30541861057281494,
|
|
0.3797467052936554,
|
|
0.35978829860687256,
|
|
0.2714284658432007,
|
|
0.33179715275764465,
|
|
0.20740734040737152,
|
|
0.2075471132993698,
|
|
0.28571420907974243,
|
|
0.23829780519008636,
|
|
0.19251330196857452,
|
|
0.43428558111190796,
|
|
0.37864065170288086,
|
|
0.5339804887771606,
|
|
0.2914571762084961,
|
|
0.31999990344047546,
|
|
0.11199995130300522,
|
|
0.19289332628250122,
|
|
0.22727267444133759,
|
|
0.47513800859451294,
|
|
0.49999988079071045,
|
|
0.4041449725627899,
|
|
0.18954242765903473,
|
|
0.27118635177612305,
|
|
0.6280990242958069,
|
|
0.5396824479103088,
|
|
0.4916665554046631,
|
|
0.07352935522794724,
|
|
0.4854367673397064,
|
|
0.32051271200180054,
|
|
0.3409090042114258,
|
|
0.29032251238822937,
|
|
0.6736840605735779,
|
|
0.3592231869697571,
|
|
0.41884803771972656,
|
|
0.35714274644851685,
|
|
0.13013693690299988,
|
|
0.15277770161628723,
|
|
0.11224482953548431,
|
|
0.2366863340139389,
|
|
0.6859902143478394,
|
|
0.5607475638389587,
|
|
0.45405393838882446,
|
|
0.6048386096954346,
|
|
0.12307686358690262,
|
|
0.3139534592628479,
|
|
0.17821775376796722,
|
|
0.6048778891563416,
|
|
0.6464645266532898,
|
|
0.1694914698600769,
|
|
0.2048192024230957,
|
|
0.27118638157844543,
|
|
0.14237281680107117,
|
|
0.22549012303352356,
|
|
0.6749998331069946,
|
|
0.28571420907974243,
|
|
0.19811314344406128,
|
|
0.4259258210659027,
|
|
0.4018690288066864,
|
|
0.34449753165245056,
|
|
0.11464963108301163,
|
|
0.30853989720344543,
|
|
0.278787761926651,
|
|
0.4631577730178833,
|
|
0.11666662245988846,
|
|
0.17857135832309723,
|
|
0.5374448299407959,
|
|
0.43708598613739014,
|
|
0.35443025827407837,
|
|
0.2635658085346222,
|
|
0.10218973457813263,
|
|
0.38636353611946106
|
|
],
|
|
"time": 164.95982054434717,
|
|
"param": [
|
|
{
|
|
"p": 0.031978100538253784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026507796719670296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03689172491431236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05333796888589859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06710591167211533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03718157112598419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17607226967811584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08471157401800156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06608866155147552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03443676978349686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04888691380620003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07003427296876907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2473786473274231,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01938789337873459,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 4.023377895355225,
|
|
"val_loss": 2.6814005374908447,
|
|
"acc": 34.11,
|
|
"f1": [
|
|
0.6458331942558289,
|
|
0.39153432846069336,
|
|
0.27338120341300964,
|
|
0.2545453608036041,
|
|
0.08219172805547714,
|
|
0.2741115987300873,
|
|
0.35582810640335083,
|
|
0.33606547117233276,
|
|
0.3793102502822876,
|
|
0.38738730549812317,
|
|
0.16058386862277985,
|
|
0.21296289563179016,
|
|
0.31249991059303284,
|
|
0.21556879580020905,
|
|
0.2555064857006073,
|
|
0.18536579608917236,
|
|
0.3586955666542053,
|
|
0.4808742105960846,
|
|
0.2886596918106079,
|
|
0.2620086967945099,
|
|
0.559139609336853,
|
|
0.5137613415718079,
|
|
0.24539868533611298,
|
|
0.6030149459838867,
|
|
0.5479451417922974,
|
|
0.2553190290927887,
|
|
0.1395348310470581,
|
|
0.1818181276321411,
|
|
0.36298924684524536,
|
|
0.25668442249298096,
|
|
0.39473670721054077,
|
|
0.3853210210800171,
|
|
0.3209875524044037,
|
|
0.2941175401210785,
|
|
0.3519999384880066,
|
|
0.11976040154695511,
|
|
0.35714274644851685,
|
|
0.24305549263954163,
|
|
0.2622949779033661,
|
|
0.4811319410800934,
|
|
0.3356642425060272,
|
|
0.5140561461448669,
|
|
0.2793295085430145,
|
|
0.3723403513431549,
|
|
0.14814810454845428,
|
|
0.14084501564502716,
|
|
0.1509433388710022,
|
|
0.4729062616825104,
|
|
0.45398759841918945,
|
|
0.346666544675827,
|
|
0.16304342448711395,
|
|
0.2931033670902252,
|
|
0.5263156890869141,
|
|
0.5853657722473145,
|
|
0.5410627126693726,
|
|
0.09999994188547134,
|
|
0.4416665732860565,
|
|
0.3316582143306732,
|
|
0.3113206624984741,
|
|
0.28260859847068787,
|
|
0.6699027419090271,
|
|
0.4129031002521515,
|
|
0.40659332275390625,
|
|
0.38497641682624817,
|
|
0.07575751841068268,
|
|
0.17610056698322296,
|
|
0.14117640256881714,
|
|
0.26666659116744995,
|
|
0.6254824995994568,
|
|
0.4890510141849518,
|
|
0.3880595862865448,
|
|
0.5798815488815308,
|
|
0.14529910683631897,
|
|
0.36363622546195984,
|
|
0.194871723651886,
|
|
0.6175113916397095,
|
|
0.6555553674697876,
|
|
0.1642511636018753,
|
|
0.21527771651744843,
|
|
0.25210076570510864,
|
|
0.14150936901569366,
|
|
0.25112098455429077,
|
|
0.6574072241783142,
|
|
0.2883720099925995,
|
|
0.22033889591693878,
|
|
0.47154462337493896,
|
|
0.4343433380126953,
|
|
0.3253011107444763,
|
|
0.1754385232925415,
|
|
0.3984062969684601,
|
|
0.24742262065410614,
|
|
0.45714274048805237,
|
|
0.20858889818191528,
|
|
0.09599995613098145,
|
|
0.5816324949264526,
|
|
0.45918354392051697,
|
|
0.31541210412979126,
|
|
0.30051806569099426,
|
|
0.17161712050437927,
|
|
0.32820504903793335
|
|
],
|
|
"time": 164.29786172229797,
|
|
"param": [
|
|
{
|
|
"p": 0.03129943460226059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03181600943207741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03925853222608566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05305046960711479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07033222913742065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02779802493751049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16836126148700714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08905645459890366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06882581114768982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03192742168903351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04585916921496391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06849462538957596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2581603527069092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01576007530093193,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 4.29786491394043,
|
|
"val_loss": 2.76849365234375,
|
|
"acc": 33.84,
|
|
"f1": [
|
|
0.5820105075836182,
|
|
0.3421051502227783,
|
|
0.22929932177066803,
|
|
0.26900574564933777,
|
|
0.12857137620449066,
|
|
0.17322827875614166,
|
|
0.29813653230667114,
|
|
0.3495144844055176,
|
|
0.38095223903656006,
|
|
0.4275861084461212,
|
|
0.13636358082294464,
|
|
0.26136353611946106,
|
|
0.323943555355072,
|
|
0.2176164984703064,
|
|
0.22499993443489075,
|
|
0.2269502878189087,
|
|
0.35443025827407837,
|
|
0.4621847867965698,
|
|
0.27428561449050903,
|
|
0.28235283493995667,
|
|
0.5238094329833984,
|
|
0.48167529702186584,
|
|
0.23129244148731232,
|
|
0.5325441956520081,
|
|
0.5786800384521484,
|
|
0.23021575808525085,
|
|
0.24028262495994568,
|
|
0.22222214937210083,
|
|
0.41284388303756714,
|
|
0.2702701687812805,
|
|
0.3771427571773529,
|
|
0.36018943786621094,
|
|
0.3592813014984131,
|
|
0.3179915249347687,
|
|
0.28099164366722107,
|
|
0.09859149903059006,
|
|
0.3111110329627991,
|
|
0.21978017687797546,
|
|
0.19143572449684143,
|
|
0.46215128898620605,
|
|
0.32558128237724304,
|
|
0.5683058500289917,
|
|
0.2214532196521759,
|
|
0.327868789434433,
|
|
0.15476183593273163,
|
|
0.13259662687778473,
|
|
0.18729092180728912,
|
|
0.49019595980644226,
|
|
0.5308055877685547,
|
|
0.40174663066864014,
|
|
0.18934904038906097,
|
|
0.263374388217926,
|
|
0.5614033937454224,
|
|
0.6072872877120972,
|
|
0.4945053458213806,
|
|
0.08108101785182953,
|
|
0.4566209018230438,
|
|
0.2967032194137573,
|
|
0.31535258889198303,
|
|
0.3069306015968323,
|
|
0.7128711342811584,
|
|
0.4519229531288147,
|
|
0.4502616822719574,
|
|
0.34523800015449524,
|
|
0.06349202245473862,
|
|
0.1970442682504654,
|
|
0.18264833092689514,
|
|
0.2553190290927887,
|
|
0.6574072241783142,
|
|
0.5841582417488098,
|
|
0.4227641224861145,
|
|
0.5189871788024902,
|
|
0.06936410069465637,
|
|
0.4071427583694458,
|
|
0.228571355342865,
|
|
0.5753422975540161,
|
|
0.5952380299568176,
|
|
0.17721512913703918,
|
|
0.22916659712791443,
|
|
0.24817509949207306,
|
|
0.14213192462921143,
|
|
0.3157894015312195,
|
|
0.706976592540741,
|
|
0.21192045509815216,
|
|
0.19277101755142212,
|
|
0.37130793929100037,
|
|
0.4050631821155548,
|
|
0.3307691812515259,
|
|
0.10958898812532425,
|
|
0.326315701007843,
|
|
0.2771083414554596,
|
|
0.5049503445625305,
|
|
0.15126045048236847,
|
|
0.12941168248653412,
|
|
0.5820105075836182,
|
|
0.42914968729019165,
|
|
0.37681150436401367,
|
|
0.26268652081489563,
|
|
0.11464963108301163,
|
|
0.31372538208961487
|
|
],
|
|
"time": 158.63555920124054,
|
|
"param": [
|
|
{
|
|
"p": 0.028650954365730286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03370390087366104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039446499198675156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04639415815472603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07288063317537308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03491082042455673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16744506359100342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09044899046421051,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0661885142326355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03273898735642433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049220629036426544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06338050216436386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.25427132844924927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020318981260061264,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 4.2466959953308105,
|
|
"val_loss": 2.8009462356567383,
|
|
"acc": 34.19,
|
|
"f1": [
|
|
0.6305417418479919,
|
|
0.36842095851898193,
|
|
0.282828152179718,
|
|
0.26728102564811707,
|
|
0.06896547973155975,
|
|
0.2580644488334656,
|
|
0.28782278299331665,
|
|
0.3833332657814026,
|
|
0.37563440203666687,
|
|
0.4418603479862213,
|
|
0.1857142299413681,
|
|
0.21904754638671875,
|
|
0.34042543172836304,
|
|
0.21714277565479279,
|
|
0.29126206040382385,
|
|
0.18867920339107513,
|
|
0.32888880372047424,
|
|
0.522612988948822,
|
|
0.40394076704978943,
|
|
0.22591355443000793,
|
|
0.4824901819229126,
|
|
0.42857131361961365,
|
|
0.21965309977531433,
|
|
0.4460430443286896,
|
|
0.5847455859184265,
|
|
0.21527771651744843,
|
|
0.20689648389816284,
|
|
0.20064722001552582,
|
|
0.34254133701324463,
|
|
0.23376618325710297,
|
|
0.36180898547172546,
|
|
0.3370785713195801,
|
|
0.33128824830055237,
|
|
0.34482747316360474,
|
|
0.36815908551216125,
|
|
0.1725066900253296,
|
|
0.3363635540008545,
|
|
0.23602473735809326,
|
|
0.22093015909194946,
|
|
0.5357141494750977,
|
|
0.2928869426250458,
|
|
0.507692277431488,
|
|
0.331034392118454,
|
|
0.4042551815509796,
|
|
0.18656711280345917,
|
|
0.17840369045734406,
|
|
0.19999991357326508,
|
|
0.47808754444122314,
|
|
0.46231144666671753,
|
|
0.3837208151817322,
|
|
0.21834053099155426,
|
|
0.24999991059303284,
|
|
0.5217389464378357,
|
|
0.6269840598106384,
|
|
0.49999988079071045,
|
|
0.0639999583363533,
|
|
0.46774181723594666,
|
|
0.3619908392429352,
|
|
0.2999999225139618,
|
|
0.320441871881485,
|
|
0.6319998502731323,
|
|
0.4678361415863037,
|
|
0.4692735970020294,
|
|
0.3862067759037018,
|
|
0.17391298711299896,
|
|
0.1503758728504181,
|
|
0.16560502350330353,
|
|
0.23529404401779175,
|
|
0.6603772640228271,
|
|
0.5957446098327637,
|
|
0.44571414589881897,
|
|
0.6096652746200562,
|
|
0.10126575827598572,
|
|
0.34309613704681396,
|
|
0.12658220529556274,
|
|
0.5774056911468506,
|
|
0.6508874893188477,
|
|
0.15789468586444855,
|
|
0.1898733526468277,
|
|
0.2290075570344925,
|
|
0.16406241059303284,
|
|
0.2590360939502716,
|
|
0.7005648612976074,
|
|
0.33476385474205017,
|
|
0.2148759663105011,
|
|
0.37426888942718506,
|
|
0.3755457401275635,
|
|
0.35483860969543457,
|
|
0.19767434895038605,
|
|
0.3622046113014221,
|
|
0.22797919809818268,
|
|
0.46428558230400085,
|
|
0.2264150232076645,
|
|
0.09022551029920578,
|
|
0.6124998927116394,
|
|
0.46530601382255554,
|
|
0.29813653230667114,
|
|
0.2699999213218689,
|
|
0.10191076993942261,
|
|
0.30065348744392395
|
|
],
|
|
"time": 165.21226468961686,
|
|
"param": [
|
|
{
|
|
"p": 0.028224457055330276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021442217752337456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040558017790317535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044107142835855484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06968781352043152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03592551499605179,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1788501739501953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09144112467765808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06131555512547493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028697071596980095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04668314754962921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07382730394601822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2573226988315582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02191779389977455,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 4.197220802307129,
|
|
"val_loss": 2.4788320064544678,
|
|
"acc": 34.24,
|
|
"f1": [
|
|
0.6249999403953552,
|
|
0.3468207120895386,
|
|
0.28767114877700806,
|
|
0.28965505957603455,
|
|
0.11173177510499954,
|
|
0.24710416793823242,
|
|
0.33333322405815125,
|
|
0.4315788447856903,
|
|
0.33333325386047363,
|
|
0.4352940320968628,
|
|
0.1854303926229477,
|
|
0.2234041839838028,
|
|
0.33179715275764465,
|
|
0.23529404401779175,
|
|
0.25210076570510864,
|
|
0.24305549263954163,
|
|
0.3468207120895386,
|
|
0.45226117968559265,
|
|
0.3057323694229126,
|
|
0.31088075041770935,
|
|
0.4372989535331726,
|
|
0.5381165146827698,
|
|
0.27322396636009216,
|
|
0.5189187526702881,
|
|
0.587155818939209,
|
|
0.24305549263954163,
|
|
0.1728394776582718,
|
|
0.2516128420829773,
|
|
0.4154588282108307,
|
|
0.24844713509082794,
|
|
0.3679999113082886,
|
|
0.299999862909317,
|
|
0.3443707227706909,
|
|
0.3636362552642822,
|
|
0.30232545733451843,
|
|
0.08333329111337662,
|
|
0.358024537563324,
|
|
0.21088428795337677,
|
|
0.26190468668937683,
|
|
0.4313724637031555,
|
|
0.3592231869697571,
|
|
0.6069650650024414,
|
|
0.25165554881095886,
|
|
0.3157893419265747,
|
|
0.18110232055187225,
|
|
0.13223135471343994,
|
|
0.1809954047203064,
|
|
0.4324323236942291,
|
|
0.5555554628372192,
|
|
0.38497641682624817,
|
|
0.17721512913703918,
|
|
0.3169810175895691,
|
|
0.5408804416656494,
|
|
0.5393257141113281,
|
|
0.5164833664894104,
|
|
0.08045971393585205,
|
|
0.4765956401824951,
|
|
0.3648647665977478,
|
|
0.3257574439048767,
|
|
0.26153838634490967,
|
|
0.6536962985992432,
|
|
0.41610726714134216,
|
|
0.48421040177345276,
|
|
0.35294109582901,
|
|
0.1722487509250641,
|
|
0.1061946451663971,
|
|
0.16580304503440857,
|
|
0.16417904198169708,
|
|
0.6859902143478394,
|
|
0.5402297377586365,
|
|
0.32911381125450134,
|
|
0.5230767726898193,
|
|
0.12631572782993317,
|
|
0.37305691838264465,
|
|
0.19047611951828003,
|
|
0.6268655061721802,
|
|
0.613065242767334,
|
|
0.10606056451797485,
|
|
0.15028895437717438,
|
|
0.28571420907974243,
|
|
0.1438848376274109,
|
|
0.2794759273529053,
|
|
0.7173911929130554,
|
|
0.32584258913993835,
|
|
0.19095470011234283,
|
|
0.4041449725627899,
|
|
0.3694778084754944,
|
|
0.38862547278404236,
|
|
0.16326524317264557,
|
|
0.341935396194458,
|
|
0.23255807161331177,
|
|
0.4729062616825104,
|
|
0.251082181930542,
|
|
0.18257255852222443,
|
|
0.580357015132904,
|
|
0.4657532870769501,
|
|
0.1768706887960434,
|
|
0.34482747316360474,
|
|
0.16730032861232758,
|
|
0.3414633274078369
|
|
],
|
|
"time": 164.25070907734334,
|
|
"param": [
|
|
{
|
|
"p": 0.02962782233953476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023972509428858757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038323722779750824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05746695026755333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07161355763673782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031626466661691666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17613178491592407,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08788934350013733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06542358547449112,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03009907715022564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05104849115014076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0679062083363533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2447185516357422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02415194921195507,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 3.471135139465332,
|
|
"val_loss": 2.8077545166015625,
|
|
"acc": 34.49,
|
|
"f1": [
|
|
0.6734693050384521,
|
|
0.4204544126987457,
|
|
0.2767294645309448,
|
|
0.2837836742401123,
|
|
0.13978487253189087,
|
|
0.277310848236084,
|
|
0.3720929026603699,
|
|
0.3485476076602936,
|
|
0.29553258419036865,
|
|
0.45555540919303894,
|
|
0.16883111000061035,
|
|
0.18604643642902374,
|
|
0.4086019992828369,
|
|
0.2588233947753906,
|
|
0.256410151720047,
|
|
0.23958325386047363,
|
|
0.3299999237060547,
|
|
0.4687499403953552,
|
|
0.3389829397201538,
|
|
0.3199998736381531,
|
|
0.5555554032325745,
|
|
0.4950493574142456,
|
|
0.23834188282489777,
|
|
0.497175008058548,
|
|
0.5749999284744263,
|
|
0.2276422381401062,
|
|
0.21596238017082214,
|
|
0.2288556545972824,
|
|
0.3529410660266876,
|
|
0.2643677294254303,
|
|
0.3426293730735779,
|
|
0.36065563559532166,
|
|
0.319248765707016,
|
|
0.31168824434280396,
|
|
0.31999990344047546,
|
|
0.2014387995004654,
|
|
0.3318384885787964,
|
|
0.19004517793655396,
|
|
0.23791813850402832,
|
|
0.4593299925327301,
|
|
0.3440859317779541,
|
|
0.5728154182434082,
|
|
0.2914571762084961,
|
|
0.36065563559532166,
|
|
0.18072283267974854,
|
|
0.17964066565036774,
|
|
0.22222216427326202,
|
|
0.506912350654602,
|
|
0.4773661196231842,
|
|
0.348314493894577,
|
|
0.09374994784593582,
|
|
0.2977098226547241,
|
|
0.5666665434837341,
|
|
0.5752211213111877,
|
|
0.5089284181594849,
|
|
0.12030071020126343,
|
|
0.5185183882713318,
|
|
0.40641695261001587,
|
|
0.358024537563324,
|
|
0.3232322335243225,
|
|
0.6857141256332397,
|
|
0.37125736474990845,
|
|
0.4401912987232208,
|
|
0.32142847776412964,
|
|
0.16589856147766113,
|
|
0.22702695429325104,
|
|
0.16867463290691376,
|
|
0.16058386862277985,
|
|
0.6857141256332397,
|
|
0.5978259444236755,
|
|
0.4326240122318268,
|
|
0.4936707317829132,
|
|
0.13043473660945892,
|
|
0.31055888533592224,
|
|
0.21839071810245514,
|
|
0.6037734746932983,
|
|
0.6580643653869629,
|
|
0.1935483068227768,
|
|
0.21874994039535522,
|
|
0.28455275297164917,
|
|
0.15999993681907654,
|
|
0.27343741059303284,
|
|
0.6979165077209473,
|
|
0.2588233947753906,
|
|
0.21256029605865479,
|
|
0.41441428661346436,
|
|
0.38709667325019836,
|
|
0.324607253074646,
|
|
0.16236156225204468,
|
|
0.3034482002258301,
|
|
0.28244268894195557,
|
|
0.4646463394165039,
|
|
0.2193547636270523,
|
|
0.16853927075862885,
|
|
0.5422221422195435,
|
|
0.46017688512802124,
|
|
0.2790696620941162,
|
|
0.3617020547389984,
|
|
0.10256403684616089,
|
|
0.36269423365592957
|
|
],
|
|
"time": 163.8445603698492,
|
|
"param": [
|
|
{
|
|
"p": 0.031182551756501198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028298459947109222,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04121804237365723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04731042683124542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07199922949075699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03446784242987633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18112248182296753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08616609126329422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06774542480707169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030757755041122437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04955735057592392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06211084872484207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24659976363182068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02146378718316555,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 4.236816883087158,
|
|
"val_loss": 2.6460444927215576,
|
|
"acc": 34.84,
|
|
"f1": [
|
|
0.5531913638114929,
|
|
0.4052286446094513,
|
|
0.2888887822628021,
|
|
0.26484012603759766,
|
|
0.13197962939739227,
|
|
0.22377613186836243,
|
|
0.36904752254486084,
|
|
0.3981899321079254,
|
|
0.36111101508140564,
|
|
0.3622046113014221,
|
|
0.13888882100582123,
|
|
0.26086944341659546,
|
|
0.2758620083332062,
|
|
0.2820512056350708,
|
|
0.24175815284252167,
|
|
0.210526242852211,
|
|
0.2677164673805237,
|
|
0.5407723784446716,
|
|
0.31999990344047546,
|
|
0.278026819229126,
|
|
0.5971562266349792,
|
|
0.5418717861175537,
|
|
0.2821575999259949,
|
|
0.5663716197013855,
|
|
0.5643152594566345,
|
|
0.21118006110191345,
|
|
0.05555552989244461,
|
|
0.22499993443489075,
|
|
0.4615383446216583,
|
|
0.2676055133342743,
|
|
0.360248327255249,
|
|
0.34821417927742004,
|
|
0.324607253074646,
|
|
0.3707864284515381,
|
|
0.34374991059303284,
|
|
0.12030069530010223,
|
|
0.292035311460495,
|
|
0.2075471132993698,
|
|
0.2115384340286255,
|
|
0.494381844997406,
|
|
0.31034475564956665,
|
|
0.5019919276237488,
|
|
0.29951682686805725,
|
|
0.3939392864704132,
|
|
0.20869559049606323,
|
|
0.18749992549419403,
|
|
0.23170723021030426,
|
|
0.46956515312194824,
|
|
0.502923846244812,
|
|
0.43404245376586914,
|
|
0.217391237616539,
|
|
0.33333322405815125,
|
|
0.5277776718139648,
|
|
0.5641024112701416,
|
|
0.4999999403953552,
|
|
0.14117640256881714,
|
|
0.46632111072540283,
|
|
0.38028159737586975,
|
|
0.3240739703178406,
|
|
0.21428564190864563,
|
|
0.6952788233757019,
|
|
0.387096643447876,
|
|
0.4432430863380432,
|
|
0.3626372814178467,
|
|
0.14814810454845428,
|
|
0.2406638264656067,
|
|
0.1433224231004715,
|
|
0.2941175699234009,
|
|
0.6604650020599365,
|
|
0.4974091649055481,
|
|
0.38524580001831055,
|
|
0.5549131631851196,
|
|
0.16666659712791443,
|
|
0.3118278682231903,
|
|
0.17449656128883362,
|
|
0.6350710391998291,
|
|
0.5487363934516907,
|
|
0.1673639565706253,
|
|
0.17808210849761963,
|
|
0.2857142388820648,
|
|
0.1219511553645134,
|
|
0.263374388217926,
|
|
0.6761903762817383,
|
|
0.30125513672828674,
|
|
0.19277101755142212,
|
|
0.3999999165534973,
|
|
0.3817426860332489,
|
|
0.3636362552642822,
|
|
0.17460310459136963,
|
|
0.44210511445999146,
|
|
0.28220847249031067,
|
|
0.44444435834884644,
|
|
0.05839410796761513,
|
|
0.14906825125217438,
|
|
0.5423727631568909,
|
|
0.48214277625083923,
|
|
0.3367696702480316,
|
|
0.32911381125450134,
|
|
0.1497325599193573,
|
|
0.32214754819869995
|
|
],
|
|
"time": 162.7322167530656,
|
|
"param": [
|
|
{
|
|
"p": 0.030630094930529594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027834326028823853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03956054896116257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04981713369488716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07174209505319595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04125523194670677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1770690530538559,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0893160030245781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0652044266462326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031543973833322525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049751508980989456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05978330224752426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24565741419792175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020834775641560555,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 4.366121768951416,
|
|
"val_loss": 2.718087673187256,
|
|
"acc": 34.31,
|
|
"f1": [
|
|
0.6021503806114197,
|
|
0.40540531277656555,
|
|
0.31764698028564453,
|
|
0.28571420907974243,
|
|
0.15228420495986938,
|
|
0.21296289563179016,
|
|
0.38216549158096313,
|
|
0.329670250415802,
|
|
0.3763439953327179,
|
|
0.45751625299453735,
|
|
0.09836061298847198,
|
|
0.2393161654472351,
|
|
0.4043714702129364,
|
|
0.24120594561100006,
|
|
0.20645155012607574,
|
|
0.299999862909317,
|
|
0.2949307858943939,
|
|
0.5125626921653748,
|
|
0.34736835956573486,
|
|
0.3314915895462036,
|
|
0.5865383148193359,
|
|
0.5388126373291016,
|
|
0.23225803673267365,
|
|
0.41249990463256836,
|
|
0.596638560295105,
|
|
0.19999992847442627,
|
|
0.2559240758419037,
|
|
0.1696968972682953,
|
|
0.35185176134109497,
|
|
0.25352105498313904,
|
|
0.35502949357032776,
|
|
0.33463025093078613,
|
|
0.37735840678215027,
|
|
0.33035704493522644,
|
|
0.38647329807281494,
|
|
0.11464963108301163,
|
|
0.280898779630661,
|
|
0.24418595433235168,
|
|
0.20858889818191528,
|
|
0.40926632285118103,
|
|
0.3456788659095764,
|
|
0.553571343421936,
|
|
0.25380706787109375,
|
|
0.36792439222335815,
|
|
0.21940921247005463,
|
|
0.14516125619411469,
|
|
0.2685184180736542,
|
|
0.46391740441322327,
|
|
0.48275846242904663,
|
|
0.44621503353118896,
|
|
0.1655171811580658,
|
|
0.2775799632072449,
|
|
0.5430462956428528,
|
|
0.5596706867218018,
|
|
0.5185183882713318,
|
|
0.13427557051181793,
|
|
0.4712642431259155,
|
|
0.3157893717288971,
|
|
0.31999990344047546,
|
|
0.3208555281162262,
|
|
0.6703295111656189,
|
|
0.434782475233078,
|
|
0.4180789887905121,
|
|
0.33333322405815125,
|
|
0.1759258508682251,
|
|
0.1142856702208519,
|
|
0.12844030559062958,
|
|
0.19047611951828003,
|
|
0.6865670084953308,
|
|
0.5752211213111877,
|
|
0.29577454924583435,
|
|
0.550898015499115,
|
|
0.12021850794553757,
|
|
0.3823528587818146,
|
|
0.2048192024230957,
|
|
0.589040994644165,
|
|
0.609053373336792,
|
|
0.16494840383529663,
|
|
0.17508411407470703,
|
|
0.27649760246276855,
|
|
0.07407403737306595,
|
|
0.2798353135585785,
|
|
0.6545453667640686,
|
|
0.3387095630168915,
|
|
0.2446807622909546,
|
|
0.40157467126846313,
|
|
0.32365134358406067,
|
|
0.3351954519748688,
|
|
0.14234870672225952,
|
|
0.4083768427371979,
|
|
0.29166659712791443,
|
|
0.44444435834884644,
|
|
0.23636355996131897,
|
|
0.09917350858449936,
|
|
0.6024094820022583,
|
|
0.46610158681869507,
|
|
0.24691346287727356,
|
|
0.31284910440444946,
|
|
0.17511513829231262,
|
|
0.3398691415786743
|
|
],
|
|
"time": 162.86346279177815,
|
|
"param": [
|
|
{
|
|
"p": 0.021336499601602554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030931100249290466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04540634900331497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05668820068240166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07034766674041748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0382576659321785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17005546391010284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08344648778438568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06563083082437515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0330997034907341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056587282568216324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0706784725189209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23600560426712036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02152867615222931,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 3.9595484733581543,
|
|
"val_loss": 2.781231164932251,
|
|
"acc": 34.41,
|
|
"f1": [
|
|
0.659340500831604,
|
|
0.4242422580718994,
|
|
0.15714280307292938,
|
|
0.2692306637763977,
|
|
0.13740453124046326,
|
|
0.21621613204479218,
|
|
0.3459458649158478,
|
|
0.35416656732559204,
|
|
0.30555543303489685,
|
|
0.38775497674942017,
|
|
0.13333328068256378,
|
|
0.22388054430484772,
|
|
0.3636362552642822,
|
|
0.2269502729177475,
|
|
0.238805890083313,
|
|
0.22999992966651917,
|
|
0.34254133701324463,
|
|
0.46332037448883057,
|
|
0.33502528071403503,
|
|
0.32941165566444397,
|
|
0.5607475638389587,
|
|
0.48958322405815125,
|
|
0.2718445658683777,
|
|
0.535519003868103,
|
|
0.6034481525421143,
|
|
0.245353102684021,
|
|
0.18897630274295807,
|
|
0.22619038820266724,
|
|
0.3882782757282257,
|
|
0.2723003923892975,
|
|
0.29370617866516113,
|
|
0.3206750154495239,
|
|
0.26116830110549927,
|
|
0.3575417995452881,
|
|
0.2999999225139618,
|
|
0.1648350954055786,
|
|
0.29629623889923096,
|
|
0.23300965130329132,
|
|
0.2702701687812805,
|
|
0.42285704612731934,
|
|
0.3100774586200714,
|
|
0.5517240166664124,
|
|
0.27631571888923645,
|
|
0.31818172335624695,
|
|
0.20359273254871368,
|
|
0.193548321723938,
|
|
0.18072283267974854,
|
|
0.48888877034187317,
|
|
0.543859601020813,
|
|
0.4148147404193878,
|
|
0.17073163390159607,
|
|
0.3118278682231903,
|
|
0.5656563639640808,
|
|
0.5324230790138245,
|
|
0.41726604104042053,
|
|
0.10218973457813263,
|
|
0.4946235418319702,
|
|
0.28571420907974243,
|
|
0.36206886172294617,
|
|
0.28571417927742004,
|
|
0.6813185214996338,
|
|
0.3496502637863159,
|
|
0.43153515458106995,
|
|
0.39631327986717224,
|
|
0.15819202363491058,
|
|
0.19417467713356018,
|
|
0.15609751641750336,
|
|
0.3025209605693817,
|
|
0.6754384636878967,
|
|
0.5465114712715149,
|
|
0.4717947542667389,
|
|
0.5833331942558289,
|
|
0.18064509332180023,
|
|
0.33962252736091614,
|
|
0.13749992847442627,
|
|
0.5572518110275269,
|
|
0.531468391418457,
|
|
0.15827332437038422,
|
|
0.1764705330133438,
|
|
0.29032251238822937,
|
|
0.12844030559062958,
|
|
0.19178076088428497,
|
|
0.7083331942558289,
|
|
0.29523801803588867,
|
|
0.17567561566829681,
|
|
0.48559659719467163,
|
|
0.3838382363319397,
|
|
0.3392224907875061,
|
|
0.1052631139755249,
|
|
0.3314915895462036,
|
|
0.3141360282897949,
|
|
0.4596272110939026,
|
|
0.2275448441505432,
|
|
0.15853650867938995,
|
|
0.5855854153633118,
|
|
0.45871543884277344,
|
|
0.30046939849853516,
|
|
0.2828281819820404,
|
|
0.13899610936641693,
|
|
0.3265305161476135
|
|
],
|
|
"time": 162.56179644726217,
|
|
"param": [
|
|
{
|
|
"p": 0.031871385872364044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03229615092277527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034974586218595505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05238952487707138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06179308518767357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03402765467762947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16066382825374603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09121152758598328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06775591522455215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03178869187831879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05282449349761009,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0662076324224472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2546326220035553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027562925592064857,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 3.7868051528930664,
|
|
"val_loss": 2.759347677230835,
|
|
"acc": 34.1,
|
|
"f1": [
|
|
0.6380951404571533,
|
|
0.40975597500801086,
|
|
0.3493974804878235,
|
|
0.2872926890850067,
|
|
0.13207541406154633,
|
|
0.31884050369262695,
|
|
0.38095229864120483,
|
|
0.3248729705810547,
|
|
0.362790584564209,
|
|
0.44554442167282104,
|
|
0.12213735282421112,
|
|
0.26008957624435425,
|
|
0.31764698028564453,
|
|
0.22797919809818268,
|
|
0.2574256360530853,
|
|
0.1694914698600769,
|
|
0.3205574154853821,
|
|
0.49999988079071045,
|
|
0.38144323229789734,
|
|
0.29268282651901245,
|
|
0.5624998807907104,
|
|
0.45454534888267517,
|
|
0.2843601107597351,
|
|
0.5180721879005432,
|
|
0.5641024708747864,
|
|
0.18978095054626465,
|
|
0.22093015909194946,
|
|
0.22115376591682434,
|
|
0.43902432918548584,
|
|
0.2553190588951111,
|
|
0.30769219994544983,
|
|
0.2560974657535553,
|
|
0.2922373414039612,
|
|
0.3211008310317993,
|
|
0.33333325386047363,
|
|
0.2571427524089813,
|
|
0.29864245653152466,
|
|
0.20472434163093567,
|
|
0.20111726224422455,
|
|
0.48936155438423157,
|
|
0.32624104619026184,
|
|
0.5043476819992065,
|
|
0.21449270844459534,
|
|
0.2547769844532013,
|
|
0.2025315761566162,
|
|
0.14598533511161804,
|
|
0.21192045509815216,
|
|
0.477272629737854,
|
|
0.46376800537109375,
|
|
0.36575865745544434,
|
|
0.154929518699646,
|
|
0.3096773326396942,
|
|
0.5168538093566895,
|
|
0.5836575031280518,
|
|
0.5060239434242249,
|
|
0.10126575827598572,
|
|
0.446808397769928,
|
|
0.32558128237724304,
|
|
0.4081631302833557,
|
|
0.3247862458229065,
|
|
0.6092714071273804,
|
|
0.35064926743507385,
|
|
0.45263150334358215,
|
|
0.3351954519748688,
|
|
0.1103447824716568,
|
|
0.18686865270137787,
|
|
0.25570768117904663,
|
|
0.30999991297721863,
|
|
0.7024388909339905,
|
|
0.5683058500289917,
|
|
0.38862547278404236,
|
|
0.41666656732559204,
|
|
0.11666660755872726,
|
|
0.34177201986312866,
|
|
0.16326524317264557,
|
|
0.613065242767334,
|
|
0.5862067937850952,
|
|
0.12499994784593582,
|
|
0.2037036269903183,
|
|
0.33333322405815125,
|
|
0.1379309743642807,
|
|
0.23786401748657227,
|
|
0.7129628658294678,
|
|
0.29319363832473755,
|
|
0.2117646485567093,
|
|
0.33333325386047363,
|
|
0.4366810917854309,
|
|
0.3428570628166199,
|
|
0.19243980944156647,
|
|
0.3861384987831116,
|
|
0.28112441301345825,
|
|
0.49999988079071045,
|
|
0.19642849266529083,
|
|
0.21951211988925934,
|
|
0.47770699858665466,
|
|
0.40540531277656555,
|
|
0.3756905198097229,
|
|
0.3034482002258301,
|
|
0.17857135832309723,
|
|
0.3157893717288971
|
|
],
|
|
"time": 163.2074773022905,
|
|
"param": [
|
|
{
|
|
"p": 0.03352896496653557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029034867882728577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03843669593334198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053709663450717926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07037917524576187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03344431892037392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15858308970928192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0882922038435936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07382041215896606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034428831189870834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054408710449934006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07251734286546707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23659589886665344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02281983196735382,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 4.042771816253662,
|
|
"val_loss": 2.9165258407592773,
|
|
"acc": 34.03,
|
|
"f1": [
|
|
0.4217686057090759,
|
|
0.39583319425582886,
|
|
0.2754489779472351,
|
|
0.15517237782478333,
|
|
0.11111105233430862,
|
|
0.24580998718738556,
|
|
0.30999991297721863,
|
|
0.36090216040611267,
|
|
0.3636362552642822,
|
|
0.4052286446094513,
|
|
0.16883111000061035,
|
|
0.19742482900619507,
|
|
0.3953487277030945,
|
|
0.251428484916687,
|
|
0.253807008266449,
|
|
0.17391297221183777,
|
|
0.3018867075443268,
|
|
0.4697985351085663,
|
|
0.3141360282897949,
|
|
0.261744886636734,
|
|
0.4832712709903717,
|
|
0.4646463692188263,
|
|
0.24050623178482056,
|
|
0.4645159840583801,
|
|
0.5829595327377319,
|
|
0.21428564190864563,
|
|
0.24509796500205994,
|
|
0.23236507177352905,
|
|
0.4022987186908722,
|
|
0.26086947321891785,
|
|
0.31730762124061584,
|
|
0.33121007680892944,
|
|
0.31884050369262695,
|
|
0.3231440484523773,
|
|
0.3286384046077728,
|
|
0.24615377187728882,
|
|
0.24637673795223236,
|
|
0.24175815284252167,
|
|
0.2127659022808075,
|
|
0.4999998211860657,
|
|
0.36129021644592285,
|
|
0.5462961196899414,
|
|
0.2614377737045288,
|
|
0.35483860969543457,
|
|
0.15789467096328735,
|
|
0.1866665780544281,
|
|
0.1898733526468277,
|
|
0.4949493706226349,
|
|
0.4999999403953552,
|
|
0.4357975721359253,
|
|
0.19251330196857452,
|
|
0.30674833059310913,
|
|
0.5907471776008606,
|
|
0.5100669860839844,
|
|
0.45197728276252747,
|
|
0.06741566956043243,
|
|
0.4593299925327301,
|
|
0.30303019285202026,
|
|
0.323809415102005,
|
|
0.3515150547027588,
|
|
0.7118642330169678,
|
|
0.3939392864704132,
|
|
0.45405393838882446,
|
|
0.35483863949775696,
|
|
0.11715474724769592,
|
|
0.211055189371109,
|
|
0.15740735828876495,
|
|
0.2937852144241333,
|
|
0.7244896292686462,
|
|
0.5375493168830872,
|
|
0.39864856004714966,
|
|
0.582914412021637,
|
|
0.1438848376274109,
|
|
0.36464083194732666,
|
|
0.20657269656658173,
|
|
0.6017698049545288,
|
|
0.6603772640228271,
|
|
0.12121206521987915,
|
|
0.14285707473754883,
|
|
0.29473677277565,
|
|
0.14193545281887054,
|
|
0.31451600790023804,
|
|
0.6785712838172913,
|
|
0.30877184867858887,
|
|
0.22115376591682434,
|
|
0.38983041048049927,
|
|
0.37433144450187683,
|
|
0.35897427797317505,
|
|
0.1759258508682251,
|
|
0.27096766233444214,
|
|
0.289308100938797,
|
|
0.46376800537109375,
|
|
0.1768706887960434,
|
|
0.08391603082418442,
|
|
0.602040708065033,
|
|
0.5128204226493835,
|
|
0.30487796664237976,
|
|
0.334545373916626,
|
|
0.1101694256067276,
|
|
0.33684200048446655
|
|
],
|
|
"time": 160.66583947930485,
|
|
"param": [
|
|
{
|
|
"p": 0.025855882093310356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030825166031718254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038694169372320175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052085209637880325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07258602976799011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03538315370678902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1687653809785843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0886894091963768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0758628398180008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03606708347797394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05495946854352951,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0728694349527359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23010574281215668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01725093647837639,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 3.688876152038574,
|
|
"val_loss": 2.5611917972564697,
|
|
"acc": 35.02,
|
|
"f1": [
|
|
0.6355138421058655,
|
|
0.38888877630233765,
|
|
0.29032251238822937,
|
|
0.18439710140228271,
|
|
0.15662643313407898,
|
|
0.2770269513130188,
|
|
0.36470577120780945,
|
|
0.36686381697654724,
|
|
0.30496448278427124,
|
|
0.4236452281475067,
|
|
0.12162157148122787,
|
|
0.17333325743675232,
|
|
0.33333322405815125,
|
|
0.24675315618515015,
|
|
0.2433861643075943,
|
|
0.19999991357326508,
|
|
0.33497530221939087,
|
|
0.5108694434165955,
|
|
0.33333325386047363,
|
|
0.3096773326396942,
|
|
0.579234778881073,
|
|
0.4878048002719879,
|
|
0.3068782389163971,
|
|
0.56043940782547,
|
|
0.5772356390953064,
|
|
0.2485205978155136,
|
|
0.23776215314865112,
|
|
0.17674411833286285,
|
|
0.4266665279865265,
|
|
0.2562277019023895,
|
|
0.36529669165611267,
|
|
0.378109335899353,
|
|
0.32432422041893005,
|
|
0.3459458649158478,
|
|
0.3456788957118988,
|
|
0.09756092727184296,
|
|
0.322274774312973,
|
|
0.22222214937210083,
|
|
0.19385337829589844,
|
|
0.4705881178379059,
|
|
0.3374998867511749,
|
|
0.5084744095802307,
|
|
0.2614377737045288,
|
|
0.40384599566459656,
|
|
0.21118006110191345,
|
|
0.14857135713100433,
|
|
0.18518511950969696,
|
|
0.41693800687789917,
|
|
0.5164318084716797,
|
|
0.38596484065055847,
|
|
0.19999992847442627,
|
|
0.3208954334259033,
|
|
0.38216549158096313,
|
|
0.6399998664855957,
|
|
0.4245808720588684,
|
|
0.09195395559072495,
|
|
0.5319147706031799,
|
|
0.35602086782455444,
|
|
0.36134445667266846,
|
|
0.28571420907974243,
|
|
0.669999897480011,
|
|
0.45714277029037476,
|
|
0.4545453190803528,
|
|
0.3665337860584259,
|
|
0.15662643313407898,
|
|
0.22907482087612152,
|
|
0.20846900343894958,
|
|
0.2673795819282532,
|
|
0.7037035822868347,
|
|
0.5514017343521118,
|
|
0.4014597535133362,
|
|
0.6046510934829712,
|
|
0.17333325743675232,
|
|
0.35978829860687256,
|
|
0.2234041839838028,
|
|
0.6666665077209473,
|
|
0.5688887238502502,
|
|
0.1862744390964508,
|
|
0.19607838988304138,
|
|
0.30303022265434265,
|
|
0.13592226803302765,
|
|
0.2824857831001282,
|
|
0.6946106553077698,
|
|
0.27551010251045227,
|
|
0.24137921631336212,
|
|
0.37696322798728943,
|
|
0.42708319425582886,
|
|
0.3977271616458893,
|
|
0.13636358082294464,
|
|
0.38341957330703735,
|
|
0.28469744324684143,
|
|
0.4741378724575043,
|
|
0.20657269656658173,
|
|
0.18749994039535522,
|
|
0.6043955087661743,
|
|
0.48453593254089355,
|
|
0.3041473925113678,
|
|
0.29803910851478577,
|
|
0.14201176166534424,
|
|
0.31999990344047546
|
|
],
|
|
"time": 163.92838082369417,
|
|
"param": [
|
|
{
|
|
"p": 0.033624790608882904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03006734885275364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034685924649238586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05539453774690628,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07188359647989273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035998906940221786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17833708226680756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08058186620473862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07512720674276352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03515998274087906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04288078844547272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07058309018611908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23692837357521057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018746407702565193,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 4.419753074645996,
|
|
"val_loss": 2.8382985591888428,
|
|
"acc": 35.17,
|
|
"f1": [
|
|
0.6107783317565918,
|
|
0.41176459193229675,
|
|
0.2807016372680664,
|
|
0.23853203654289246,
|
|
0.1584157943725586,
|
|
0.23529404401779175,
|
|
0.37179476022720337,
|
|
0.36241599917411804,
|
|
0.33333325386047363,
|
|
0.36909863352775574,
|
|
0.10687018185853958,
|
|
0.20731700956821442,
|
|
0.3386242389678955,
|
|
0.19631893932819366,
|
|
0.2739725112915039,
|
|
0.21463409066200256,
|
|
0.3373492956161499,
|
|
0.5373133420944214,
|
|
0.3272726535797119,
|
|
0.3362067937850952,
|
|
0.5727698802947998,
|
|
0.48809507489204407,
|
|
0.31092432141304016,
|
|
0.5022420287132263,
|
|
0.6268655061721802,
|
|
0.26373615860939026,
|
|
0.23318377137184143,
|
|
0.2513660192489624,
|
|
0.4260353744029999,
|
|
0.30487796664237976,
|
|
0.36190465092658997,
|
|
0.3372780382633209,
|
|
0.3169397711753845,
|
|
0.3148147463798523,
|
|
0.3420073091983795,
|
|
0.1449274718761444,
|
|
0.3063828945159912,
|
|
0.2208588421344757,
|
|
0.16438350081443787,
|
|
0.44444432854652405,
|
|
0.38157883286476135,
|
|
0.5539904832839966,
|
|
0.28571417927742004,
|
|
0.3318776488304138,
|
|
0.14062495529651642,
|
|
0.17460310459136963,
|
|
0.2403845638036728,
|
|
0.42857131361961365,
|
|
0.518518328666687,
|
|
0.34224584698677063,
|
|
0.19266046583652496,
|
|
0.3083699643611908,
|
|
0.5676854848861694,
|
|
0.5765123963356018,
|
|
0.5209301114082336,
|
|
0.07246371358633041,
|
|
0.426778107881546,
|
|
0.36206886172294617,
|
|
0.34343424439430237,
|
|
0.27118635177612305,
|
|
0.7383176684379578,
|
|
0.3523315489292145,
|
|
0.3862067759037018,
|
|
0.290502667427063,
|
|
0.14285708963871002,
|
|
0.1768706887960434,
|
|
0.185653954744339,
|
|
0.3096773326396942,
|
|
0.7391301989555359,
|
|
0.5652172565460205,
|
|
0.40384599566459656,
|
|
0.6236557960510254,
|
|
0.17218534648418427,
|
|
0.39778995513916016,
|
|
0.18009470403194427,
|
|
0.6145250201225281,
|
|
0.5999999642372131,
|
|
0.1683167666196823,
|
|
0.20388342440128326,
|
|
0.29787227511405945,
|
|
0.15243898332118988,
|
|
0.29467079043388367,
|
|
0.7128711342811584,
|
|
0.3292180299758911,
|
|
0.22485199570655823,
|
|
0.4329003393650055,
|
|
0.39826828241348267,
|
|
0.37885454297065735,
|
|
0.09374994784593582,
|
|
0.34181809425354004,
|
|
0.256410151720047,
|
|
0.4537035822868347,
|
|
0.27777767181396484,
|
|
0.16107375919818878,
|
|
0.5913042426109314,
|
|
0.48132768273353577,
|
|
0.343283474445343,
|
|
0.3068180978298187,
|
|
0.1395348161458969,
|
|
0.33333322405815125
|
|
],
|
|
"time": 156.41963744256645,
|
|
"param": [
|
|
{
|
|
"p": 0.03686735779047012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03281113877892494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03777092695236206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05827817693352699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06953056901693344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03920271620154381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16922961175441742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0795406699180603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07352598756551743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030699539929628372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050693899393081665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06813661009073257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2312776893377304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0224351454526186,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 3.5042636394500732,
|
|
"val_loss": 2.860308885574341,
|
|
"acc": 34.27,
|
|
"f1": [
|
|
0.5468748807907104,
|
|
0.3999999463558197,
|
|
0.24137921631336212,
|
|
0.24675315618515015,
|
|
0.1307188868522644,
|
|
0.2408962845802307,
|
|
0.3820223808288574,
|
|
0.3577980697154999,
|
|
0.36269423365592957,
|
|
0.39195966720581055,
|
|
0.06837603449821472,
|
|
0.26666656136512756,
|
|
0.39090898633003235,
|
|
0.22972965240478516,
|
|
0.19999994337558746,
|
|
0.22999992966651917,
|
|
0.3141360282897949,
|
|
0.5531913638114929,
|
|
0.3428570628166199,
|
|
0.28758159279823303,
|
|
0.5099600553512573,
|
|
0.46999987959861755,
|
|
0.33035704493522644,
|
|
0.32835808396339417,
|
|
0.5882351994514465,
|
|
0.16455689072608948,
|
|
0.26573416590690613,
|
|
0.19780214130878448,
|
|
0.34615373611450195,
|
|
0.2231075018644333,
|
|
0.3066665530204773,
|
|
0.3428570628166199,
|
|
0.2457626312971115,
|
|
0.32402223348617554,
|
|
0.3195265531539917,
|
|
0.17283941805362701,
|
|
0.32124343514442444,
|
|
0.16326524317264557,
|
|
0.2328357696533203,
|
|
0.47619032859802246,
|
|
0.3146066665649414,
|
|
0.5405403971672058,
|
|
0.253807008266449,
|
|
0.3247862458229065,
|
|
0.1989527940750122,
|
|
0.2181817591190338,
|
|
0.2065216600894928,
|
|
0.434782475233078,
|
|
0.49999988079071045,
|
|
0.3493974804878235,
|
|
0.18604643642902374,
|
|
0.3135133981704712,
|
|
0.5240174531936646,
|
|
0.603550136089325,
|
|
0.5242717266082764,
|
|
0.0960698127746582,
|
|
0.48387083411216736,
|
|
0.3703702688217163,
|
|
0.3568074107170105,
|
|
0.33962249755859375,
|
|
0.7121950387954712,
|
|
0.42528724670410156,
|
|
0.44670039415359497,
|
|
0.3282441794872284,
|
|
0.10738249123096466,
|
|
0.20779214799404144,
|
|
0.11111105233430862,
|
|
0.26666659116744995,
|
|
0.6413500905036926,
|
|
0.492537260055542,
|
|
0.4226802885532379,
|
|
0.5991901755332947,
|
|
0.12499994784593582,
|
|
0.3478260040283203,
|
|
0.16888882219791412,
|
|
0.6486485004425049,
|
|
0.5826086401939392,
|
|
0.17283941805362701,
|
|
0.12949636578559875,
|
|
0.2786068916320801,
|
|
0.16279064118862152,
|
|
0.27049171924591064,
|
|
0.6994534134864807,
|
|
0.24637670814990997,
|
|
0.20304562151432037,
|
|
0.40485823154449463,
|
|
0.39655160903930664,
|
|
0.3555554449558258,
|
|
0.1749999076128006,
|
|
0.40552979707717896,
|
|
0.28571420907974243,
|
|
0.4253392219543457,
|
|
0.15384608507156372,
|
|
0.16560502350330353,
|
|
0.5276594758033752,
|
|
0.4077668786048889,
|
|
0.33962249755859375,
|
|
0.35416656732559204,
|
|
0.18699179589748383,
|
|
0.33333322405815125
|
|
],
|
|
"time": 162.76565847638994,
|
|
"param": [
|
|
{
|
|
"p": 0.03142805024981499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03334170579910278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039039358496665955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05708351731300354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07195613533258438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03817305713891983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1733134537935257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09711401164531708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06528068333864212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027715137228369713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04599175229668617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07014446705579758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22847506403923035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020943565294146538,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 4.199095249176025,
|
|
"val_loss": 2.787627696990967,
|
|
"acc": 34.93,
|
|
"f1": [
|
|
0.616278886795044,
|
|
0.4343433380126953,
|
|
0.23275858163833618,
|
|
0.23841053247451782,
|
|
0.14598533511161804,
|
|
0.2536584436893463,
|
|
0.28318578004837036,
|
|
0.3653845489025116,
|
|
0.37499991059303284,
|
|
0.41758227348327637,
|
|
0.18064509332180023,
|
|
0.20746882259845734,
|
|
0.36904752254486084,
|
|
0.20833326876163483,
|
|
0.2601625323295593,
|
|
0.22222213447093964,
|
|
0.35294109582901,
|
|
0.4972374439239502,
|
|
0.30864188075065613,
|
|
0.3414633274078369,
|
|
0.5589519143104553,
|
|
0.49097466468811035,
|
|
0.27083322405815125,
|
|
0.5560536980628967,
|
|
0.5714284777641296,
|
|
0.26573416590690613,
|
|
0.2314814031124115,
|
|
0.14084501564502716,
|
|
0.4260353744029999,
|
|
0.25423723459243774,
|
|
0.36082467436790466,
|
|
0.3555554449558258,
|
|
0.30857133865356445,
|
|
0.36809808015823364,
|
|
0.3269961178302765,
|
|
0.1635219305753708,
|
|
0.38190943002700806,
|
|
0.21505369246006012,
|
|
0.2566037178039551,
|
|
0.5095540285110474,
|
|
0.36893191933631897,
|
|
0.5286343097686768,
|
|
0.3249998986721039,
|
|
0.3699420988559723,
|
|
0.19727885723114014,
|
|
0.22321420907974243,
|
|
0.18677033483982086,
|
|
0.48401811718940735,
|
|
0.486274391412735,
|
|
0.36470577120780945,
|
|
0.21800939738750458,
|
|
0.38095223903656006,
|
|
0.6399998664855957,
|
|
0.5931557416915894,
|
|
0.5053762197494507,
|
|
0.09338513761758804,
|
|
0.4794519543647766,
|
|
0.31372541189193726,
|
|
0.3765689730644226,
|
|
0.33502528071403503,
|
|
0.6585364937782288,
|
|
0.41052618622779846,
|
|
0.4596272110939026,
|
|
0.4221104085445404,
|
|
0.17073163390159607,
|
|
0.2553190290927887,
|
|
0.21404676139354706,
|
|
0.32142847776412964,
|
|
0.6968324184417725,
|
|
0.6116504073143005,
|
|
0.47846877574920654,
|
|
0.49689429998397827,
|
|
0.1648350954055786,
|
|
0.37288129329681396,
|
|
0.18487389385700226,
|
|
0.585152804851532,
|
|
0.6320753693580627,
|
|
0.1438848376274109,
|
|
0.16216209530830383,
|
|
0.28742504119873047,
|
|
0.14765094220638275,
|
|
0.23841053247451782,
|
|
0.657142698764801,
|
|
0.31081074476242065,
|
|
0.26315781474113464,
|
|
0.39548009634017944,
|
|
0.43850257992744446,
|
|
0.36956506967544556,
|
|
0.15384608507156372,
|
|
0.40170925855636597,
|
|
0.24305549263954163,
|
|
0.4179103374481201,
|
|
0.08928567916154861,
|
|
0.2214021533727646,
|
|
0.5078123807907104,
|
|
0.3878786563873291,
|
|
0.30769217014312744,
|
|
0.26086950302124023,
|
|
0.1445782482624054,
|
|
0.2816900610923767
|
|
],
|
|
"time": 162.99503556080163,
|
|
"param": [
|
|
{
|
|
"p": 0.03103996440768242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030917491763830185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04499536007642746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055039335042238235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07564578205347061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03834911435842514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17155563831329346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08121189475059509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07667440921068192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033423855900764465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05077410489320755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07374393194913864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21727102994918823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019358104094862938,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 4.019843578338623,
|
|
"val_loss": 2.6250078678131104,
|
|
"acc": 33.93,
|
|
"f1": [
|
|
0.6372547745704651,
|
|
0.38888877630233765,
|
|
0.20799992978572845,
|
|
0.2599999010562897,
|
|
0.11475405097007751,
|
|
0.27118635177612305,
|
|
0.358024537563324,
|
|
0.2941175401210785,
|
|
0.3058822751045227,
|
|
0.4090908467769623,
|
|
0.20512813329696655,
|
|
0.213483065366745,
|
|
0.3733331859111786,
|
|
0.24390237033367157,
|
|
0.2243901938199997,
|
|
0.20224712789058685,
|
|
0.2938774824142456,
|
|
0.4303029477596283,
|
|
0.3716813027858734,
|
|
0.28685250878334045,
|
|
0.5987259745597839,
|
|
0.5066665410995483,
|
|
0.2976189851760864,
|
|
0.5340908169746399,
|
|
0.6185566186904907,
|
|
0.2585032880306244,
|
|
0.21428564190864563,
|
|
0.22598862648010254,
|
|
0.42857131361961365,
|
|
0.19999991357326508,
|
|
0.35294109582901,
|
|
0.2480619251728058,
|
|
0.336633563041687,
|
|
0.31999990344047546,
|
|
0.34848475456237793,
|
|
0.19999991357326508,
|
|
0.35748788714408875,
|
|
0.1696968972682953,
|
|
0.2010049670934677,
|
|
0.4969695806503296,
|
|
0.30999991297721863,
|
|
0.4858298599720001,
|
|
0.26160329580307007,
|
|
0.3647797703742981,
|
|
0.16216209530830383,
|
|
0.1717790812253952,
|
|
0.30331745743751526,
|
|
0.49327346682548523,
|
|
0.45312491059303284,
|
|
0.3999999165534973,
|
|
0.18404902517795563,
|
|
0.29268285632133484,
|
|
0.5840706825256348,
|
|
0.5686272978782654,
|
|
0.4884791076183319,
|
|
0.12612608075141907,
|
|
0.4324323236942291,
|
|
0.3026314675807953,
|
|
0.2815883457660675,
|
|
0.2741115987300873,
|
|
0.6927372813224792,
|
|
0.3972601890563965,
|
|
0.4408600926399231,
|
|
0.35359105467796326,
|
|
0.06611566245555878,
|
|
0.14634139835834503,
|
|
0.1718212515115738,
|
|
0.279411643743515,
|
|
0.7142855525016785,
|
|
0.6101693511009216,
|
|
0.4022987186908722,
|
|
0.5543476939201355,
|
|
0.1258740872144699,
|
|
0.3647797703742981,
|
|
0.11199995130300522,
|
|
0.5847951769828796,
|
|
0.636871337890625,
|
|
0.056603748351335526,
|
|
0.17391295731067657,
|
|
0.30046939849853516,
|
|
0.1509433388710022,
|
|
0.20689646899700165,
|
|
0.6947367191314697,
|
|
0.3879309296607971,
|
|
0.2477063536643982,
|
|
0.4132230579853058,
|
|
0.4352940320968628,
|
|
0.3553718030452728,
|
|
0.16986298561096191,
|
|
0.3034055233001709,
|
|
0.26890748739242554,
|
|
0.4634144902229309,
|
|
0.2244223952293396,
|
|
0.23863628506660461,
|
|
0.5913977026939392,
|
|
0.4930231273174286,
|
|
0.2773721516132355,
|
|
0.21359221637248993,
|
|
0.10526309907436371,
|
|
0.3308269679546356
|
|
],
|
|
"time": 165.7355458587408,
|
|
"param": [
|
|
{
|
|
"p": 0.027902092784643173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03439776226878166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03476303443312645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05431871861219406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06835166364908218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03271713852882385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16985677182674408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09197726845741272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07569810748100281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03265782445669174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05121605098247528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06528329849243164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24243901669979095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018421195447444916,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 4.1914849281311035,
|
|
"val_loss": 2.593747854232788,
|
|
"acc": 35.94,
|
|
"f1": [
|
|
0.5350316762924194,
|
|
0.42931926250457764,
|
|
0.2272726595401764,
|
|
0.2617800235748291,
|
|
0.11904755234718323,
|
|
0.2580644190311432,
|
|
0.36986294388771057,
|
|
0.35532984137535095,
|
|
0.39325833320617676,
|
|
0.4137929677963257,
|
|
0.0639999583363533,
|
|
0.22614836692810059,
|
|
0.38427940011024475,
|
|
0.2793295085430145,
|
|
0.24615377187728882,
|
|
0.27472516894340515,
|
|
0.3168315887451172,
|
|
0.5119998455047607,
|
|
0.35051536560058594,
|
|
0.2755904495716095,
|
|
0.5473682880401611,
|
|
0.5244443416595459,
|
|
0.3043477535247803,
|
|
0.5294116735458374,
|
|
0.5922329425811768,
|
|
0.23788540065288544,
|
|
0.2275448441505432,
|
|
0.18749994039535522,
|
|
0.40277767181396484,
|
|
0.2758619785308838,
|
|
0.3858267068862915,
|
|
0.3703702986240387,
|
|
0.3583814203739166,
|
|
0.2786068916320801,
|
|
0.33720922470092773,
|
|
0.20588228106498718,
|
|
0.34736835956573486,
|
|
0.19230762124061584,
|
|
0.2036363184452057,
|
|
0.5048542022705078,
|
|
0.30824363231658936,
|
|
0.5741626024246216,
|
|
0.29032251238822937,
|
|
0.3636362552642822,
|
|
0.18897630274295807,
|
|
0.16981124877929688,
|
|
0.21390368044376373,
|
|
0.45454537868499756,
|
|
0.4827585220336914,
|
|
0.37914684414863586,
|
|
0.16666659712791443,
|
|
0.31623923778533936,
|
|
0.5826086401939392,
|
|
0.6321242451667786,
|
|
0.5252523422241211,
|
|
0.11055269837379456,
|
|
0.48314592242240906,
|
|
0.3804876506328583,
|
|
0.33918121457099915,
|
|
0.31531521677970886,
|
|
0.6785712838172913,
|
|
0.41379299759864807,
|
|
0.4191615581512451,
|
|
0.36607131361961365,
|
|
0.12121206521987915,
|
|
0.16666661202907562,
|
|
0.18300646543502808,
|
|
0.2824857831001282,
|
|
0.6872245073318481,
|
|
0.6054052114486694,
|
|
0.46153831481933594,
|
|
0.5583755373954773,
|
|
0.08045971393585205,
|
|
0.3537413775920868,
|
|
0.21714277565479279,
|
|
0.6320753693580627,
|
|
0.6307052373886108,
|
|
0.16842098534107208,
|
|
0.22222216427326202,
|
|
0.31088075041770935,
|
|
0.12676051259040833,
|
|
0.28776973485946655,
|
|
0.6951870322227478,
|
|
0.3697478175163269,
|
|
0.26041656732559204,
|
|
0.4401912987232208,
|
|
0.42857128381729126,
|
|
0.35833320021629333,
|
|
0.1528661698102951,
|
|
0.3793102204799652,
|
|
0.2871793806552887,
|
|
0.5023695826530457,
|
|
0.25301194190979004,
|
|
0.19780214130878448,
|
|
0.570175290107727,
|
|
0.4867255389690399,
|
|
0.3441859781742096,
|
|
0.33457237482070923,
|
|
0.10843367874622345,
|
|
0.35582810640335083
|
|
],
|
|
"time": 166.3723322711885,
|
|
"param": [
|
|
{
|
|
"p": 0.03530984744429588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03224022313952446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04498680680990219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05620432645082474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0783461406826973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04012671485543251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16548699140548706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08880290389060974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06736698001623154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03639223054051399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049404121935367584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06381317228078842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21772532165050507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02379423752427101,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 3.977079391479492,
|
|
"val_loss": 2.6984472274780273,
|
|
"acc": 35.45,
|
|
"f1": [
|
|
0.644067645072937,
|
|
0.4585364758968353,
|
|
0.23376615345478058,
|
|
0.2482757866382599,
|
|
0.1494252234697342,
|
|
0.2636362612247467,
|
|
0.38834938406944275,
|
|
0.28187909722328186,
|
|
0.3653844892978668,
|
|
0.4065040051937103,
|
|
0.18181811273097992,
|
|
0.24489788711071014,
|
|
0.4075828194618225,
|
|
0.24999988079071045,
|
|
0.1965317279100418,
|
|
0.238805890083313,
|
|
0.3694266378879547,
|
|
0.4787232577800751,
|
|
0.3859647810459137,
|
|
0.30232545733451843,
|
|
0.5495494604110718,
|
|
0.4946235418319702,
|
|
0.3024389147758484,
|
|
0.48756206035614014,
|
|
0.6267279982566833,
|
|
0.23478256165981293,
|
|
0.23030294477939606,
|
|
0.2333332598209381,
|
|
0.4777776598930359,
|
|
0.2761903405189514,
|
|
0.38216549158096313,
|
|
0.35121941566467285,
|
|
0.33497530221939087,
|
|
0.24999989569187164,
|
|
0.35714277625083923,
|
|
0.19999992847442627,
|
|
0.334727942943573,
|
|
0.22797919809818268,
|
|
0.29875513911247253,
|
|
0.47435885667800903,
|
|
0.336633563041687,
|
|
0.548076868057251,
|
|
0.2825278043746948,
|
|
0.3904760777950287,
|
|
0.18181811273097992,
|
|
0.18032780289649963,
|
|
0.1775147169828415,
|
|
0.5106382369995117,
|
|
0.5506072044372559,
|
|
0.376623272895813,
|
|
0.2347417026758194,
|
|
0.3515150547027588,
|
|
0.38571420311927795,
|
|
0.5726870894432068,
|
|
0.5304347276687622,
|
|
0.11618251353502274,
|
|
0.49999988079071045,
|
|
0.3348415493965149,
|
|
0.3315507173538208,
|
|
0.34862375259399414,
|
|
0.6931816935539246,
|
|
0.35064926743507385,
|
|
0.4790417551994324,
|
|
0.3414632976055145,
|
|
0.10650881379842758,
|
|
0.20462042093276978,
|
|
0.13157887756824493,
|
|
0.32520318031311035,
|
|
0.6864405274391174,
|
|
0.5270757675170898,
|
|
0.4106462597846985,
|
|
0.5837318897247314,
|
|
0.1452513188123703,
|
|
0.3313608467578888,
|
|
0.19631893932819366,
|
|
0.6585364937782288,
|
|
0.6249998807907104,
|
|
0.23463678359985352,
|
|
0.24034328758716583,
|
|
0.31764698028564453,
|
|
0.15999995172023773,
|
|
0.2754489779472351,
|
|
0.7081338167190552,
|
|
0.3431951701641083,
|
|
0.21505369246006012,
|
|
0.3846152722835541,
|
|
0.38367336988449097,
|
|
0.3601531684398651,
|
|
0.16346149146556854,
|
|
0.3779526650905609,
|
|
0.2790696620941162,
|
|
0.4362138509750366,
|
|
0.21556879580020905,
|
|
0.15853650867938995,
|
|
0.6168223023414612,
|
|
0.42285704612731934,
|
|
0.37735840678215027,
|
|
0.3320753574371338,
|
|
0.17968745529651642,
|
|
0.2891565263271332
|
|
],
|
|
"time": 163.2069338178262,
|
|
"param": [
|
|
{
|
|
"p": 0.033622533082962036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031932979822158813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042724739760160446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04855583235621452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06804798543453217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0402831993997097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16739647090435028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0899486094713211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06686727702617645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03659968450665474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05798241123557091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07633811235427856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21689003705978394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022810233756899834,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 3.9724788665771484,
|
|
"val_loss": 2.958542585372925,
|
|
"acc": 35.57,
|
|
"f1": [
|
|
0.6229507327079773,
|
|
0.43518510460853577,
|
|
0.14876028895378113,
|
|
0.2699999213218689,
|
|
0.17511513829231262,
|
|
0.26666659116744995,
|
|
0.4022345542907715,
|
|
0.40191373229026794,
|
|
0.3250882625579834,
|
|
0.41935470700263977,
|
|
0.11764701455831528,
|
|
0.20125779509544373,
|
|
0.3899998664855957,
|
|
0.23478256165981293,
|
|
0.20779214799404144,
|
|
0.2312137931585312,
|
|
0.31999990344047546,
|
|
0.4899998903274536,
|
|
0.33333319425582886,
|
|
0.2769230008125305,
|
|
0.5555554032325745,
|
|
0.5319147706031799,
|
|
0.3220337927341461,
|
|
0.49999988079071045,
|
|
0.6330273747444153,
|
|
0.24742262065410614,
|
|
0.24050623178482056,
|
|
0.21524657309055328,
|
|
0.36144572496414185,
|
|
0.26666656136512756,
|
|
0.36842095851898193,
|
|
0.41414129734039307,
|
|
0.3576158285140991,
|
|
0.3376622498035431,
|
|
0.35443025827407837,
|
|
0.15827332437038422,
|
|
0.3037973642349243,
|
|
0.21800939738750458,
|
|
0.2695651352405548,
|
|
0.4712642431259155,
|
|
0.33599987626075745,
|
|
0.5925924777984619,
|
|
0.3196346163749695,
|
|
0.38888877630233765,
|
|
0.22346359491348267,
|
|
0.18497103452682495,
|
|
0.2324158400297165,
|
|
0.49999988079071045,
|
|
0.43712568283081055,
|
|
0.4201679825782776,
|
|
0.25125616788864136,
|
|
0.2944161295890808,
|
|
0.5857739448547363,
|
|
0.594594419002533,
|
|
0.49411749839782715,
|
|
0.12105259299278259,
|
|
0.5212765336036682,
|
|
0.34254133701324463,
|
|
0.35416656732559204,
|
|
0.3419688045978546,
|
|
0.7192116975784302,
|
|
0.4161849021911621,
|
|
0.4731181561946869,
|
|
0.39160826802253723,
|
|
0.1452513188123703,
|
|
0.24390234053134918,
|
|
0.1818181276321411,
|
|
0.2571427822113037,
|
|
0.6779659986495972,
|
|
0.5714284181594849,
|
|
0.4476189613342285,
|
|
0.5700481534004211,
|
|
0.1290321946144104,
|
|
0.29007622599601746,
|
|
0.14598533511161804,
|
|
0.5737050771713257,
|
|
0.6126124858856201,
|
|
0.17142851650714874,
|
|
0.23350247740745544,
|
|
0.32291656732559204,
|
|
0.16666661202907562,
|
|
0.2576686441898346,
|
|
0.6233765482902527,
|
|
0.3931623101234436,
|
|
0.23893800377845764,
|
|
0.4186045527458191,
|
|
0.4031006693840027,
|
|
0.3508771061897278,
|
|
0.13924044370651245,
|
|
0.3251230716705322,
|
|
0.28742504119873047,
|
|
0.4259258210659027,
|
|
0.15384608507156372,
|
|
0.17218534648418427,
|
|
0.6048778891563416,
|
|
0.45801523327827454,
|
|
0.29319363832473755,
|
|
0.3376622200012207,
|
|
0.10447756201028824,
|
|
0.3793102502822876
|
|
],
|
|
"time": 163.7316496418789,
|
|
"param": [
|
|
{
|
|
"p": 0.03395590931177139,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027442408725619316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045536864548921585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05627916753292084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07442915439605713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03897731378674507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16155186295509338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08770366758108139,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08040758967399597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029779870063066483,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046725500375032425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07609257102012634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21621491014957428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02490319311618805,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 3.3366928100585938,
|
|
"val_loss": 2.685875177383423,
|
|
"acc": 34.22,
|
|
"f1": [
|
|
0.5945944786071777,
|
|
0.3356642425060272,
|
|
0.31249991059303284,
|
|
0.24083760380744934,
|
|
0.17085421085357666,
|
|
0.22499993443489075,
|
|
0.37125736474990845,
|
|
0.3563217520713806,
|
|
0.362318754196167,
|
|
0.4150942265987396,
|
|
0.1499999463558197,
|
|
0.2588233947753906,
|
|
0.27433618903160095,
|
|
0.2524271011352539,
|
|
0.265060156583786,
|
|
0.24875615537166595,
|
|
0.3096773326396942,
|
|
0.5221238136291504,
|
|
0.3151514232158661,
|
|
0.3414633274078369,
|
|
0.6143789887428284,
|
|
0.5248867273330688,
|
|
0.28571417927742004,
|
|
0.491227924823761,
|
|
0.633333146572113,
|
|
0.21221861243247986,
|
|
0.2424241602420807,
|
|
0.24193541705608368,
|
|
0.4090907871723175,
|
|
0.2681563198566437,
|
|
0.37130793929100037,
|
|
0.36904752254486084,
|
|
0.3999998867511749,
|
|
0.30456843972206116,
|
|
0.3657141625881195,
|
|
0.10169486701488495,
|
|
0.318471223115921,
|
|
0.19178074598312378,
|
|
0.2295081466436386,
|
|
0.5142855644226074,
|
|
0.27777767181396484,
|
|
0.4930231273174286,
|
|
0.2956520915031433,
|
|
0.3469386696815491,
|
|
0.17218534648418427,
|
|
0.13043473660945892,
|
|
0.17241372168064117,
|
|
0.42388051748275757,
|
|
0.49999988079071045,
|
|
0.32222211360931396,
|
|
0.1971830427646637,
|
|
0.23181812465190887,
|
|
0.4324323236942291,
|
|
0.5941421389579773,
|
|
0.5388599634170532,
|
|
0.09032251685857773,
|
|
0.4303796589374542,
|
|
0.3307085633277893,
|
|
0.35071080923080444,
|
|
0.3184078335762024,
|
|
0.6926827430725098,
|
|
0.44444429874420166,
|
|
0.4598929286003113,
|
|
0.3736262619495392,
|
|
0.11827950179576874,
|
|
0.23255807161331177,
|
|
0.15702472627162933,
|
|
0.2790696620941162,
|
|
0.6607928276062012,
|
|
0.5869563817977905,
|
|
0.2686566412448883,
|
|
0.5692307353019714,
|
|
0.13749992847442627,
|
|
0.44444435834884644,
|
|
0.19108274579048157,
|
|
0.5338345170021057,
|
|
0.6063828468322754,
|
|
0.12857137620449066,
|
|
0.20689646899700165,
|
|
0.24786315858364105,
|
|
0.16346149146556854,
|
|
0.2959640622138977,
|
|
0.711340069770813,
|
|
0.2634729743003845,
|
|
0.21874991059303284,
|
|
0.3843415677547455,
|
|
0.3644443452358246,
|
|
0.3524228036403656,
|
|
0.10884349048137665,
|
|
0.3692306578159332,
|
|
0.22535204887390137,
|
|
0.509316623210907,
|
|
0.19047614932060242,
|
|
0.12345672398805618,
|
|
0.5955054759979248,
|
|
0.4770641028881073,
|
|
0.3113206624984741,
|
|
0.2872926890850067,
|
|
0.16935478150844574,
|
|
0.30851057171821594
|
|
],
|
|
"time": 162.09902518987656,
|
|
"param": [
|
|
{
|
|
"p": 0.034670405089855194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03281585872173309,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0398494154214859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050148990005254745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07545030117034912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03585764765739441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16944332420825958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09744880348443985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06969361752271652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03098350763320923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05200890079140663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06720618158578873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21947568655014038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02494730055332184,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 3.8464231491088867,
|
|
"val_loss": 2.7671635150909424,
|
|
"acc": 35.76,
|
|
"f1": [
|
|
0.5291827917098999,
|
|
0.39548009634017944,
|
|
0.29189181327819824,
|
|
0.22099439799785614,
|
|
0.13145533204078674,
|
|
0.29787224531173706,
|
|
0.32584258913993835,
|
|
0.36871495842933655,
|
|
0.3797467350959778,
|
|
0.3999999165534973,
|
|
0.1499999314546585,
|
|
0.26751580834388733,
|
|
0.24154582619667053,
|
|
0.2580644488334656,
|
|
0.27350419759750366,
|
|
0.29585790634155273,
|
|
0.30526304244995117,
|
|
0.4608694612979889,
|
|
0.32291656732559204,
|
|
0.31304338574409485,
|
|
0.642857015132904,
|
|
0.5478259921073914,
|
|
0.3552630543708801,
|
|
0.47916653752326965,
|
|
0.5972849726676941,
|
|
0.2456139624118805,
|
|
0.24516120553016663,
|
|
0.1989527940750122,
|
|
0.3763439953327179,
|
|
0.30588221549987793,
|
|
0.38541653752326965,
|
|
0.32748526334762573,
|
|
0.3113206624984741,
|
|
0.28846150636672974,
|
|
0.35714274644851685,
|
|
0.20338977873325348,
|
|
0.28855711221694946,
|
|
0.1940297782421112,
|
|
0.2906976044178009,
|
|
0.4939757287502289,
|
|
0.30069923400878906,
|
|
0.46923068165779114,
|
|
0.3240739703178406,
|
|
0.33532923460006714,
|
|
0.21897803246974945,
|
|
0.16901402175426483,
|
|
0.28225794434547424,
|
|
0.462584912776947,
|
|
0.48453593254089355,
|
|
0.426778107881546,
|
|
0.2553190290927887,
|
|
0.3199998736381531,
|
|
0.5400842428207397,
|
|
0.5668014883995056,
|
|
0.5096152424812317,
|
|
0.1101694256067276,
|
|
0.4899998903274536,
|
|
0.3444443643093109,
|
|
0.3234041631221771,
|
|
0.30337071418762207,
|
|
0.6425337791442871,
|
|
0.46632111072540283,
|
|
0.4565216302871704,
|
|
0.40764322876930237,
|
|
0.14666660130023956,
|
|
0.2634729743003845,
|
|
0.10852707922458649,
|
|
0.2794116735458374,
|
|
0.6299211382865906,
|
|
0.6224488615989685,
|
|
0.3999998867511749,
|
|
0.5472311973571777,
|
|
0.12162157148122787,
|
|
0.3593749403953552,
|
|
0.22222214937210083,
|
|
0.6231154203414917,
|
|
0.6272726058959961,
|
|
0.18779337406158447,
|
|
0.19277101755142212,
|
|
0.31067952513694763,
|
|
0.1556885540485382,
|
|
0.2705881595611572,
|
|
0.6153844594955444,
|
|
0.362790584564209,
|
|
0.1911763846874237,
|
|
0.4066389203071594,
|
|
0.3677128851413727,
|
|
0.36123335361480713,
|
|
0.1754385232925415,
|
|
0.3622046113014221,
|
|
0.2844826877117157,
|
|
0.3456789553165436,
|
|
0.21590900421142578,
|
|
0.2521738111972809,
|
|
0.6417111158370972,
|
|
0.4489794969558716,
|
|
0.3374998867511749,
|
|
0.3739129900932312,
|
|
0.03199996426701546,
|
|
0.2944784462451935
|
|
],
|
|
"time": 164.30825260374695,
|
|
"param": [
|
|
{
|
|
"p": 0.03179258853197098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033713940531015396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04654749110341072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05460529401898384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0678829476237297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04207779839634895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17089024186134338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09216766804456711,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0717446431517601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035392068326473236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04859634116292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0719965398311615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21015068888664246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022441735491156578,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 4.05502462387085,
|
|
"val_loss": 2.972323417663574,
|
|
"acc": 34.93,
|
|
"f1": [
|
|
0.602620005607605,
|
|
0.39449530839920044,
|
|
0.2528734505176544,
|
|
0.22972965240478516,
|
|
0.20276491343975067,
|
|
0.30046939849853516,
|
|
0.3495144844055176,
|
|
0.3508770763874054,
|
|
0.3232322335243225,
|
|
0.4662575423717499,
|
|
0.17441853880882263,
|
|
0.17808210849761963,
|
|
0.3318776488304138,
|
|
0.21969690918922424,
|
|
0.26519328355789185,
|
|
0.20765019953250885,
|
|
0.2976189851760864,
|
|
0.5079363584518433,
|
|
0.3478260040283203,
|
|
0.3195265531539917,
|
|
0.6136362552642822,
|
|
0.4537814259529114,
|
|
0.2834644913673401,
|
|
0.5217389464378357,
|
|
0.5747125148773193,
|
|
0.23170723021030426,
|
|
0.24999991059303284,
|
|
0.23157887160778046,
|
|
0.4148934781551361,
|
|
0.2575106620788574,
|
|
0.33333322405815125,
|
|
0.3478259742259979,
|
|
0.3383083641529083,
|
|
0.30952370166778564,
|
|
0.3584904372692108,
|
|
0.1414140909910202,
|
|
0.3175964951515198,
|
|
0.2055555284023285,
|
|
0.253807008266449,
|
|
0.45348823070526123,
|
|
0.35051536560058594,
|
|
0.572916567325592,
|
|
0.30769219994544983,
|
|
0.3269961178302765,
|
|
0.17757000029087067,
|
|
0.17322827875614166,
|
|
0.22058817744255066,
|
|
0.48275846242904663,
|
|
0.4951455295085907,
|
|
0.37614670395851135,
|
|
0.20560741424560547,
|
|
0.3436122238636017,
|
|
0.5825241804122925,
|
|
0.6060605049133301,
|
|
0.517857015132904,
|
|
0.1360543668270111,
|
|
0.45138877630233765,
|
|
0.3493974804878235,
|
|
0.3272726237773895,
|
|
0.3261801600456238,
|
|
0.7192116975784302,
|
|
0.36649200320243835,
|
|
0.3940519392490387,
|
|
0.34615376591682434,
|
|
0.07462681084871292,
|
|
0.213483065366745,
|
|
0.185653954744339,
|
|
0.3542855978012085,
|
|
0.6929823160171509,
|
|
0.5681816935539246,
|
|
0.4123710095882416,
|
|
0.5425531268119812,
|
|
0.12682920694351196,
|
|
0.30769217014312744,
|
|
0.1648350954055786,
|
|
0.5975608825683594,
|
|
0.645502507686615,
|
|
0.12765952944755554,
|
|
0.1854303926229477,
|
|
0.26388877630233765,
|
|
0.14358967542648315,
|
|
0.27109965682029724,
|
|
0.6923075318336487,
|
|
0.3575417995452881,
|
|
0.23776215314865112,
|
|
0.3904760777950287,
|
|
0.4100417494773865,
|
|
0.38578668236732483,
|
|
0.12213735282421112,
|
|
0.4102562665939331,
|
|
0.27884605526924133,
|
|
0.4923075735569,
|
|
0.23157887160778046,
|
|
0.2062779664993286,
|
|
0.5989846587181091,
|
|
0.4782607853412628,
|
|
0.3171805441379547,
|
|
0.35443025827407837,
|
|
0.14814810454845428,
|
|
0.27419349551200867
|
|
],
|
|
"time": 163.1376928789541,
|
|
"param": [
|
|
{
|
|
"p": 0.0354011207818985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0323488749563694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03827786073088646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06083812192082405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07666478306055069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03846469521522522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.172933429479599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09350623190402985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07207182794809341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03541437163949013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05382847040891647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06415826827287674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20808196067810059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01800995133817196,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 3.9406850337982178,
|
|
"val_loss": 2.4876961708068848,
|
|
"acc": 35.2,
|
|
"f1": [
|
|
0.6736840605735779,
|
|
0.3659573495388031,
|
|
0.19480513036251068,
|
|
0.1940297782421112,
|
|
0.12121206521987915,
|
|
0.2430938482284546,
|
|
0.362499862909317,
|
|
0.35185176134109497,
|
|
0.33035704493522644,
|
|
0.41176459193229675,
|
|
0.16766461730003357,
|
|
0.25490185618400574,
|
|
0.31999990344047546,
|
|
0.24489787220954895,
|
|
0.211320698261261,
|
|
0.22748807072639465,
|
|
0.277108371257782,
|
|
0.49785396456718445,
|
|
0.37623751163482666,
|
|
0.25373128056526184,
|
|
0.5814977288246155,
|
|
0.5198236703872681,
|
|
0.3435581922531128,
|
|
0.49999988079071045,
|
|
0.5624998807907104,
|
|
0.22535204887390137,
|
|
0.19999994337558746,
|
|
0.19692303240299225,
|
|
0.2809523344039917,
|
|
0.2599999010562897,
|
|
0.3722943067550659,
|
|
0.35955044627189636,
|
|
0.35714277625083923,
|
|
0.28025469183921814,
|
|
0.3734438419342041,
|
|
0.1360543668270111,
|
|
0.3166666030883789,
|
|
0.20809243619441986,
|
|
0.2561982572078705,
|
|
0.5180721879005432,
|
|
0.34736835956573486,
|
|
0.4999999403953552,
|
|
0.35955044627189636,
|
|
0.3549782335758209,
|
|
0.19047614932060242,
|
|
0.21138201653957367,
|
|
0.2526314854621887,
|
|
0.4733726978302002,
|
|
0.5647057294845581,
|
|
0.3966940939426422,
|
|
0.24999991059303284,
|
|
0.34972667694091797,
|
|
0.5912407636642456,
|
|
0.5809127688407898,
|
|
0.5172412395477295,
|
|
0.08759118616580963,
|
|
0.5319147706031799,
|
|
0.3152172863483429,
|
|
0.346320241689682,
|
|
0.3654821515083313,
|
|
0.6902653574943542,
|
|
0.3826713562011719,
|
|
0.3897057771682739,
|
|
0.4217686057090759,
|
|
0.14563101530075073,
|
|
0.19277101755142212,
|
|
0.18032780289649963,
|
|
0.28444433212280273,
|
|
0.6822428703308105,
|
|
0.5660375952720642,
|
|
0.4688993990421295,
|
|
0.5628139972686768,
|
|
0.08771926164627075,
|
|
0.4315788447856903,
|
|
0.15662643313407898,
|
|
0.585152804851532,
|
|
0.6341462135314941,
|
|
0.16216209530830383,
|
|
0.2371133416891098,
|
|
0.24637670814990997,
|
|
0.16753920912742615,
|
|
0.290502667427063,
|
|
0.6892654895782471,
|
|
0.2953019142150879,
|
|
0.24528293311595917,
|
|
0.3295879364013672,
|
|
0.38834938406944275,
|
|
0.33802807331085205,
|
|
0.09580832719802856,
|
|
0.3675675094127655,
|
|
0.2721087336540222,
|
|
0.4519229531288147,
|
|
0.17518241703510284,
|
|
0.1279069036245346,
|
|
0.603550136089325,
|
|
0.4666665494441986,
|
|
0.2758619785308838,
|
|
0.33492809534072876,
|
|
0.13084106147289276,
|
|
0.32160791754722595
|
|
],
|
|
"time": 162.25138345733285,
|
|
"param": [
|
|
{
|
|
"p": 0.029699960723519325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025424564257264137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04420515522360802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059039123356342316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07310521602630615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038065627217292786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15801160037517548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09622567147016525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07605376094579697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03345717862248421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05417998135089874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07403215765953064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21232987940311432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026170246303081512,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 3.555276870727539,
|
|
"val_loss": 2.6385185718536377,
|
|
"acc": 35.18,
|
|
"f1": [
|
|
0.6305417418479919,
|
|
0.36065563559532166,
|
|
0.2745097279548645,
|
|
0.28272244334220886,
|
|
0.15384608507156372,
|
|
0.2399999350309372,
|
|
0.3699420988559723,
|
|
0.38190943002700806,
|
|
0.34999990463256836,
|
|
0.37499991059303284,
|
|
0.10447756201028824,
|
|
0.20178039371967316,
|
|
0.33333322405815125,
|
|
0.2121211439371109,
|
|
0.19178076088428497,
|
|
0.22916659712791443,
|
|
0.3049326539039612,
|
|
0.45714277029037476,
|
|
0.3575417995452881,
|
|
0.30864188075065613,
|
|
0.5860464572906494,
|
|
0.5019304156303406,
|
|
0.3384614586830139,
|
|
0.5027320981025696,
|
|
0.5748030543327332,
|
|
0.2181817591190338,
|
|
0.19580411911010742,
|
|
0.211055189371109,
|
|
0.4034333825111389,
|
|
0.23958325386047363,
|
|
0.3636362850666046,
|
|
0.3798881769180298,
|
|
0.3314915895462036,
|
|
0.27814561128616333,
|
|
0.34977567195892334,
|
|
0.1528661698102951,
|
|
0.3733331859111786,
|
|
0.1951218843460083,
|
|
0.2138364166021347,
|
|
0.47999992966651917,
|
|
0.2821315824985504,
|
|
0.5414846539497375,
|
|
0.3522011637687683,
|
|
0.3720929026603699,
|
|
0.18404902517795563,
|
|
0.13333328068256378,
|
|
0.21862342953681946,
|
|
0.5185183882713318,
|
|
0.4551723301410675,
|
|
0.309859037399292,
|
|
0.21538454294204712,
|
|
0.3048326075077057,
|
|
0.5588233470916748,
|
|
0.5100670456886292,
|
|
0.4837207794189453,
|
|
0.11522628366947174,
|
|
0.49999988079071045,
|
|
0.3467741012573242,
|
|
0.3289472758769989,
|
|
0.31081071496009827,
|
|
0.6694913506507874,
|
|
0.487046480178833,
|
|
0.4387753903865814,
|
|
0.41666656732559204,
|
|
0.14285708963871002,
|
|
0.20779214799404144,
|
|
0.16184966266155243,
|
|
0.30057793855667114,
|
|
0.6754384636878967,
|
|
0.5999999046325684,
|
|
0.3493974804878235,
|
|
0.5168538093566895,
|
|
0.13580238819122314,
|
|
0.40552979707717896,
|
|
0.21468918025493622,
|
|
0.6101693511009216,
|
|
0.6220094561576843,
|
|
0.17021268606185913,
|
|
0.2436974197626114,
|
|
0.2710621953010559,
|
|
0.10447756201028824,
|
|
0.299465149641037,
|
|
0.6727271676063538,
|
|
0.3232322335243225,
|
|
0.21118006110191345,
|
|
0.4434387683868408,
|
|
0.39999985694885254,
|
|
0.3841058313846588,
|
|
0.15642453730106354,
|
|
0.3696681261062622,
|
|
0.2636362612247467,
|
|
0.47368407249450684,
|
|
0.14285707473754883,
|
|
0.23728807270526886,
|
|
0.5974025130271912,
|
|
0.4692735970020294,
|
|
0.31999990344047546,
|
|
0.3157894015312195,
|
|
0.10256403684616089,
|
|
0.3300969898700714
|
|
],
|
|
"time": 163.92876331694424,
|
|
"param": [
|
|
{
|
|
"p": 0.031735122203826904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034168343991041183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047780293971300125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051897477358579636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07449431717395782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04144987836480141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1628788560628891,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09453563392162323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07875173538923264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03675153851509094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052232272922992706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06897618621587753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.201633021235466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022715358063578606,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 4.311028957366943,
|
|
"val_loss": 2.7529704570770264,
|
|
"acc": 35.0,
|
|
"f1": [
|
|
0.6777776479721069,
|
|
0.368663489818573,
|
|
0.2816900908946991,
|
|
0.23448269069194794,
|
|
0.10447756201028824,
|
|
0.22891558706760406,
|
|
0.348314493894577,
|
|
0.4191615581512451,
|
|
0.40796008706092834,
|
|
0.331034392118454,
|
|
0.10322573781013489,
|
|
0.22222213447093964,
|
|
0.3755457401275635,
|
|
0.24096375703811646,
|
|
0.16993455588817596,
|
|
0.2082018405199051,
|
|
0.3503648638725281,
|
|
0.45054933428764343,
|
|
0.35193121433258057,
|
|
0.32034626603126526,
|
|
0.45033109188079834,
|
|
0.5140186548233032,
|
|
0.38216549158096313,
|
|
0.525139570236206,
|
|
0.6066349744796753,
|
|
0.2072828710079193,
|
|
0.2099446803331375,
|
|
0.19730934500694275,
|
|
0.432748407125473,
|
|
0.21694909036159515,
|
|
0.3959389626979828,
|
|
0.3711339235305786,
|
|
0.38216549158096313,
|
|
0.36082467436790466,
|
|
0.36686381697654724,
|
|
0.16374263167381287,
|
|
0.3101603388786316,
|
|
0.22421517968177795,
|
|
0.21118006110191345,
|
|
0.467661589384079,
|
|
0.3625729978084564,
|
|
0.5529952645301819,
|
|
0.2682925760746002,
|
|
0.33633628487586975,
|
|
0.19827578961849213,
|
|
0.18064509332180023,
|
|
0.23616227507591248,
|
|
0.4765956401824951,
|
|
0.518518328666687,
|
|
0.4232803285121918,
|
|
0.16783210635185242,
|
|
0.2909089922904968,
|
|
0.5660375952720642,
|
|
0.550898015499115,
|
|
0.44976064562797546,
|
|
0.09655166417360306,
|
|
0.5280897617340088,
|
|
0.35193121433258057,
|
|
0.33027511835098267,
|
|
0.28187909722328186,
|
|
0.6960350871086121,
|
|
0.49261072278022766,
|
|
0.42735034227371216,
|
|
0.3723403513431549,
|
|
0.1354581117630005,
|
|
0.17647051811218262,
|
|
0.14207643270492554,
|
|
0.3549782335758209,
|
|
0.7093595266342163,
|
|
0.5833331942558289,
|
|
0.4640882611274719,
|
|
0.590908944606781,
|
|
0.15966379642486572,
|
|
0.3057323694229126,
|
|
0.19875767827033997,
|
|
0.684491753578186,
|
|
0.6341461539268494,
|
|
0.16901402175426483,
|
|
0.22707417607307434,
|
|
0.28025469183921814,
|
|
0.18181811273097992,
|
|
0.2621721923351288,
|
|
0.7005074620246887,
|
|
0.3469386696815491,
|
|
0.23376615345478058,
|
|
0.34163692593574524,
|
|
0.40174663066864014,
|
|
0.33050838112831116,
|
|
0.15686267614364624,
|
|
0.3517586886882782,
|
|
0.3069306015968323,
|
|
0.4308941662311554,
|
|
0.2208588421344757,
|
|
0.1909089982509613,
|
|
0.6216214895248413,
|
|
0.4945053458213806,
|
|
0.2634729743003845,
|
|
0.2657657265663147,
|
|
0.09090902656316757,
|
|
0.34615373611450195
|
|
],
|
|
"time": 162.8978865845129,
|
|
"param": [
|
|
{
|
|
"p": 0.03296555578708649,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036355577409267426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04155876860022545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054280735552310944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07992967963218689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04407517984509468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15837684273719788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09169498831033707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06871229410171509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03401803970336914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06265157461166382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07243389636278152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20119598507881165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02175091579556465,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 4.378589630126953,
|
|
"val_loss": 2.7735936641693115,
|
|
"acc": 35.73,
|
|
"f1": [
|
|
0.6388887763023376,
|
|
0.39449530839920044,
|
|
0.324607253074646,
|
|
0.2569831311702728,
|
|
0.13664589822292328,
|
|
0.22972965240478516,
|
|
0.3118278682231903,
|
|
0.38862547278404236,
|
|
0.3675675094127655,
|
|
0.42342329025268555,
|
|
0.17105256021022797,
|
|
0.2613064646720886,
|
|
0.3568463623523712,
|
|
0.2767294645309448,
|
|
0.239999920129776,
|
|
0.2471909523010254,
|
|
0.335570365190506,
|
|
0.412811279296875,
|
|
0.31901830434799194,
|
|
0.30409345030784607,
|
|
0.5739129781723022,
|
|
0.4213482439517975,
|
|
0.3135133981704712,
|
|
0.5531913638114929,
|
|
0.6180256605148315,
|
|
0.28048771619796753,
|
|
0.22916659712791443,
|
|
0.22222213447093964,
|
|
0.4526748061180115,
|
|
0.23437495529651642,
|
|
0.3699999153614044,
|
|
0.3521125912666321,
|
|
0.37125736474990845,
|
|
0.3384614586830139,
|
|
0.38053086400032043,
|
|
0.12765952944755554,
|
|
0.3387977182865143,
|
|
0.223776176571846,
|
|
0.19767439365386963,
|
|
0.5465114712715149,
|
|
0.290502667427063,
|
|
0.5700481534004211,
|
|
0.30697670578956604,
|
|
0.3406112492084503,
|
|
0.19999992847442627,
|
|
0.18705029785633087,
|
|
0.1657457947731018,
|
|
0.4297519624233246,
|
|
0.4639998972415924,
|
|
0.3199998736381531,
|
|
0.21794864535331726,
|
|
0.33716467022895813,
|
|
0.47190994024276733,
|
|
0.6161615252494812,
|
|
0.547485888004303,
|
|
0.09523804485797882,
|
|
0.5083332657814026,
|
|
0.29577454924583435,
|
|
0.37777766585350037,
|
|
0.19672124087810516,
|
|
0.6803277134895325,
|
|
0.4158414602279663,
|
|
0.4292682111263275,
|
|
0.3418802320957184,
|
|
0.1660376787185669,
|
|
0.24107137322425842,
|
|
0.20377352833747864,
|
|
0.3714284896850586,
|
|
0.6703295111656189,
|
|
0.5517240166664124,
|
|
0.3999998867511749,
|
|
0.5757573843002319,
|
|
0.0921052023768425,
|
|
0.3169397711753845,
|
|
0.10852707922458649,
|
|
0.6483515501022339,
|
|
0.6562498807907104,
|
|
0.15827332437038422,
|
|
0.23728805780410767,
|
|
0.2971886694431305,
|
|
0.14473678171634674,
|
|
0.21518979966640472,
|
|
0.7099998593330383,
|
|
0.3209875524044037,
|
|
0.20547938346862793,
|
|
0.3790321350097656,
|
|
0.42639580368995667,
|
|
0.413043349981308,
|
|
0.15624994039535522,
|
|
0.3867923319339752,
|
|
0.29059821367263794,
|
|
0.4577113389968872,
|
|
0.2967032194137573,
|
|
0.11320748925209045,
|
|
0.6321242451667786,
|
|
0.49402377009391785,
|
|
0.3348415493965149,
|
|
0.351351261138916,
|
|
0.18045106530189514,
|
|
0.3444443643093109
|
|
],
|
|
"time": 163.13867908064276,
|
|
"param": [
|
|
{
|
|
"p": 0.03657299652695656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03494923189282417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040287379175424576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05699371546506882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07082220166921616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04649720340967178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1619604527950287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08735779672861099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0685378834605217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03448503464460373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05053773522377014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07663887739181519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20661887526512146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02774053066968918,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 4.298403739929199,
|
|
"val_loss": 2.5693461894989014,
|
|
"acc": 35.27,
|
|
"f1": [
|
|
0.6136362552642822,
|
|
0.42780739068984985,
|
|
0.2236841470003128,
|
|
0.2616821527481079,
|
|
0.21999992430210114,
|
|
0.272401362657547,
|
|
0.3314284682273865,
|
|
0.3653844892978668,
|
|
0.378109335899353,
|
|
0.44827571511268616,
|
|
0.14906825125217438,
|
|
0.24915818870067596,
|
|
0.3675212860107422,
|
|
0.2695651352405548,
|
|
0.26086950302124023,
|
|
0.211055189371109,
|
|
0.32978713512420654,
|
|
0.4347825050354004,
|
|
0.3599999248981476,
|
|
0.2786068916320801,
|
|
0.554216742515564,
|
|
0.5078123807907104,
|
|
0.3111110329627991,
|
|
0.5124998688697815,
|
|
0.6306304931640625,
|
|
0.25165554881095886,
|
|
0.24999991059303284,
|
|
0.21582727134227753,
|
|
0.425531804561615,
|
|
0.2895926535129547,
|
|
0.34560903906822205,
|
|
0.3234041631221771,
|
|
0.3406592309474945,
|
|
0.38709667325019836,
|
|
0.3826086223125458,
|
|
0.10256403684616089,
|
|
0.31999990344047546,
|
|
0.23272719979286194,
|
|
0.21862342953681946,
|
|
0.4729062616825104,
|
|
0.3764704465866089,
|
|
0.5240174531936646,
|
|
0.3018867075443268,
|
|
0.3703702688217163,
|
|
0.1798941045999527,
|
|
0.1656804084777832,
|
|
0.12213735282421112,
|
|
0.4864863455295563,
|
|
0.48559659719467163,
|
|
0.2269502729177475,
|
|
0.11688306927680969,
|
|
0.29473674297332764,
|
|
0.6141077876091003,
|
|
0.5818180441856384,
|
|
0.5130888819694519,
|
|
0.09230764210224152,
|
|
0.48167529702186584,
|
|
0.33492809534072876,
|
|
0.3315507173538208,
|
|
0.279411643743515,
|
|
0.663967490196228,
|
|
0.45128190517425537,
|
|
0.4886362552642822,
|
|
0.3943661153316498,
|
|
0.12440184503793716,
|
|
0.2085307389497757,
|
|
0.15172408521175385,
|
|
0.17886172235012054,
|
|
0.6813185214996338,
|
|
0.5974025130271912,
|
|
0.46636757254600525,
|
|
0.6220094561576843,
|
|
0.12162157148122787,
|
|
0.33333322405815125,
|
|
0.23809516429901123,
|
|
0.6153843998908997,
|
|
0.6341461539268494,
|
|
0.18181811273097992,
|
|
0.20382159948349,
|
|
0.2999999225139618,
|
|
0.11920525878667831,
|
|
0.24742262065410614,
|
|
0.6730768084526062,
|
|
0.3827749788761139,
|
|
0.2731706500053406,
|
|
0.37499991059303284,
|
|
0.4190475046634674,
|
|
0.3636362552642822,
|
|
0.17857135832309723,
|
|
0.2865496575832367,
|
|
0.294820636510849,
|
|
0.4699452221393585,
|
|
0.2692306935787201,
|
|
0.1990049034357071,
|
|
0.5352111458778381,
|
|
0.446808397769928,
|
|
0.33121007680892944,
|
|
0.33333325386047363,
|
|
0.12121205031871796,
|
|
0.3921567499637604
|
|
],
|
|
"time": 161.99254189338535,
|
|
"param": [
|
|
{
|
|
"p": 0.025144634768366814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028415849432349205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04499000683426857,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06962968409061432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07686168700456619,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043125711381435394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15713021159172058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08402059227228165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07088679820299149,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03870262950658798,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04689329117536545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0793830081820488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20792542397975922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026890456676483154,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 3.888157606124878,
|
|
"val_loss": 2.694387435913086,
|
|
"acc": 35.63,
|
|
"f1": [
|
|
0.5903083086013794,
|
|
0.40789464116096497,
|
|
0.17241372168064117,
|
|
0.2577318847179413,
|
|
0.1290322095155716,
|
|
0.30232545733451843,
|
|
0.33918121457099915,
|
|
0.36842095851898193,
|
|
0.3315507173538208,
|
|
0.41379299759864807,
|
|
0.16766461730003357,
|
|
0.265060156583786,
|
|
0.3519999384880066,
|
|
0.23232315480709076,
|
|
0.2541435658931732,
|
|
0.25210076570510864,
|
|
0.30857133865356445,
|
|
0.5170730352401733,
|
|
0.3629031479358673,
|
|
0.2898550033569336,
|
|
0.5348836779594421,
|
|
0.5294116735458374,
|
|
0.28971952199935913,
|
|
0.49999988079071045,
|
|
0.6311109066009521,
|
|
0.2347417026758194,
|
|
0.22093015909194946,
|
|
0.22727267444133759,
|
|
0.3731342554092407,
|
|
0.27777770161628723,
|
|
0.4108106791973114,
|
|
0.38150280714035034,
|
|
0.3232322335243225,
|
|
0.31818172335624695,
|
|
0.36018943786621094,
|
|
0.16239310801029205,
|
|
0.3443707227706909,
|
|
0.12499995529651642,
|
|
0.2944784462451935,
|
|
0.5368419289588928,
|
|
0.2758619785308838,
|
|
0.5728154182434082,
|
|
0.3034482002258301,
|
|
0.3414633274078369,
|
|
0.18055549263954163,
|
|
0.18518511950969696,
|
|
0.14207643270492554,
|
|
0.5175436735153198,
|
|
0.5132741928100586,
|
|
0.3463686406612396,
|
|
0.1758241057395935,
|
|
0.3060108423233032,
|
|
0.6124029755592346,
|
|
0.5185183882713318,
|
|
0.5418717861175537,
|
|
0.0838322788476944,
|
|
0.5207098722457886,
|
|
0.37130793929100037,
|
|
0.3465702533721924,
|
|
0.33333325386047363,
|
|
0.6628569960594177,
|
|
0.4433496594429016,
|
|
0.4385963976383209,
|
|
0.3999999165534973,
|
|
0.16666659712791443,
|
|
0.2037036269903183,
|
|
0.12213735282421112,
|
|
0.28813549876213074,
|
|
0.6846845149993896,
|
|
0.5271317362785339,
|
|
0.39285701513290405,
|
|
0.5174824595451355,
|
|
0.13114747405052185,
|
|
0.3601285517215729,
|
|
0.2099446803331375,
|
|
0.6048778891563416,
|
|
0.6267279982566833,
|
|
0.17449656128883362,
|
|
0.19767434895038605,
|
|
0.3399999141693115,
|
|
0.15151509642601013,
|
|
0.2741934657096863,
|
|
0.6731706857681274,
|
|
0.3016759157180786,
|
|
0.21333324909210205,
|
|
0.4041449725627899,
|
|
0.390243798494339,
|
|
0.35443025827407837,
|
|
0.13580238819122314,
|
|
0.35019445419311523,
|
|
0.23396219313144684,
|
|
0.421052485704422,
|
|
0.19867542386054993,
|
|
0.1052631139755249,
|
|
0.6066349744796753,
|
|
0.48510628938674927,
|
|
0.2624998986721039,
|
|
0.3826086223125458,
|
|
0.15894034504890442,
|
|
0.3444443643093109
|
|
],
|
|
"time": 162.56550342589617,
|
|
"param": [
|
|
{
|
|
"p": 0.03598775342106819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030675476416945457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05120916664600372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05322648212313652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08609424531459808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037125054746866226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16538019478321075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09152410924434662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07704834640026093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038422226905822754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05147060751914978,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0704144835472107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1866748332977295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024747006595134735,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 3.6863250732421875,
|
|
"val_loss": 2.818258762359619,
|
|
"acc": 35.23,
|
|
"f1": [
|
|
0.6910993456840515,
|
|
0.40322571992874146,
|
|
0.2480619251728058,
|
|
0.16923071444034576,
|
|
0.17490488290786743,
|
|
0.281406968832016,
|
|
0.3315507173538208,
|
|
0.3809523284435272,
|
|
0.3534882664680481,
|
|
0.42342329025268555,
|
|
0.09302320331335068,
|
|
0.19047611951828003,
|
|
0.3905324339866638,
|
|
0.22388052940368652,
|
|
0.2844826877117157,
|
|
0.24210518598556519,
|
|
0.299999862909317,
|
|
0.46288198232650757,
|
|
0.320441871881485,
|
|
0.28742504119873047,
|
|
0.5951218605041504,
|
|
0.5123152136802673,
|
|
0.34554967284202576,
|
|
0.5507245063781738,
|
|
0.6321242451667786,
|
|
0.24817509949207306,
|
|
0.2783504128456116,
|
|
0.22551922500133514,
|
|
0.45555540919303894,
|
|
0.2660943269729614,
|
|
0.4366810917854309,
|
|
0.32941168546676636,
|
|
0.3274335563182831,
|
|
0.3157893717288971,
|
|
0.367346853017807,
|
|
0.16374263167381287,
|
|
0.3675675094127655,
|
|
0.2193547934293747,
|
|
0.26041656732559204,
|
|
0.5549736618995667,
|
|
0.3316061198711395,
|
|
0.5123965740203857,
|
|
0.3068180978298187,
|
|
0.3711339235305786,
|
|
0.2046510875225067,
|
|
0.15789467096328735,
|
|
0.1481480747461319,
|
|
0.4397162199020386,
|
|
0.44852933287620544,
|
|
0.3771427571773529,
|
|
0.18803411722183228,
|
|
0.32258057594299316,
|
|
0.5925924181938171,
|
|
0.5931557416915894,
|
|
0.5142855644226074,
|
|
0.10679605603218079,
|
|
0.5238093733787537,
|
|
0.3087247312068939,
|
|
0.3414633274078369,
|
|
0.3543306291103363,
|
|
0.7136561870574951,
|
|
0.44705867767333984,
|
|
0.42727261781692505,
|
|
0.40268445014953613,
|
|
0.11464963108301163,
|
|
0.22421517968177795,
|
|
0.14096909761428833,
|
|
0.2643677294254303,
|
|
0.6705880761146545,
|
|
0.575107216835022,
|
|
0.29007622599601746,
|
|
0.6041665077209473,
|
|
0.08648642897605896,
|
|
0.38190943002700806,
|
|
0.20779213309288025,
|
|
0.5596706867218018,
|
|
0.6703909635543823,
|
|
0.17142851650714874,
|
|
0.25862061977386475,
|
|
0.24509796500205994,
|
|
0.13991764187812805,
|
|
0.2406638264656067,
|
|
0.6763284206390381,
|
|
0.3313608467578888,
|
|
0.2722512185573578,
|
|
0.4306218922138214,
|
|
0.4565216302871704,
|
|
0.34972667694091797,
|
|
0.12307687103748322,
|
|
0.39106133580207825,
|
|
0.27488142251968384,
|
|
0.3934425115585327,
|
|
0.1481480896472931,
|
|
0.1594202220439911,
|
|
0.6242773532867432,
|
|
0.48803818225860596,
|
|
0.3179486393928528,
|
|
0.35071080923080444,
|
|
0.14147906005382538,
|
|
0.29687491059303284
|
|
],
|
|
"time": 162.10490175522864,
|
|
"param": [
|
|
{
|
|
"p": 0.03327617421746254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028085315600037575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04182187095284462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059932708740234375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08200608938932419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03593200817704201,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15433336794376373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10239158570766449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08136021345853806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03495573624968529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05196774750947952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07754140347242355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19103577733039856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025359870865941048,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 4.111204147338867,
|
|
"val_loss": 2.6796836853027344,
|
|
"acc": 35.46,
|
|
"f1": [
|
|
0.716577410697937,
|
|
0.42857128381729126,
|
|
0.30120471119880676,
|
|
0.2580644488334656,
|
|
0.1891891211271286,
|
|
0.2868216037750244,
|
|
0.3599999248981476,
|
|
0.368663489818573,
|
|
0.3905324339866638,
|
|
0.47398826479911804,
|
|
0.2443438321352005,
|
|
0.2443438321352005,
|
|
0.3179915249347687,
|
|
0.17721512913703918,
|
|
0.21621613204479218,
|
|
0.24154582619667053,
|
|
0.35602086782455444,
|
|
0.522222101688385,
|
|
0.3225805461406708,
|
|
0.32584258913993835,
|
|
0.5821594595909119,
|
|
0.4817517399787903,
|
|
0.300884872674942,
|
|
0.48587560653686523,
|
|
0.6590906977653503,
|
|
0.30303019285202026,
|
|
0.24107137322425842,
|
|
0.17661093175411224,
|
|
0.4146340489387512,
|
|
0.27555546164512634,
|
|
0.37453174591064453,
|
|
0.42639580368995667,
|
|
0.28112441301345825,
|
|
0.2749998867511749,
|
|
0.3698112368583679,
|
|
0.16774186491966248,
|
|
0.30208322405815125,
|
|
0.23140490055084229,
|
|
0.17518241703510284,
|
|
0.47963786125183105,
|
|
0.3603602349758148,
|
|
0.5856351852416992,
|
|
0.27177694439888,
|
|
0.34177201986312866,
|
|
0.1916166990995407,
|
|
0.17391297221183777,
|
|
0.14062495529651642,
|
|
0.5263157486915588,
|
|
0.5410627126693726,
|
|
0.4108106791973114,
|
|
0.21428564190864563,
|
|
0.2847456634044647,
|
|
0.5486724376678467,
|
|
0.6086955070495605,
|
|
0.5377357006072998,
|
|
0.07441853731870651,
|
|
0.4561401903629303,
|
|
0.3636362552642822,
|
|
0.3559320867061615,
|
|
0.329317182302475,
|
|
0.6985644102096558,
|
|
0.3880595862865448,
|
|
0.4593299925327301,
|
|
0.393063485622406,
|
|
0.14285707473754883,
|
|
0.20382159948349,
|
|
0.1938774734735489,
|
|
0.2695034444332123,
|
|
0.6785712838172913,
|
|
0.633165717124939,
|
|
0.41176459193229675,
|
|
0.5821594595909119,
|
|
0.13756607472896576,
|
|
0.34389129281044006,
|
|
0.23958325386047363,
|
|
0.6304346323013306,
|
|
0.5633801817893982,
|
|
0.17073164880275726,
|
|
0.15714280307292938,
|
|
0.2589927613735199,
|
|
0.1398600935935974,
|
|
0.2697673439979553,
|
|
0.666666567325592,
|
|
0.35602086782455444,
|
|
0.2660549581050873,
|
|
0.38095223903656006,
|
|
0.3880596160888672,
|
|
0.3696681261062622,
|
|
0.1240309551358223,
|
|
0.4111110270023346,
|
|
0.3082706034183502,
|
|
0.3396225571632385,
|
|
0.22598862648010254,
|
|
0.08275856822729111,
|
|
0.5889569520950317,
|
|
0.46861910820007324,
|
|
0.2976743280887604,
|
|
0.3311257064342499,
|
|
0.18025743961334229,
|
|
0.28999990224838257
|
|
],
|
|
"time": 160.28516696300358,
|
|
"param": [
|
|
{
|
|
"p": 0.03254782035946846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029730480164289474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043634120374917984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05718208849430084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07832732796669006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04983775317668915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1403142660856247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09421083331108093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07678470760583878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03483470529317856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060115452855825424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08320928364992142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19408109784126282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025190003216266632,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 3.4375290870666504,
|
|
"val_loss": 2.6514196395874023,
|
|
"acc": 36.19,
|
|
"f1": [
|
|
0.6701569557189941,
|
|
0.4123710095882416,
|
|
0.24999991059303284,
|
|
0.2702701687812805,
|
|
0.17560969293117523,
|
|
0.2807016372680664,
|
|
0.3636362552642822,
|
|
0.3940885663032532,
|
|
0.3299999237060547,
|
|
0.42857131361961365,
|
|
0.1775147169828415,
|
|
0.228571355342865,
|
|
0.368663489818573,
|
|
0.23740999400615692,
|
|
0.309859037399292,
|
|
0.23188398778438568,
|
|
0.33684200048446655,
|
|
0.5412842631340027,
|
|
0.35102033615112305,
|
|
0.3135133981704712,
|
|
0.5502182841300964,
|
|
0.5037035942077637,
|
|
0.33333325386047363,
|
|
0.5396823883056641,
|
|
0.639269232749939,
|
|
0.24277448654174805,
|
|
0.17073164880275726,
|
|
0.180851012468338,
|
|
0.44036686420440674,
|
|
0.21804505586624146,
|
|
0.4271843731403351,
|
|
0.3744291365146637,
|
|
0.3195875287055969,
|
|
0.32941165566444397,
|
|
0.3394494354724884,
|
|
0.18245607614517212,
|
|
0.3394494354724884,
|
|
0.24701185524463654,
|
|
0.27999988198280334,
|
|
0.45555540919303894,
|
|
0.32402223348617554,
|
|
0.5038167238235474,
|
|
0.30697670578956604,
|
|
0.3905324339866638,
|
|
0.2275448441505432,
|
|
0.1990049034357071,
|
|
0.23208186030387878,
|
|
0.4915253520011902,
|
|
0.4947367310523987,
|
|
0.2797201871871948,
|
|
0.21192045509815216,
|
|
0.3392224907875061,
|
|
0.4914284646511078,
|
|
0.5387453436851501,
|
|
0.5064376592636108,
|
|
0.15384608507156372,
|
|
0.5099998712539673,
|
|
0.3013697862625122,
|
|
0.33333322405815125,
|
|
0.35051536560058594,
|
|
0.7450978755950928,
|
|
0.4102562963962555,
|
|
0.4598929286003113,
|
|
0.34883710741996765,
|
|
0.14772720634937286,
|
|
0.2206895798444748,
|
|
0.17142851650714874,
|
|
0.25373128056526184,
|
|
0.7244896292686462,
|
|
0.5214006900787354,
|
|
0.34482747316360474,
|
|
0.6339284181594849,
|
|
0.13533830642700195,
|
|
0.372548907995224,
|
|
0.21390368044376373,
|
|
0.6444442868232727,
|
|
0.6375544667243958,
|
|
0.1594202220439911,
|
|
0.19753079116344452,
|
|
0.30057793855667114,
|
|
0.15172408521175385,
|
|
0.29931965470314026,
|
|
0.622406542301178,
|
|
0.3068782389163971,
|
|
0.23312877118587494,
|
|
0.40718549489974976,
|
|
0.4487804174423218,
|
|
0.3625729978084564,
|
|
0.19047614932060242,
|
|
0.37010666728019714,
|
|
0.28806576132774353,
|
|
0.4923075735569,
|
|
0.21978014707565308,
|
|
0.1854303926229477,
|
|
0.6030149459838867,
|
|
0.49484527111053467,
|
|
0.3936169147491455,
|
|
0.32365134358406067,
|
|
0.1650484949350357,
|
|
0.34615373611450195
|
|
],
|
|
"time": 163.0304950447753,
|
|
"param": [
|
|
{
|
|
"p": 0.034175168722867966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03759973496198654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0465044230222702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05540386214852333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07901331782341003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040307216346263885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16409140825271606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08539826422929764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07528409361839294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039532698690891266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05030710622668266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08036495745182037,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18765293061733246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024364789947867393,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 3.8905792236328125,
|
|
"val_loss": 2.9812533855438232,
|
|
"acc": 35.13,
|
|
"f1": [
|
|
0.6267279982566833,
|
|
0.40740731358528137,
|
|
0.3373492956161499,
|
|
0.25125616788864136,
|
|
0.15488210320472717,
|
|
0.2573528587818146,
|
|
0.35483860969543457,
|
|
0.362499862909317,
|
|
0.36956506967544556,
|
|
0.38961026072502136,
|
|
0.11347512155771255,
|
|
0.239999920129776,
|
|
0.34101372957229614,
|
|
0.22966498136520386,
|
|
0.24083760380744934,
|
|
0.24324317276477814,
|
|
0.3373492956161499,
|
|
0.4855490028858185,
|
|
0.3350784480571747,
|
|
0.29319363832473755,
|
|
0.6336632370948792,
|
|
0.4519229531288147,
|
|
0.3065692186355591,
|
|
0.4666665494441986,
|
|
0.6543776988983154,
|
|
0.2592591643333435,
|
|
0.2603549063205719,
|
|
0.20689651370048523,
|
|
0.4161849021911621,
|
|
0.24669595062732697,
|
|
0.4232803285121918,
|
|
0.3053891360759735,
|
|
0.35359105467796326,
|
|
0.27218925952911377,
|
|
0.36293426156044006,
|
|
0.17525766789913177,
|
|
0.3232322335243225,
|
|
0.18823520839214325,
|
|
0.24892695248126984,
|
|
0.4749998450279236,
|
|
0.3232322335243225,
|
|
0.577777624130249,
|
|
0.326315701007843,
|
|
0.362790584564209,
|
|
0.19875767827033997,
|
|
0.13513506948947906,
|
|
0.19444438815116882,
|
|
0.4549354910850525,
|
|
0.5465837121009827,
|
|
0.34343424439430237,
|
|
0.1891891211271286,
|
|
0.2790696918964386,
|
|
0.489655077457428,
|
|
0.6278025507926941,
|
|
0.5274723768234253,
|
|
0.11249993741512299,
|
|
0.45161277055740356,
|
|
0.3592813014984131,
|
|
0.3559320867061615,
|
|
0.3369564116001129,
|
|
0.6587300300598145,
|
|
0.47210294008255005,
|
|
0.4593299925327301,
|
|
0.3216782510280609,
|
|
0.1129031702876091,
|
|
0.22471901774406433,
|
|
0.16243648529052734,
|
|
0.2968749403953552,
|
|
0.653658390045166,
|
|
0.633333146572113,
|
|
0.4313724637031555,
|
|
0.5800864696502686,
|
|
0.14285707473754883,
|
|
0.3711339235305786,
|
|
0.22522515058517456,
|
|
0.609625518321991,
|
|
0.6349205374717712,
|
|
0.1619046926498413,
|
|
0.19672125577926636,
|
|
0.2485874742269516,
|
|
0.12451357394456863,
|
|
0.2790696918964386,
|
|
0.6631577014923096,
|
|
0.3148147463798523,
|
|
0.22352932393550873,
|
|
0.42857131361961365,
|
|
0.42931926250457764,
|
|
0.3809523284435272,
|
|
0.15384608507156372,
|
|
0.40975597500801086,
|
|
0.25668442249298096,
|
|
0.4999999403953552,
|
|
0.15384607017040253,
|
|
0.2105262726545334,
|
|
0.5714284181594849,
|
|
0.40490788221359253,
|
|
0.30701744556427,
|
|
0.3566878139972687,
|
|
0.1103447824716568,
|
|
0.28947362303733826
|
|
],
|
|
"time": 162.76434202957898,
|
|
"param": [
|
|
{
|
|
"p": 0.03632903844118118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035370390862226486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04371586814522743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05279061198234558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07548080384731293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04014810547232628,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16090448200702667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09209708124399185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07550057768821716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037320367991924286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060680050402879715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06444363296031952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19874081015586853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02647821418941021,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 3.3181519508361816,
|
|
"val_loss": 2.6825826168060303,
|
|
"acc": 36.41,
|
|
"f1": [
|
|
0.6274508833885193,
|
|
0.4320986270904541,
|
|
0.30065348744392395,
|
|
0.20454540848731995,
|
|
0.12837833166122437,
|
|
0.26785707473754883,
|
|
0.35502949357032776,
|
|
0.37426888942718506,
|
|
0.38674020767211914,
|
|
0.47715723514556885,
|
|
0.16184966266155243,
|
|
0.21582727134227753,
|
|
0.36180898547172546,
|
|
0.23611101508140564,
|
|
0.2473117560148239,
|
|
0.25668442249298096,
|
|
0.29319363832473755,
|
|
0.47311821579933167,
|
|
0.3794870972633362,
|
|
0.30208322405815125,
|
|
0.5981307029724121,
|
|
0.5108694434165955,
|
|
0.3113206624984741,
|
|
0.5641024112701416,
|
|
0.5950412750244141,
|
|
0.23076915740966797,
|
|
0.27999991178512573,
|
|
0.19565211236476898,
|
|
0.4079999029636383,
|
|
0.30107519030570984,
|
|
0.3874998986721039,
|
|
0.3598325252532959,
|
|
0.4111110270023346,
|
|
0.31932762265205383,
|
|
0.335714191198349,
|
|
0.13496926426887512,
|
|
0.3157894015312195,
|
|
0.253807008266449,
|
|
0.29189181327819824,
|
|
0.48587560653686523,
|
|
0.32911381125450134,
|
|
0.5365853309631348,
|
|
0.32978713512420654,
|
|
0.3119265139102936,
|
|
0.18487389385700226,
|
|
0.19999992847442627,
|
|
0.24096378684043884,
|
|
0.4277455508708954,
|
|
0.544217586517334,
|
|
0.35467973351478577,
|
|
0.21568621695041656,
|
|
0.31304341554641724,
|
|
0.590908944606781,
|
|
0.5509432554244995,
|
|
0.5445543527603149,
|
|
0.10714280605316162,
|
|
0.48809507489204407,
|
|
0.37209296226501465,
|
|
0.38541653752326965,
|
|
0.29197070002555847,
|
|
0.7476633787155151,
|
|
0.45454537868499756,
|
|
0.4593299925327301,
|
|
0.38709667325019836,
|
|
0.16216209530830383,
|
|
0.23529402911663055,
|
|
0.18279562890529633,
|
|
0.34736835956573486,
|
|
0.6910993456840515,
|
|
0.524590015411377,
|
|
0.4489794969558716,
|
|
0.5664739012718201,
|
|
0.18300646543502808,
|
|
0.4215245544910431,
|
|
0.16176463663578033,
|
|
0.6399998664855957,
|
|
0.6209676265716553,
|
|
0.22093015909194946,
|
|
0.24999995529651642,
|
|
0.3276835083961487,
|
|
0.15853650867938995,
|
|
0.26136353611946106,
|
|
0.6766167879104614,
|
|
0.2909089922904968,
|
|
0.25185176730155945,
|
|
0.38162538409233093,
|
|
0.40975597500801086,
|
|
0.3565216362476349,
|
|
0.1694914698600769,
|
|
0.4253392219543457,
|
|
0.28947359323501587,
|
|
0.4744184911251068,
|
|
0.24844713509082794,
|
|
0.19767434895038605,
|
|
0.5548385381698608,
|
|
0.4725273549556732,
|
|
0.33802807331085205,
|
|
0.35675665736198425,
|
|
0.17117109894752502,
|
|
0.38775497674942017
|
|
],
|
|
"time": 162.36425132956356,
|
|
"param": [
|
|
{
|
|
"p": 0.032400425523519516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03702235966920853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03120557777583599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06065922975540161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07770153135061264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036023106426000595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16122612357139587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10427246242761612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071125328540802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03127332776784897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060171402990818024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08119051903486252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19119910895824432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024529537186026573,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 3.8478662967681885,
|
|
"val_loss": 2.776719808578491,
|
|
"acc": 36.07,
|
|
"f1": [
|
|
0.6941174864768982,
|
|
0.43298953771591187,
|
|
0.30864188075065613,
|
|
0.24999991059303284,
|
|
0.14666660130023956,
|
|
0.2999999225139618,
|
|
0.34523800015449524,
|
|
0.3265305161476135,
|
|
0.3797467052936554,
|
|
0.42857128381729126,
|
|
0.12941168248653412,
|
|
0.2592591345310211,
|
|
0.4095236659049988,
|
|
0.2653060257434845,
|
|
0.19780214130878448,
|
|
0.21951214969158173,
|
|
0.32558128237724304,
|
|
0.5070421695709229,
|
|
0.34999990463256836,
|
|
0.3168315887451172,
|
|
0.5614033937454224,
|
|
0.5339804887771606,
|
|
0.2937852144241333,
|
|
0.5421684980392456,
|
|
0.6268655061721802,
|
|
0.23655906319618225,
|
|
0.2488037496805191,
|
|
0.21621613204479218,
|
|
0.38636353611946106,
|
|
0.2972972095012665,
|
|
0.3943660855293274,
|
|
0.37301579117774963,
|
|
0.35582810640335083,
|
|
0.24691346287727356,
|
|
0.3957218527793884,
|
|
0.210526242852211,
|
|
0.33121007680892944,
|
|
0.22831043601036072,
|
|
0.2397002875804901,
|
|
0.49411749839782715,
|
|
0.3522011637687683,
|
|
0.46366772055625916,
|
|
0.2914979159832001,
|
|
0.33333322405815125,
|
|
0.2173912227153778,
|
|
0.16666659712791443,
|
|
0.26573416590690613,
|
|
0.45849794149398804,
|
|
0.4727271497249603,
|
|
0.33121007680892944,
|
|
0.1454544961452484,
|
|
0.283950537443161,
|
|
0.5726870894432068,
|
|
0.5757573843002319,
|
|
0.5374448299407959,
|
|
0.11834313720464706,
|
|
0.4955751299858093,
|
|
0.3653844892978668,
|
|
0.3409090042114258,
|
|
0.31279608607292175,
|
|
0.7196259498596191,
|
|
0.41269823908805847,
|
|
0.49999988079071045,
|
|
0.43930622935295105,
|
|
0.052631545811891556,
|
|
0.24999992549419403,
|
|
0.1864406168460846,
|
|
0.3179486393928528,
|
|
0.7021275758743286,
|
|
0.5856351852416992,
|
|
0.4670049846172333,
|
|
0.6103284358978271,
|
|
0.09473677724599838,
|
|
0.32748526334762573,
|
|
0.10606056451797485,
|
|
0.5714284777641296,
|
|
0.5779815316200256,
|
|
0.1528661698102951,
|
|
0.2095237374305725,
|
|
0.3370785713195801,
|
|
0.179775208234787,
|
|
0.2865496575832367,
|
|
0.6853931546211243,
|
|
0.38610032200813293,
|
|
0.26455017924308777,
|
|
0.40129444003105164,
|
|
0.4487804174423218,
|
|
0.3022507429122925,
|
|
0.21800939738750458,
|
|
0.35102033615112305,
|
|
0.23107562959194183,
|
|
0.47393354773521423,
|
|
0.16666659712791443,
|
|
0.1081080511212349,
|
|
0.5599998831748962,
|
|
0.4330707788467407,
|
|
0.28699544072151184,
|
|
0.3700786530971527,
|
|
0.18518511950969696,
|
|
0.3999998867511749
|
|
],
|
|
"time": 163.31129657290876,
|
|
"param": [
|
|
{
|
|
"p": 0.040806401520967484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03564539551734924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04700386896729469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05956089869141579,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08071719855070114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04494502767920494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14808593690395355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09143385291099548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07182758301496506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03387391194701195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06002705171704292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07807857543230057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18112508952617645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026869310066103935,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 3.768343210220337,
|
|
"val_loss": 2.737260103225708,
|
|
"acc": 35.68,
|
|
"f1": [
|
|
0.6480445265769958,
|
|
0.4489794969558716,
|
|
0.28571420907974243,
|
|
0.11864402145147324,
|
|
0.16528919339179993,
|
|
0.2435423731803894,
|
|
0.32402223348617554,
|
|
0.3374998867511749,
|
|
0.34920623898506165,
|
|
0.44067782163619995,
|
|
0.17266181111335754,
|
|
0.2096773386001587,
|
|
0.3867923319339752,
|
|
0.12173908948898315,
|
|
0.22907482087612152,
|
|
0.22549012303352356,
|
|
0.37158459424972534,
|
|
0.5405403971672058,
|
|
0.31088075041770935,
|
|
0.31034475564956665,
|
|
0.6031745076179504,
|
|
0.34848475456237793,
|
|
0.3409090042114258,
|
|
0.49999988079071045,
|
|
0.6336632370948792,
|
|
0.20512813329696655,
|
|
0.3260868787765503,
|
|
0.23829780519008636,
|
|
0.4594593644142151,
|
|
0.30057793855667114,
|
|
0.4521738290786743,
|
|
0.3627450466156006,
|
|
0.41095879673957825,
|
|
0.30597007274627686,
|
|
0.3157894015312195,
|
|
0.2571427524089813,
|
|
0.28178685903549194,
|
|
0.21548815071582794,
|
|
0.272401362657547,
|
|
0.4408600926399231,
|
|
0.3444443643093109,
|
|
0.5971562266349792,
|
|
0.27814561128616333,
|
|
0.3508771061897278,
|
|
0.17801040410995483,
|
|
0.152671679854393,
|
|
0.2524271011352539,
|
|
0.4741378724575043,
|
|
0.5812807083129883,
|
|
0.3939392864704132,
|
|
0.22222214937210083,
|
|
0.3186812400817871,
|
|
0.5454544425010681,
|
|
0.5727270841598511,
|
|
0.5136185884475708,
|
|
0.13513506948947906,
|
|
0.5188678503036499,
|
|
0.34862375259399414,
|
|
0.3402060866355896,
|
|
0.32911381125450134,
|
|
0.6561263203620911,
|
|
0.42857131361961365,
|
|
0.4509802758693695,
|
|
0.38043469190597534,
|
|
0.11320748925209045,
|
|
0.18652845919132233,
|
|
0.14201176166534424,
|
|
0.320441871881485,
|
|
0.666666567325592,
|
|
0.5849055051803589,
|
|
0.4454975128173828,
|
|
0.5964910984039307,
|
|
0.10447756201028824,
|
|
0.4018690288066864,
|
|
0.1655171811580658,
|
|
0.6185566186904907,
|
|
0.6775954961776733,
|
|
0.21590900421142578,
|
|
0.21834053099155426,
|
|
0.2634729743003845,
|
|
0.1376146376132965,
|
|
0.29694315791130066,
|
|
0.666666567325592,
|
|
0.3409090042114258,
|
|
0.20388342440128326,
|
|
0.4329003393650055,
|
|
0.3599999248981476,
|
|
0.3421051502227783,
|
|
0.18181811273097992,
|
|
0.3716813027858734,
|
|
0.2424241602420807,
|
|
0.5154638290405273,
|
|
0.1052631139755249,
|
|
0.10958898812532425,
|
|
0.5933012366294861,
|
|
0.4335663616657257,
|
|
0.34306561946868896,
|
|
0.36018943786621094,
|
|
0.10071936994791031,
|
|
0.3764704465866089
|
|
],
|
|
"time": 163.88982977252454,
|
|
"param": [
|
|
{
|
|
"p": 0.03942088410258293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03128723055124283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05095195025205612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05901596322655678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06779717653989792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04313553869724274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15141955018043518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09866555035114288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07905302941799164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04056544229388237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05837542936205864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07660138607025146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18185929954051971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021851515397429466,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 3.742218017578125,
|
|
"val_loss": 2.8373794555664062,
|
|
"acc": 35.04,
|
|
"f1": [
|
|
0.633333146572113,
|
|
0.4153004288673401,
|
|
0.31764698028564453,
|
|
0.26262614130973816,
|
|
0.13749992847442627,
|
|
0.19999994337558746,
|
|
0.3797467350959778,
|
|
0.38399991393089294,
|
|
0.33333325386047363,
|
|
0.47674402594566345,
|
|
0.14965979754924774,
|
|
0.23367688059806824,
|
|
0.31034475564956665,
|
|
0.26041656732559204,
|
|
0.23414628207683563,
|
|
0.20134222507476807,
|
|
0.32051271200180054,
|
|
0.4573989808559418,
|
|
0.3267972767353058,
|
|
0.21551717817783356,
|
|
0.5971562266349792,
|
|
0.5108694434165955,
|
|
0.3037973642349243,
|
|
0.5324673652648926,
|
|
0.6206895709037781,
|
|
0.18461529910564423,
|
|
0.2582780718803406,
|
|
0.23863628506660461,
|
|
0.4799998700618744,
|
|
0.28426387906074524,
|
|
0.3448275029659271,
|
|
0.37894728779792786,
|
|
0.3522725999355316,
|
|
0.3636362850666046,
|
|
0.32160791754722595,
|
|
0.11042939126491547,
|
|
0.3361343741416931,
|
|
0.2046510875225067,
|
|
0.24550892412662506,
|
|
0.4615383744239807,
|
|
0.2999999225139618,
|
|
0.5550238490104675,
|
|
0.2692306935787201,
|
|
0.33333325386047363,
|
|
0.16901402175426483,
|
|
0.21556879580020905,
|
|
0.13888882100582123,
|
|
0.48920851945877075,
|
|
0.492890864610672,
|
|
0.3951611816883087,
|
|
0.26206886768341064,
|
|
0.2754489779472351,
|
|
0.44210511445999146,
|
|
0.6028706431388855,
|
|
0.5071768760681152,
|
|
0.09090902656316757,
|
|
0.46009382605552673,
|
|
0.3316582143306732,
|
|
0.2634408175945282,
|
|
0.3636362552642822,
|
|
0.7203789353370667,
|
|
0.44047608971595764,
|
|
0.46753236651420593,
|
|
0.3627450466156006,
|
|
0.13407814502716064,
|
|
0.17218534648418427,
|
|
0.18090447783470154,
|
|
0.26845628023147583,
|
|
0.7070705890655518,
|
|
0.6060605049133301,
|
|
0.4976957440376282,
|
|
0.5443785786628723,
|
|
0.09599995613098145,
|
|
0.3225805461406708,
|
|
0.2010049670934677,
|
|
0.5214284062385559,
|
|
0.6666665077209473,
|
|
0.1754385232925415,
|
|
0.25352105498313904,
|
|
0.2999998927116394,
|
|
0.1530611664056778,
|
|
0.26046502590179443,
|
|
0.6489360928535461,
|
|
0.3874344527721405,
|
|
0.2298136204481125,
|
|
0.4666665494441986,
|
|
0.38983041048049927,
|
|
0.3516482412815094,
|
|
0.12987005710601807,
|
|
0.3558718264102936,
|
|
0.2705881595611572,
|
|
0.5368419289588928,
|
|
0.2592591345310211,
|
|
0.15609751641750336,
|
|
0.547485888004303,
|
|
0.44444435834884644,
|
|
0.28571420907974243,
|
|
0.33802807331085205,
|
|
0.18257255852222443,
|
|
0.38636353611946106
|
|
],
|
|
"time": 162.9443503310904,
|
|
"param": [
|
|
{
|
|
"p": 0.03251863643527031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03661312907934189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05122748762369156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07289568334817886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05951102823019028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03338327258825302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14807821810245514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09963429719209671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08292434364557266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04497024416923523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06840898841619492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08771812170743942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1526641547679901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029452331364154816,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 3.2213950157165527,
|
|
"val_loss": 2.621824026107788,
|
|
"acc": 36.16,
|
|
"f1": [
|
|
0.6759257912635803,
|
|
0.4607841968536377,
|
|
0.23357655107975006,
|
|
0.22818784415721893,
|
|
0.18487389385700226,
|
|
0.21524657309055328,
|
|
0.37179476022720337,
|
|
0.2999998927116394,
|
|
0.38461530208587646,
|
|
0.42241373658180237,
|
|
0.17964066565036774,
|
|
0.2258063703775406,
|
|
0.35978829860687256,
|
|
0.31067952513694763,
|
|
0.24545449018478394,
|
|
0.1916166990995407,
|
|
0.3350784480571747,
|
|
0.49999988079071045,
|
|
0.39195966720581055,
|
|
0.3295453190803528,
|
|
0.6037734746932983,
|
|
0.5048542022705078,
|
|
0.33128824830055237,
|
|
0.5754715800285339,
|
|
0.6334840059280396,
|
|
0.2485874742269516,
|
|
0.262857049703598,
|
|
0.2488478720188141,
|
|
0.4565216302871704,
|
|
0.32558128237724304,
|
|
0.39548009634017944,
|
|
0.3775508999824524,
|
|
0.38095229864120483,
|
|
0.3485476076602936,
|
|
0.3615383505821228,
|
|
0.17391297221183777,
|
|
0.27089330554008484,
|
|
0.21649475395679474,
|
|
0.20689646899700165,
|
|
0.48484838008880615,
|
|
0.3299999237060547,
|
|
0.5217390656471252,
|
|
0.300429105758667,
|
|
0.334727942943573,
|
|
0.2176869958639145,
|
|
0.17449656128883362,
|
|
0.27649760246276855,
|
|
0.4822133481502533,
|
|
0.5572138428688049,
|
|
0.3482586145401001,
|
|
0.18505331873893738,
|
|
0.24647878110408783,
|
|
0.5446807742118835,
|
|
0.6138612627983093,
|
|
0.5247523188591003,
|
|
0.1027667373418808,
|
|
0.5136610269546509,
|
|
0.36046499013900757,
|
|
0.3657141625881195,
|
|
0.3384614586830139,
|
|
0.7182319164276123,
|
|
0.43786972761154175,
|
|
0.43349742889404297,
|
|
0.3534882664680481,
|
|
0.1229049563407898,
|
|
0.1862744390964508,
|
|
0.15969575941562653,
|
|
0.3228698670864105,
|
|
0.6886791586875916,
|
|
0.5564514994621277,
|
|
0.42857128381729126,
|
|
0.5668447613716125,
|
|
0.060150329023599625,
|
|
0.4065040051937103,
|
|
0.12499994784593582,
|
|
0.6305417418479919,
|
|
0.610878586769104,
|
|
0.14772720634937286,
|
|
0.2576685845851898,
|
|
0.2165604531764984,
|
|
0.1654134839773178,
|
|
0.21118006110191345,
|
|
0.6739128828048706,
|
|
0.3771427571773529,
|
|
0.2559240758419037,
|
|
0.46632111072540283,
|
|
0.4112148582935333,
|
|
0.3628690838813782,
|
|
0.1818181276321411,
|
|
0.3977271616458893,
|
|
0.31147530674934387,
|
|
0.518134593963623,
|
|
0.12030069530010223,
|
|
0.1965317279100418,
|
|
0.5298506021499634,
|
|
0.4851484000682831,
|
|
0.3037973642349243,
|
|
0.3505975306034088,
|
|
0.1333332657814026,
|
|
0.3756905198097229
|
|
],
|
|
"time": 162.76927814632654,
|
|
"param": [
|
|
{
|
|
"p": 0.04555216804146767,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03907250985503197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045077305287122726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06781104952096939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07798312604427338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04586448147892952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1351599246263504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10248597711324692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06600966304540634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03916843235492706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05921667069196701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08368480950593948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1636638641357422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029249953106045723,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 3.7139413356781006,
|
|
"val_loss": 2.814563274383545,
|
|
"acc": 35.87,
|
|
"f1": [
|
|
0.6601940989494324,
|
|
0.3952568471431732,
|
|
0.35051536560058594,
|
|
0.21722839772701263,
|
|
0.13698624074459076,
|
|
0.24999989569187164,
|
|
0.35897424817085266,
|
|
0.38392844796180725,
|
|
0.32584258913993835,
|
|
0.4324323236942291,
|
|
0.188888818025589,
|
|
0.18652844429016113,
|
|
0.2713567018508911,
|
|
0.32989683747291565,
|
|
0.23318377137184143,
|
|
0.24999991059303284,
|
|
0.33333325386047363,
|
|
0.4549761712551117,
|
|
0.35897424817085266,
|
|
0.3037974238395691,
|
|
0.6235292553901672,
|
|
0.41469812393188477,
|
|
0.31155768036842346,
|
|
0.553571343421936,
|
|
0.6403939127922058,
|
|
0.2941175401210785,
|
|
0.24999989569187164,
|
|
0.18309852480888367,
|
|
0.47619032859802246,
|
|
0.3135133981704712,
|
|
0.3820223808288574,
|
|
0.3278687596321106,
|
|
0.37499991059303284,
|
|
0.3441859781742096,
|
|
0.2784809172153473,
|
|
0.11920525878667831,
|
|
0.3157894015312195,
|
|
0.2244897186756134,
|
|
0.2713567018508911,
|
|
0.46632111072540283,
|
|
0.2583025097846985,
|
|
0.5221238136291504,
|
|
0.2878786623477936,
|
|
0.39548009634017944,
|
|
0.16374263167381287,
|
|
0.24175815284252167,
|
|
0.25210076570510864,
|
|
0.4942527115345001,
|
|
0.5979380011558533,
|
|
0.3771928548812866,
|
|
0.2167486995458603,
|
|
0.36809808015823364,
|
|
0.5758754014968872,
|
|
0.5650222897529602,
|
|
0.4845814108848572,
|
|
0.10666660219430923,
|
|
0.47761180996894836,
|
|
0.3091786503791809,
|
|
0.3495144844055176,
|
|
0.3406592309474945,
|
|
0.715083658695221,
|
|
0.429447740316391,
|
|
0.48453593254089355,
|
|
0.3253587782382965,
|
|
0.15384607017040253,
|
|
0.2136751413345337,
|
|
0.15555550158023834,
|
|
0.27667975425720215,
|
|
0.6936934590339661,
|
|
0.5017420649528503,
|
|
0.4308941662311554,
|
|
0.6124400496482849,
|
|
0.08196717500686646,
|
|
0.396624356508255,
|
|
0.22352932393550873,
|
|
0.6428569555282593,
|
|
0.5761315822601318,
|
|
0.19780214130878448,
|
|
0.10344822704792023,
|
|
0.2898550033569336,
|
|
0.12785382568836212,
|
|
0.29864245653152466,
|
|
0.639593780040741,
|
|
0.34862375259399414,
|
|
0.18045106530189514,
|
|
0.4260868728160858,
|
|
0.3644443452358246,
|
|
0.33492809534072876,
|
|
0.13138681650161743,
|
|
0.3838382363319397,
|
|
0.29213473200798035,
|
|
0.517646849155426,
|
|
0.10937494784593582,
|
|
0.1550387144088745,
|
|
0.5658535361289978,
|
|
0.4766837954521179,
|
|
0.36190465092658997,
|
|
0.3542434275150299,
|
|
0.1762113720178604,
|
|
0.3199998736381531
|
|
],
|
|
"time": 166.0928580444306,
|
|
"param": [
|
|
{
|
|
"p": 0.03876315802335739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039519332349300385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04656308516860008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05790463835000992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0795091986656189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035941239446401596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15365523099899292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10125641524791718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07326211780309677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03825601190328598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06454326957464218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06918907910585403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17054812610149384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031089099124073982,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 3.286714792251587,
|
|
"val_loss": 2.8869152069091797,
|
|
"acc": 36.09,
|
|
"f1": [
|
|
0.6467660069465637,
|
|
0.41666656732559204,
|
|
0.27096763253211975,
|
|
0.21621613204479218,
|
|
0.14666660130023956,
|
|
0.19753079116344452,
|
|
0.38043469190597534,
|
|
0.3975153863430023,
|
|
0.35341355204582214,
|
|
0.4585364758968353,
|
|
0.13924044370651245,
|
|
0.2585032880306244,
|
|
0.35955044627189636,
|
|
0.23437494039535522,
|
|
0.2561982572078705,
|
|
0.1985815167427063,
|
|
0.28571420907974243,
|
|
0.502024233341217,
|
|
0.378109335899353,
|
|
0.26724129915237427,
|
|
0.5752211213111877,
|
|
0.4827585518360138,
|
|
0.3037974238395691,
|
|
0.511627733707428,
|
|
0.6910993456840515,
|
|
0.2574256360530853,
|
|
0.25688064098358154,
|
|
0.251082181930542,
|
|
0.38888877630233765,
|
|
0.2673266530036926,
|
|
0.38341957330703735,
|
|
0.3763439953327179,
|
|
0.3934425115585327,
|
|
0.3386242389678955,
|
|
0.3557691276073456,
|
|
0.1900825798511505,
|
|
0.2941175699234009,
|
|
0.17808210849761963,
|
|
0.24817509949207306,
|
|
0.48936155438423157,
|
|
0.2834644913673401,
|
|
0.568720281124115,
|
|
0.3179486393928528,
|
|
0.33789944648742676,
|
|
0.22929932177066803,
|
|
0.24545449018478394,
|
|
0.26666659116744995,
|
|
0.4526748061180115,
|
|
0.563380241394043,
|
|
0.3999998867511749,
|
|
0.17708326876163483,
|
|
0.31775689125061035,
|
|
0.5779815316200256,
|
|
0.6269840598106384,
|
|
0.49999988079071045,
|
|
0.11249993741512299,
|
|
0.5232557058334351,
|
|
0.30487796664237976,
|
|
0.3313608467578888,
|
|
0.3411763310432434,
|
|
0.6969695687294006,
|
|
0.4096384644508362,
|
|
0.4313724637031555,
|
|
0.3583814203739166,
|
|
0.11023616790771484,
|
|
0.24277448654174805,
|
|
0.14864858984947205,
|
|
0.30107519030570984,
|
|
0.7149757146835327,
|
|
0.5250964164733887,
|
|
0.37735840678215027,
|
|
0.6320345401763916,
|
|
0.19101116061210632,
|
|
0.36363622546195984,
|
|
0.20388342440128326,
|
|
0.575107216835022,
|
|
0.6079294085502625,
|
|
0.1747572273015976,
|
|
0.19540224969387054,
|
|
0.28688517212867737,
|
|
0.12865489721298218,
|
|
0.24489788711071014,
|
|
0.6604650020599365,
|
|
0.36718741059303284,
|
|
0.24509796500205994,
|
|
0.38043469190597534,
|
|
0.4077668786048889,
|
|
0.3400808572769165,
|
|
0.22680403292179108,
|
|
0.37914684414863586,
|
|
0.28099164366722107,
|
|
0.4561402499675751,
|
|
0.27667975425720215,
|
|
0.18811874091625214,
|
|
0.5989303588867188,
|
|
0.47513800859451294,
|
|
0.30150744318962097,
|
|
0.37158459424972534,
|
|
0.13580238819122314,
|
|
0.3496502637863159
|
|
],
|
|
"time": 164.19079420994967,
|
|
"param": [
|
|
{
|
|
"p": 0.026676412671804428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033433087170124054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04619086906313896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06681864708662033,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08182337135076523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04534883797168732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14656324684619904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08907882869243622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07166887819766998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03799018636345863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05959993973374367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08766572922468185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18157276511192322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02556924894452095,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 3.78615140914917,
|
|
"val_loss": 2.7554099559783936,
|
|
"acc": 36.14,
|
|
"f1": [
|
|
0.5972849726676941,
|
|
0.41052618622779846,
|
|
0.30541861057281494,
|
|
0.2097901701927185,
|
|
0.14173223078250885,
|
|
0.2965778410434723,
|
|
0.3557691276073456,
|
|
0.39215680956840515,
|
|
0.3286384046077728,
|
|
0.38135582208633423,
|
|
0.12987005710601807,
|
|
0.2682925760746002,
|
|
0.3523808717727661,
|
|
0.2807016372680664,
|
|
0.2574256360530853,
|
|
0.23346298933029175,
|
|
0.30366483330726624,
|
|
0.49999988079071045,
|
|
0.3644443452358246,
|
|
0.3013697564601898,
|
|
0.6235292553901672,
|
|
0.47999995946884155,
|
|
0.3066665530204773,
|
|
0.535519003868103,
|
|
0.6082472205162048,
|
|
0.22784802317619324,
|
|
0.24203814566135406,
|
|
0.18705029785633087,
|
|
0.4484303891658783,
|
|
0.29743579030036926,
|
|
0.3882351815700531,
|
|
0.33684200048446655,
|
|
0.31226757168769836,
|
|
0.3351954519748688,
|
|
0.33217987418174744,
|
|
0.24749156832695007,
|
|
0.33333322405815125,
|
|
0.15384608507156372,
|
|
0.26666656136512756,
|
|
0.40789464116096497,
|
|
0.30999991297721863,
|
|
0.48780474066734314,
|
|
0.31284910440444946,
|
|
0.37499991059303284,
|
|
0.1868131160736084,
|
|
0.20858889818191528,
|
|
0.20359273254871368,
|
|
0.5082871913909912,
|
|
0.5882351994514465,
|
|
0.3311257064342499,
|
|
0.2193547636270523,
|
|
0.3409090042114258,
|
|
0.6513760089874268,
|
|
0.5919281840324402,
|
|
0.5309733152389526,
|
|
0.11585361510515213,
|
|
0.5473682880401611,
|
|
0.38222211599349976,
|
|
0.3699420988559723,
|
|
0.32124343514442444,
|
|
0.7526880502700806,
|
|
0.4485980272293091,
|
|
0.4947367310523987,
|
|
0.39195966720581055,
|
|
0.13138681650161743,
|
|
0.20779214799404144,
|
|
0.2176869958639145,
|
|
0.27102795243263245,
|
|
0.7184464335441589,
|
|
0.5531913638114929,
|
|
0.3999998867511749,
|
|
0.6041665077209473,
|
|
0.11834313720464706,
|
|
0.3186812400817871,
|
|
0.16774186491966248,
|
|
0.6181817054748535,
|
|
0.5896413326263428,
|
|
0.19631893932819366,
|
|
0.19047611951828003,
|
|
0.3046356737613678,
|
|
0.15763543546199799,
|
|
0.2786068916320801,
|
|
0.6826921701431274,
|
|
0.3699999153614044,
|
|
0.20657269656658173,
|
|
0.40552979707717896,
|
|
0.36734679341316223,
|
|
0.3504272401332855,
|
|
0.18279562890529633,
|
|
0.4410255253314972,
|
|
0.34554967284202576,
|
|
0.49773746728897095,
|
|
0.16455689072608948,
|
|
0.17307688295841217,
|
|
0.5220882296562195,
|
|
0.47169798612594604,
|
|
0.29166659712791443,
|
|
0.3999999165534973,
|
|
0.11702121049165726,
|
|
0.3320156931877136
|
|
],
|
|
"time": 161.1842566933483,
|
|
"param": [
|
|
{
|
|
"p": 0.040512535721063614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041428834199905396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04973573610186577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06011803820729256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07811268419027328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035089161247015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1333838403224945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09900692105293274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08818097412586212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03060104325413704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061813075095415115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07387286424636841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1764034777879715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031740810722112656,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 4.203187942504883,
|
|
"val_loss": 2.696046829223633,
|
|
"acc": 36.21,
|
|
"f1": [
|
|
0.6379309296607971,
|
|
0.39215680956840515,
|
|
0.238805890083313,
|
|
0.23030294477939606,
|
|
0.14218004047870636,
|
|
0.23361818492412567,
|
|
0.3431371748447418,
|
|
0.36956506967544556,
|
|
0.3841058313846588,
|
|
0.3999998867511749,
|
|
0.19999991357326508,
|
|
0.2807016372680664,
|
|
0.3139533996582031,
|
|
0.24630534648895264,
|
|
0.2167486995458603,
|
|
0.23529404401779175,
|
|
0.35955044627189636,
|
|
0.4896264970302582,
|
|
0.34374991059303284,
|
|
0.291139155626297,
|
|
0.5701355934143066,
|
|
0.5688887238502502,
|
|
0.30701744556427,
|
|
0.4550263583660126,
|
|
0.5982905030250549,
|
|
0.20304562151432037,
|
|
0.251428484916687,
|
|
0.22818785905838013,
|
|
0.4018263518810272,
|
|
0.2705313265323639,
|
|
0.42162150144577026,
|
|
0.4108106791973114,
|
|
0.3157893717288971,
|
|
0.35467973351478577,
|
|
0.30857133865356445,
|
|
0.1639343500137329,
|
|
0.3636362552642822,
|
|
0.16455689072608948,
|
|
0.27102795243263245,
|
|
0.49999988079071045,
|
|
0.3431951701641083,
|
|
0.5299144387245178,
|
|
0.3179486393928528,
|
|
0.40394076704978943,
|
|
0.21126753091812134,
|
|
0.23225797712802887,
|
|
0.2477063536643982,
|
|
0.5062239766120911,
|
|
0.5548385381698608,
|
|
0.41840997338294983,
|
|
0.22510816156864166,
|
|
0.321428507566452,
|
|
0.5857739448547363,
|
|
0.5917601585388184,
|
|
0.5628139972686768,
|
|
0.11403502523899078,
|
|
0.49999988079071045,
|
|
0.3196346163749695,
|
|
0.335570365190506,
|
|
0.32950183749198914,
|
|
0.7096772789955139,
|
|
0.362318754196167,
|
|
0.47953203320503235,
|
|
0.3654821515083313,
|
|
0.15068486332893372,
|
|
0.2816900610923767,
|
|
0.10322573781013489,
|
|
0.2758620083332062,
|
|
0.6757989525794983,
|
|
0.5617020726203918,
|
|
0.44047608971595764,
|
|
0.5762710571289062,
|
|
0.12598420679569244,
|
|
0.39843741059303284,
|
|
0.2530611455440521,
|
|
0.5800864696502686,
|
|
0.6220094561576843,
|
|
0.17112290859222412,
|
|
0.239520862698555,
|
|
0.2673266530036926,
|
|
0.15920390188694,
|
|
0.26415085792541504,
|
|
0.6808508634567261,
|
|
0.3315507173538208,
|
|
0.23225797712802887,
|
|
0.4068964719772339,
|
|
0.39999985694885254,
|
|
0.33777767419815063,
|
|
0.16216209530830383,
|
|
0.4210525155067444,
|
|
0.2677823603153229,
|
|
0.5113635063171387,
|
|
0.17391297221183777,
|
|
0.1798941045999527,
|
|
0.5674417018890381,
|
|
0.4854367673397064,
|
|
0.2972972095012665,
|
|
0.3392224907875061,
|
|
0.15652167797088623,
|
|
0.41379299759864807
|
|
],
|
|
"time": 163.8739574830979,
|
|
"param": [
|
|
{
|
|
"p": 0.035191860049963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033321693539619446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04320390522480011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06591129302978516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08327783644199371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054093047976493835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14047442376613617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08531832695007324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07623430341482162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038711849600076675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058256421238183975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07772108912467957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18174536526203156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026538541540503502,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 3.3648734092712402,
|
|
"val_loss": 2.8214008808135986,
|
|
"acc": 35.45,
|
|
"f1": [
|
|
0.6082947254180908,
|
|
0.4140968322753906,
|
|
0.289308100938797,
|
|
0.24489788711071014,
|
|
0.16814152896404266,
|
|
0.2470587193965912,
|
|
0.3076922297477722,
|
|
0.36815908551216125,
|
|
0.2937062084674835,
|
|
0.4495411515235901,
|
|
0.14765094220638275,
|
|
0.2588233947753906,
|
|
0.33333322405815125,
|
|
0.23357655107975006,
|
|
0.2421524077653885,
|
|
0.1945524662733078,
|
|
0.35897424817085266,
|
|
0.46829259395599365,
|
|
0.3575417995452881,
|
|
0.3050846457481384,
|
|
0.6124400496482849,
|
|
0.4837207794189453,
|
|
0.34374991059303284,
|
|
0.47619038820266724,
|
|
0.6262625455856323,
|
|
0.21794864535331726,
|
|
0.2705881595611572,
|
|
0.2934781610965729,
|
|
0.42708319425582886,
|
|
0.290502667427063,
|
|
0.37499991059303284,
|
|
0.3886638879776001,
|
|
0.34736835956573486,
|
|
0.36123335361480713,
|
|
0.33536577224731445,
|
|
0.15384607017040253,
|
|
0.29629620909690857,
|
|
0.24096375703811646,
|
|
0.26455017924308777,
|
|
0.4749998450279236,
|
|
0.34482747316360474,
|
|
0.5882351994514465,
|
|
0.2934781610965729,
|
|
0.37668150663375854,
|
|
0.24277448654174805,
|
|
0.19047611951828003,
|
|
0.228260800242424,
|
|
0.46601933240890503,
|
|
0.5425531268119812,
|
|
0.3487178385257721,
|
|
0.15999995172023773,
|
|
0.3231440484523773,
|
|
0.590908944606781,
|
|
0.5955054759979248,
|
|
0.4084506034851074,
|
|
0.1414140909910202,
|
|
0.5025123953819275,
|
|
0.33684200048446655,
|
|
0.3289472758769989,
|
|
0.3804876506328583,
|
|
0.718893826007843,
|
|
0.46428558230400085,
|
|
0.4507041275501251,
|
|
0.33976826071739197,
|
|
0.1612902730703354,
|
|
0.21301770210266113,
|
|
0.1809523105621338,
|
|
0.28054288029670715,
|
|
0.6880732178688049,
|
|
0.5662099123001099,
|
|
0.4824119210243225,
|
|
0.5812807083129883,
|
|
0.11636358499526978,
|
|
0.40191373229026794,
|
|
0.2491348832845688,
|
|
0.6129031181335449,
|
|
0.6068375110626221,
|
|
0.20408155024051666,
|
|
0.19266046583652496,
|
|
0.2598869204521179,
|
|
0.10884349048137665,
|
|
0.2345678210258484,
|
|
0.6448596715927124,
|
|
0.31088075041770935,
|
|
0.2376236915588379,
|
|
0.38888877630233765,
|
|
0.4044942855834961,
|
|
0.360248327255249,
|
|
0.24096378684043884,
|
|
0.30420705676078796,
|
|
0.27218925952911377,
|
|
0.5028570294380188,
|
|
0.1898733526468277,
|
|
0.19230762124061584,
|
|
0.5700481534004211,
|
|
0.48205116391181946,
|
|
0.3320462703704834,
|
|
0.3448275029659271,
|
|
0.1339712291955948,
|
|
0.21138201653957367
|
|
],
|
|
"time": 163.67085466627032,
|
|
"param": [
|
|
{
|
|
"p": 0.03567543998360634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041373495012521744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04930494353175163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07078965753316879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08410501480102539,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04786642640829086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13880659639835358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08907757699489594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08065883070230484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041225455701351166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05158524960279465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06966976076364517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16914379596710205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030717825517058372,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 3.325479030609131,
|
|
"val_loss": 2.8363964557647705,
|
|
"acc": 35.87,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.3647797703742981,
|
|
0.27173903584480286,
|
|
0.19580411911010742,
|
|
0.19047614932060242,
|
|
0.2769230008125305,
|
|
0.3469386696815491,
|
|
0.33918121457099915,
|
|
0.38150280714035034,
|
|
0.40999990701675415,
|
|
0.09090903401374817,
|
|
0.2193547636270523,
|
|
0.32584258913993835,
|
|
0.24999991059303284,
|
|
0.22797919809818268,
|
|
0.22222214937210083,
|
|
0.3076922297477722,
|
|
0.5167463421821594,
|
|
0.3523315489292145,
|
|
0.27722764015197754,
|
|
0.5476189851760864,
|
|
0.5301203727722168,
|
|
0.2866043150424957,
|
|
0.5148513317108154,
|
|
0.6027396321296692,
|
|
0.24210518598556519,
|
|
0.30065348744392395,
|
|
0.23076917231082916,
|
|
0.3711339235305786,
|
|
0.29319363832473755,
|
|
0.39735087752342224,
|
|
0.3936169147491455,
|
|
0.3147207200527191,
|
|
0.3119265139102936,
|
|
0.33928561210632324,
|
|
0.22459883987903595,
|
|
0.37349388003349304,
|
|
0.25396814942359924,
|
|
0.239520862698555,
|
|
0.447368323802948,
|
|
0.3575417995452881,
|
|
0.49999988079071045,
|
|
0.22598862648010254,
|
|
0.39449530839920044,
|
|
0.220779150724411,
|
|
0.17441853880882263,
|
|
0.27173903584480286,
|
|
0.5164318084716797,
|
|
0.49999988079071045,
|
|
0.3411763310432434,
|
|
0.17112290859222412,
|
|
0.33333325386047363,
|
|
0.5052630305290222,
|
|
0.6145250201225281,
|
|
0.5229355692863464,
|
|
0.10328631848096848,
|
|
0.5099998712539673,
|
|
0.3252594470977783,
|
|
0.37735840678215027,
|
|
0.3448275029659271,
|
|
0.6451612114906311,
|
|
0.4081631600856781,
|
|
0.4573989808559418,
|
|
0.3307085633277893,
|
|
0.10958898812532425,
|
|
0.23312875628471375,
|
|
0.1868131160736084,
|
|
0.29473677277565,
|
|
0.6976743340492249,
|
|
0.6008967757225037,
|
|
0.4135020077228546,
|
|
0.6022303700447083,
|
|
0.12186375260353088,
|
|
0.39330533146858215,
|
|
0.14084501564502716,
|
|
0.580357015132904,
|
|
0.6212764978408813,
|
|
0.15789467096328735,
|
|
0.23129244148731232,
|
|
0.30769217014312744,
|
|
0.20091316103935242,
|
|
0.31034475564956665,
|
|
0.6666665077209473,
|
|
0.290502667427063,
|
|
0.2399999350309372,
|
|
0.3999999165534973,
|
|
0.36514514684677124,
|
|
0.329268217086792,
|
|
0.1499999314546585,
|
|
0.366812139749527,
|
|
0.3348415493965149,
|
|
0.5048542022705078,
|
|
0.2389935851097107,
|
|
0.20930227637290955,
|
|
0.5378786325454712,
|
|
0.44537800550460815,
|
|
0.29292917251586914,
|
|
0.34254133701324463,
|
|
0.13138681650161743,
|
|
0.34999990463256836
|
|
],
|
|
"time": 164.22819583583623,
|
|
"param": [
|
|
{
|
|
"p": 0.0408637560904026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039752423763275146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055061232298612595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05626814067363739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08682502806186676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045195844024419785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15322408080101013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09449441730976105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0704985111951828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042858827859163284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04723078012466431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08628546446561813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14998799562454224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03145357221364975,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 3.9777731895446777,
|
|
"val_loss": 2.869450092315674,
|
|
"acc": 35.39,
|
|
"f1": [
|
|
0.6403939127922058,
|
|
0.3981480300426483,
|
|
0.28181809186935425,
|
|
0.22105254232883453,
|
|
0.18382348120212555,
|
|
0.30232545733451843,
|
|
0.3406592309474945,
|
|
0.27419349551200867,
|
|
0.31970250606536865,
|
|
0.44848471879959106,
|
|
0.11688306927680969,
|
|
0.239520862698555,
|
|
0.3710406422615051,
|
|
0.17460310459136963,
|
|
0.2464454174041748,
|
|
0.19444438815116882,
|
|
0.36241599917411804,
|
|
0.5263156890869141,
|
|
0.37575745582580566,
|
|
0.3314284682273865,
|
|
0.5702126026153564,
|
|
0.48535552620887756,
|
|
0.3535352647304535,
|
|
0.44137921929359436,
|
|
0.6697673201560974,
|
|
0.25688064098358154,
|
|
0.265682578086853,
|
|
0.2543351650238037,
|
|
0.41284388303756714,
|
|
0.26190465688705444,
|
|
0.42342329025268555,
|
|
0.39999985694885254,
|
|
0.3301886022090912,
|
|
0.3116881847381592,
|
|
0.3084111213684082,
|
|
0.21126757562160492,
|
|
0.38738730549812317,
|
|
0.15950913727283478,
|
|
0.22922632098197937,
|
|
0.518134593963623,
|
|
0.3175964951515198,
|
|
0.5929647088050842,
|
|
0.26206889748573303,
|
|
0.3800903856754303,
|
|
0.15920390188694,
|
|
0.20858889818191528,
|
|
0.2085307389497757,
|
|
0.47916653752326965,
|
|
0.4822133481502533,
|
|
0.3714284896850586,
|
|
0.19101116061210632,
|
|
0.3699999153614044,
|
|
0.6190474629402161,
|
|
0.5714284181594849,
|
|
0.4969695806503296,
|
|
0.11834314465522766,
|
|
0.49756085872650146,
|
|
0.31627896428108215,
|
|
0.34920626878738403,
|
|
0.3168315887451172,
|
|
0.7253884673118591,
|
|
0.39130425453186035,
|
|
0.4111110270023346,
|
|
0.36129021644592285,
|
|
0.1279999315738678,
|
|
0.20858889818191528,
|
|
0.15757569670677185,
|
|
0.2891565263271332,
|
|
0.696078360080719,
|
|
0.5774056911468506,
|
|
0.4622640609741211,
|
|
0.5444443225860596,
|
|
0.127999946475029,
|
|
0.41711217164993286,
|
|
0.1857142299413681,
|
|
0.5970147848129272,
|
|
0.6432158946990967,
|
|
0.1629629135131836,
|
|
0.20711970329284668,
|
|
0.27218925952911377,
|
|
0.12244893610477448,
|
|
0.2617800235748291,
|
|
0.6818180680274963,
|
|
0.33333322405815125,
|
|
0.2526314854621887,
|
|
0.42857128381729126,
|
|
0.43555545806884766,
|
|
0.3319500982761383,
|
|
0.23111103475093842,
|
|
0.3676469922065735,
|
|
0.32539674639701843,
|
|
0.5177663564682007,
|
|
0.12857137620449066,
|
|
0.21505369246006012,
|
|
0.49792519211769104,
|
|
0.4352940320968628,
|
|
0.32124343514442444,
|
|
0.3096773326396942,
|
|
0.10071936994791031,
|
|
0.3885713219642639
|
|
],
|
|
"time": 161.31480217911303,
|
|
"param": [
|
|
{
|
|
"p": 0.039424579590559006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03386969864368439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05403771996498108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058272164314985275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08543141186237335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036416757851839066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13994529843330383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09781979024410248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08483346551656723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03853485360741615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06630990654230118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08851733803749084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15362665057182312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022960441187024117,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 3.6191210746765137,
|
|
"val_loss": 2.81872820854187,
|
|
"acc": 36.37,
|
|
"f1": [
|
|
0.6486485004425049,
|
|
0.40404030680656433,
|
|
0.24999992549419403,
|
|
0.20430098474025726,
|
|
0.17021270096302032,
|
|
0.2649005651473999,
|
|
0.3974357545375824,
|
|
0.35398221015930176,
|
|
0.38150280714035034,
|
|
0.4382021129131317,
|
|
0.15384609997272491,
|
|
0.2681563198566437,
|
|
0.3649633824825287,
|
|
0.3265305161476135,
|
|
0.26315778493881226,
|
|
0.2528734505176544,
|
|
0.3225805461406708,
|
|
0.5145629644393921,
|
|
0.3166022300720215,
|
|
0.290502667427063,
|
|
0.5906734466552734,
|
|
0.5116277933120728,
|
|
0.3510637581348419,
|
|
0.4605261981487274,
|
|
0.6538460850715637,
|
|
0.2580644190311432,
|
|
0.24545449018478394,
|
|
0.2347417026758194,
|
|
0.4659089744091034,
|
|
0.262857049703598,
|
|
0.38888877630233765,
|
|
0.31858402490615845,
|
|
0.26582270860671997,
|
|
0.275229275226593,
|
|
0.32954540848731995,
|
|
0.14634139835834503,
|
|
0.3882351815700531,
|
|
0.1938774734735489,
|
|
0.19047611951828003,
|
|
0.5487803816795349,
|
|
0.34343424439430237,
|
|
0.4782608151435852,
|
|
0.30303022265434265,
|
|
0.38157883286476135,
|
|
0.210526242852211,
|
|
0.18009470403194427,
|
|
0.20437948405742645,
|
|
0.49773746728897095,
|
|
0.5057470798492432,
|
|
0.34883710741996765,
|
|
0.19548864662647247,
|
|
0.2784809470176697,
|
|
0.5530301928520203,
|
|
0.5853657722473145,
|
|
0.5298506021499634,
|
|
0.09271517395973206,
|
|
0.5208331942558289,
|
|
0.35772350430488586,
|
|
0.3542855978012085,
|
|
0.36686381697654724,
|
|
0.6346862316131592,
|
|
0.4324323236942291,
|
|
0.42647048830986023,
|
|
0.38888880610466003,
|
|
0.09999993443489075,
|
|
0.24120594561100006,
|
|
0.1365852952003479,
|
|
0.31818172335624695,
|
|
0.7083331942558289,
|
|
0.6428569555282593,
|
|
0.38636353611946106,
|
|
0.5683058500289917,
|
|
0.13422814011573792,
|
|
0.3495144844055176,
|
|
0.228571355342865,
|
|
0.5897434949874878,
|
|
0.6632652282714844,
|
|
0.17567561566829681,
|
|
0.24892695248126984,
|
|
0.30857133865356445,
|
|
0.16580304503440857,
|
|
0.29629620909690857,
|
|
0.7052630186080933,
|
|
0.36633655428886414,
|
|
0.3068782389163971,
|
|
0.44444432854652405,
|
|
0.40404030680656433,
|
|
0.3694778084754944,
|
|
0.127999946475029,
|
|
0.36521732807159424,
|
|
0.32804223895072937,
|
|
0.4969695806503296,
|
|
0.16107375919818878,
|
|
0.2099446803331375,
|
|
0.5887848734855652,
|
|
0.45643141865730286,
|
|
0.34042540192604065,
|
|
0.3208954334259033,
|
|
0.13407814502716064,
|
|
0.345177561044693
|
|
],
|
|
"time": 163.23111950978637,
|
|
"param": [
|
|
{
|
|
"p": 0.044123951345682144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03430645912885666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04944126307964325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06609057635068893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05635187402367592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04462667927145958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14508271217346191,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08870411664247513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08036771416664124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0424739308655262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06521458178758621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08318916708230972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16860470175743103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031422361731529236,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 3.4712252616882324,
|
|
"val_loss": 2.665799856185913,
|
|
"acc": 36.58,
|
|
"f1": [
|
|
0.6363635063171387,
|
|
0.44198882579803467,
|
|
0.30555546283721924,
|
|
0.2206895798444748,
|
|
0.15999993681907654,
|
|
0.2723003923892975,
|
|
0.3692306876182556,
|
|
0.385650098323822,
|
|
0.36690640449523926,
|
|
0.44705867767333984,
|
|
0.11464963108301163,
|
|
0.2647058069705963,
|
|
0.32291656732559204,
|
|
0.2264150232076645,
|
|
0.23809516429901123,
|
|
0.22641503810882568,
|
|
0.3087247312068939,
|
|
0.5486724376678467,
|
|
0.35467973351478577,
|
|
0.2575756907463074,
|
|
0.5740739107131958,
|
|
0.51666659116745,
|
|
0.35294109582901,
|
|
0.5851062536239624,
|
|
0.653658390045166,
|
|
0.24999988079071045,
|
|
0.2397259622812271,
|
|
0.2072538137435913,
|
|
0.38043469190597534,
|
|
0.2549799978733063,
|
|
0.44554442167282104,
|
|
0.4315788447856903,
|
|
0.3406592309474945,
|
|
0.3720929026603699,
|
|
0.3154573142528534,
|
|
0.2699999213218689,
|
|
0.32584258913993835,
|
|
0.2464454174041748,
|
|
0.23809516429901123,
|
|
0.5384613871574402,
|
|
0.37426888942718506,
|
|
0.49586769938468933,
|
|
0.3121950626373291,
|
|
0.37914684414863586,
|
|
0.18749994039535522,
|
|
0.08928567916154861,
|
|
0.20359273254871368,
|
|
0.4957263767719269,
|
|
0.5197739005088806,
|
|
0.37433144450187683,
|
|
0.20224712789058685,
|
|
0.24999992549419403,
|
|
0.5561496019363403,
|
|
0.6111109852790833,
|
|
0.5273630023002625,
|
|
0.10666660219430923,
|
|
0.5240640044212341,
|
|
0.3636362552642822,
|
|
0.3384614586830139,
|
|
0.3540668785572052,
|
|
0.7448978424072266,
|
|
0.43575406074523926,
|
|
0.46288198232650757,
|
|
0.38974347710609436,
|
|
0.18285706639289856,
|
|
0.25316447019577026,
|
|
0.21333326399326324,
|
|
0.29268285632133484,
|
|
0.6966290473937988,
|
|
0.6480445265769958,
|
|
0.46445485949516296,
|
|
0.5913042426109314,
|
|
0.06299208104610443,
|
|
0.3924526870250702,
|
|
0.23236507177352905,
|
|
0.635944664478302,
|
|
0.6153844594955444,
|
|
0.1142856702208519,
|
|
0.25906726717948914,
|
|
0.309278279542923,
|
|
0.16666659712791443,
|
|
0.28235286474227905,
|
|
0.6759257912635803,
|
|
0.3421051502227783,
|
|
0.2761903405189514,
|
|
0.4347825050354004,
|
|
0.446808397769928,
|
|
0.3362067937850952,
|
|
0.1789472997188568,
|
|
0.33333325386047363,
|
|
0.2727271616458893,
|
|
0.47577083110809326,
|
|
0.19867542386054993,
|
|
0.145695298910141,
|
|
0.5684208869934082,
|
|
0.4598929286003113,
|
|
0.3157893717288971,
|
|
0.3636362552642822,
|
|
0.10062886029481888,
|
|
0.3555554449558258
|
|
],
|
|
"time": 164.0072847008705,
|
|
"param": [
|
|
{
|
|
"p": 0.042457904666662216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041879214346408844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04076158627867699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07242332398891449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07294865697622299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05098389834165573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1249789148569107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10429616272449493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08230367302894592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043147504329681396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05723420903086662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07394134998321533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15801610052585602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034627433866262436,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 4.066925048828125,
|
|
"val_loss": 2.752392530441284,
|
|
"acc": 36.59,
|
|
"f1": [
|
|
0.6220094561576843,
|
|
0.4425530731678009,
|
|
0.2983424663543701,
|
|
0.24193541705608368,
|
|
0.16666659712791443,
|
|
0.2780747711658478,
|
|
0.4222221076488495,
|
|
0.4083768427371979,
|
|
0.2790696918964386,
|
|
0.4656083285808563,
|
|
0.18749994039535522,
|
|
0.27472516894340515,
|
|
0.28571420907974243,
|
|
0.31746023893356323,
|
|
0.2430938482284546,
|
|
0.23225797712802887,
|
|
0.29032251238822937,
|
|
0.5161289572715759,
|
|
0.3831416666507721,
|
|
0.3139533996582031,
|
|
0.6066349744796753,
|
|
0.4625406265258789,
|
|
0.33333325386047363,
|
|
0.5595853924751282,
|
|
0.6502462029457092,
|
|
0.29585790634155273,
|
|
0.27777767181396484,
|
|
0.23448267579078674,
|
|
0.4052286446094513,
|
|
0.2888887822628021,
|
|
0.4550897181034088,
|
|
0.3529410660266876,
|
|
0.3540668785572052,
|
|
0.3286384046077728,
|
|
0.34554967284202576,
|
|
0.03305782005190849,
|
|
0.3529410660266876,
|
|
0.15458931028842926,
|
|
0.19607838988304138,
|
|
0.5444443225860596,
|
|
0.35483860969543457,
|
|
0.5198236703872681,
|
|
0.28025469183921814,
|
|
0.3895130157470703,
|
|
0.2244897186756134,
|
|
0.18840573728084564,
|
|
0.2699999213218689,
|
|
0.4724408686161041,
|
|
0.5686272978782654,
|
|
0.4088887572288513,
|
|
0.22499993443489075,
|
|
0.3692306876182556,
|
|
0.5306121110916138,
|
|
0.5628139972686768,
|
|
0.5619046092033386,
|
|
0.11956514418125153,
|
|
0.5221238136291504,
|
|
0.39784935116767883,
|
|
0.39106133580207825,
|
|
0.35051536560058594,
|
|
0.7052630186080933,
|
|
0.4805193543434143,
|
|
0.44311365485191345,
|
|
0.3549782335758209,
|
|
0.1746724247932434,
|
|
0.21556879580020905,
|
|
0.14479632675647736,
|
|
0.32075464725494385,
|
|
0.6294819116592407,
|
|
0.633165717124939,
|
|
0.4792625606060028,
|
|
0.5841582417488098,
|
|
0.16058386862277985,
|
|
0.3354036211967468,
|
|
0.14906825125217438,
|
|
0.5577688217163086,
|
|
0.6524062752723694,
|
|
0.15658356249332428,
|
|
0.1449274718761444,
|
|
0.3352600038051605,
|
|
0.16911759972572327,
|
|
0.28019312024116516,
|
|
0.683937668800354,
|
|
0.34782594442367554,
|
|
0.26206886768341064,
|
|
0.4271843731403351,
|
|
0.39560428261756897,
|
|
0.38918909430503845,
|
|
0.14906825125217438,
|
|
0.4095236659049988,
|
|
0.2960287928581238,
|
|
0.5492226481437683,
|
|
0.18045106530189514,
|
|
0.15204671025276184,
|
|
0.5990337133407593,
|
|
0.426778107881546,
|
|
0.3018867075443268,
|
|
0.3383083641529083,
|
|
0.15116271376609802,
|
|
0.3926379084587097
|
|
],
|
|
"time": 163.18650915659964,
|
|
"param": [
|
|
{
|
|
"p": 0.03713347762823105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037318676710128784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05098012089729309,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149385660886765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07912933826446533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049956198781728745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12976892292499542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1052369624376297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08793670684099197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0364297553896904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06079046055674553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08277548849582672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13952723145484924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031522855162620544,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 3.781002998352051,
|
|
"val_loss": 2.6909539699554443,
|
|
"acc": 36.09,
|
|
"f1": [
|
|
0.6918917894363403,
|
|
0.4299998879432678,
|
|
0.31399309635162354,
|
|
0.2516128420829773,
|
|
0.15533974766731262,
|
|
0.20930226147174835,
|
|
0.37999987602233887,
|
|
0.3720929026603699,
|
|
0.35135123133659363,
|
|
0.4942527115345001,
|
|
0.09160300344228745,
|
|
0.24050623178482056,
|
|
0.38888877630233765,
|
|
0.2944784462451935,
|
|
0.20689646899700165,
|
|
0.22916659712791443,
|
|
0.29523801803588867,
|
|
0.5136185884475708,
|
|
0.35833320021629333,
|
|
0.31632643938064575,
|
|
0.5853657722473145,
|
|
0.5610858201980591,
|
|
0.3707864284515381,
|
|
0.41176462173461914,
|
|
0.6320753693580627,
|
|
0.2262442708015442,
|
|
0.2603549063205719,
|
|
0.22222214937210083,
|
|
0.40490788221359253,
|
|
0.255813866853714,
|
|
0.3999998867511749,
|
|
0.3764704465866089,
|
|
0.2968197166919708,
|
|
0.360248327255249,
|
|
0.3248729705810547,
|
|
0.20588228106498718,
|
|
0.34394893050193787,
|
|
0.22660093009471893,
|
|
0.2882882058620453,
|
|
0.4727271497249603,
|
|
0.3666665554046631,
|
|
0.5495494604110718,
|
|
0.32558128237724304,
|
|
0.3478259742259979,
|
|
0.18848159909248352,
|
|
0.19444438815116882,
|
|
0.26315781474113464,
|
|
0.4511277675628662,
|
|
0.5775399804115295,
|
|
0.2840908169746399,
|
|
0.19285710155963898,
|
|
0.31914883852005005,
|
|
0.5092591643333435,
|
|
0.5791853666305542,
|
|
0.5567008852958679,
|
|
0.10404618829488754,
|
|
0.4499998688697815,
|
|
0.3775508999824524,
|
|
0.3417084515094757,
|
|
0.35071080923080444,
|
|
0.7282050251960754,
|
|
0.44444429874420166,
|
|
0.4112148582935333,
|
|
0.37777766585350037,
|
|
0.152671679854393,
|
|
0.253807008266449,
|
|
0.19780214130878448,
|
|
0.3076922297477722,
|
|
0.697435736656189,
|
|
0.587155818939209,
|
|
0.4382469058036804,
|
|
0.5957446098327637,
|
|
0.13749992847442627,
|
|
0.2533332407474518,
|
|
0.206060528755188,
|
|
0.6507176160812378,
|
|
0.6255505681037903,
|
|
0.1494252234697342,
|
|
0.1398600935935974,
|
|
0.27631568908691406,
|
|
0.16724732518196106,
|
|
0.3248729705810547,
|
|
0.662983238697052,
|
|
0.3409090042114258,
|
|
0.2795697748661041,
|
|
0.4274192452430725,
|
|
0.37426888942718506,
|
|
0.3771928548812866,
|
|
0.17877088487148285,
|
|
0.38983041048049927,
|
|
0.33913031220436096,
|
|
0.4951455295085907,
|
|
0.14925366640090942,
|
|
0.15662643313407898,
|
|
0.5333332419395447,
|
|
0.4453440308570862,
|
|
0.3232322335243225,
|
|
0.34246566891670227,
|
|
0.15178565680980682,
|
|
0.3483870029449463
|
|
],
|
|
"time": 162.38325372897089,
|
|
"param": [
|
|
{
|
|
"p": 0.04284954443573952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03229230269789696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05288202688097954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06291637569665909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0877082496881485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04652976989746094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1399131417274475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08911913633346558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08468613028526306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045009542256593704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0585709810256958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07720144093036652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15067988634109497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02964147925376892,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 3.5047426223754883,
|
|
"val_loss": 2.862177610397339,
|
|
"acc": 35.66,
|
|
"f1": [
|
|
0.6770831346511841,
|
|
0.3494423031806946,
|
|
0.27385884523391724,
|
|
0.2430938482284546,
|
|
0.15624994039535522,
|
|
0.2037036269903183,
|
|
0.29166656732559204,
|
|
0.40191373229026794,
|
|
0.32124343514442444,
|
|
0.4606059193611145,
|
|
0.14893612265586853,
|
|
0.24418595433235168,
|
|
0.2931033968925476,
|
|
0.2333332747220993,
|
|
0.27218925952911377,
|
|
0.1654134839773178,
|
|
0.33333325386047363,
|
|
0.4774192273616791,
|
|
0.3431951701641083,
|
|
0.28776970505714417,
|
|
0.619289219379425,
|
|
0.5022025108337402,
|
|
0.3820223808288574,
|
|
0.492890864610672,
|
|
0.6666665077209473,
|
|
0.1983913779258728,
|
|
0.2898549735546112,
|
|
0.2115384042263031,
|
|
0.4019606411457062,
|
|
0.26728102564811707,
|
|
0.35918357968330383,
|
|
0.39252325892448425,
|
|
0.32804223895072937,
|
|
0.2923975884914398,
|
|
0.36842095851898193,
|
|
0.12857137620449066,
|
|
0.38157883286476135,
|
|
0.1920529454946518,
|
|
0.3068782389163971,
|
|
0.4946235418319702,
|
|
0.2795698046684265,
|
|
0.6086955666542053,
|
|
0.3037973642349243,
|
|
0.41052618622779846,
|
|
0.24460424482822418,
|
|
0.17333325743675232,
|
|
0.27272719144821167,
|
|
0.48979586362838745,
|
|
0.5363634824752808,
|
|
0.3387977182865143,
|
|
0.16923071444034576,
|
|
0.28248581290245056,
|
|
0.524590015411377,
|
|
0.6270268559455872,
|
|
0.5064376592636108,
|
|
0.0759493038058281,
|
|
0.49350637197494507,
|
|
0.3272726535797119,
|
|
0.3470318615436554,
|
|
0.2935778796672821,
|
|
0.6640925407409668,
|
|
0.4155843257904053,
|
|
0.4717947542667389,
|
|
0.3999998867511749,
|
|
0.13559316098690033,
|
|
0.22972965240478516,
|
|
0.16049376130104065,
|
|
0.24175815284252167,
|
|
0.6915886998176575,
|
|
0.5791853666305542,
|
|
0.4725273549556732,
|
|
0.5573769211769104,
|
|
0.14285708963871002,
|
|
0.36180898547172546,
|
|
0.1965317279100418,
|
|
0.6133331656455994,
|
|
0.634730339050293,
|
|
0.23391805589199066,
|
|
0.18823520839214325,
|
|
0.2769230008125305,
|
|
0.09917350858449936,
|
|
0.32835814356803894,
|
|
0.6083332300186157,
|
|
0.33333325386047363,
|
|
0.23728805780410767,
|
|
0.39603951573371887,
|
|
0.4088887572288513,
|
|
0.3350784480571747,
|
|
0.2716048061847687,
|
|
0.37999987602233887,
|
|
0.2269502729177475,
|
|
0.44715434312820435,
|
|
0.20779214799404144,
|
|
0.16049376130104065,
|
|
0.602040708065033,
|
|
0.5192306637763977,
|
|
0.30769219994544983,
|
|
0.36514514684677124,
|
|
0.13999994099140167,
|
|
0.3285713195800781
|
|
],
|
|
"time": 164.77327049709857,
|
|
"param": [
|
|
{
|
|
"p": 0.04422392696142197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031135978177189827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050130490213632584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06723841279745102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07904557883739471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05367569625377655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12920905649662018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1031065508723259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07224807143211365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03961561247706413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05982809141278267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08960569649934769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15486027300357819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026076512411236763,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 3.4952118396759033,
|
|
"val_loss": 2.7266950607299805,
|
|
"acc": 36.28,
|
|
"f1": [
|
|
0.6503065824508667,
|
|
0.43518510460853577,
|
|
0.26388877630233765,
|
|
0.2536872625350952,
|
|
0.17721512913703918,
|
|
0.2696628272533417,
|
|
0.27083322405815125,
|
|
0.3983401656150818,
|
|
0.3352600038051605,
|
|
0.4342104196548462,
|
|
0.0672268494963646,
|
|
0.26573416590690613,
|
|
0.3775508999824524,
|
|
0.23225797712802887,
|
|
0.2549799978733063,
|
|
0.20382159948349,
|
|
0.31428563594818115,
|
|
0.5244443416595459,
|
|
0.3726707696914673,
|
|
0.30051806569099426,
|
|
0.595959484577179,
|
|
0.49218741059303284,
|
|
0.3837208151817322,
|
|
0.5444443225860596,
|
|
0.6268655061721802,
|
|
0.2553190290927887,
|
|
0.2735848128795624,
|
|
0.29107969999313354,
|
|
0.43956032395362854,
|
|
0.2597402036190033,
|
|
0.37668150663375854,
|
|
0.3549782335758209,
|
|
0.3617020547389984,
|
|
0.30208322405815125,
|
|
0.3603602349758148,
|
|
0.23938217759132385,
|
|
0.34615373611450195,
|
|
0.2046510875225067,
|
|
0.251308798789978,
|
|
0.4725273549556732,
|
|
0.3522011637687683,
|
|
0.5585584044456482,
|
|
0.2902207672595978,
|
|
0.3706895411014557,
|
|
0.15151509642601013,
|
|
0.22535203397274017,
|
|
0.22916659712791443,
|
|
0.47899147868156433,
|
|
0.4507041275501251,
|
|
0.3736262619495392,
|
|
0.2314814031124115,
|
|
0.3121950626373291,
|
|
0.5499998927116394,
|
|
0.6116504073143005,
|
|
0.5110130310058594,
|
|
0.10687018185853958,
|
|
0.43703693151474,
|
|
0.3362067937850952,
|
|
0.3771427571773529,
|
|
0.336633563041687,
|
|
0.696132481098175,
|
|
0.4855490028858185,
|
|
0.47368407249450684,
|
|
0.3832334280014038,
|
|
0.10256405174732208,
|
|
0.17525766789913177,
|
|
0.13095231354236603,
|
|
0.29677411913871765,
|
|
0.7037035822868347,
|
|
0.5573769211769104,
|
|
0.45522376894950867,
|
|
0.563535749912262,
|
|
0.08510632067918777,
|
|
0.3087247312068939,
|
|
0.19534875452518463,
|
|
0.5469387173652649,
|
|
0.6545453667640686,
|
|
0.15028895437717438,
|
|
0.2707422971725464,
|
|
0.31901830434799194,
|
|
0.1639343500137329,
|
|
0.28925609588623047,
|
|
0.6431716680526733,
|
|
0.28272244334220886,
|
|
0.2514968812465668,
|
|
0.44444429874420166,
|
|
0.44670039415359497,
|
|
0.3555554449558258,
|
|
0.16279064118862152,
|
|
0.34920626878738403,
|
|
0.30270257592201233,
|
|
0.5124998688697815,
|
|
0.15624994039535522,
|
|
0.23584897816181183,
|
|
0.5933012366294861,
|
|
0.44198882579803467,
|
|
0.3386242389678955,
|
|
0.3041473925113678,
|
|
0.07692302018404007,
|
|
0.3522011637687683
|
|
],
|
|
"time": 164.67591768223792,
|
|
"param": [
|
|
{
|
|
"p": 0.037833962589502335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03947228565812111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05244549736380577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07547084242105484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08187548071146011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049747467041015625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1295153945684433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0930735170841217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08627904206514359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044495124369859695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059344273060560226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09037719666957855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12446926534175873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035600557923316956,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 3.364246368408203,
|
|
"val_loss": 2.598578929901123,
|
|
"acc": 37.51,
|
|
"f1": [
|
|
0.6516852378845215,
|
|
0.44571414589881897,
|
|
0.33121007680892944,
|
|
0.26086950302124023,
|
|
0.18947362899780273,
|
|
0.2702701687812805,
|
|
0.367346853017807,
|
|
0.3823528587818146,
|
|
0.3644443452358246,
|
|
0.4363635182380676,
|
|
0.08888883143663406,
|
|
0.27118638157844543,
|
|
0.3495144844055176,
|
|
0.24390237033367157,
|
|
0.2366863340139389,
|
|
0.19999992847442627,
|
|
0.33333325386047363,
|
|
0.4785713851451874,
|
|
0.38766512274742126,
|
|
0.3101603388786316,
|
|
0.6153844594955444,
|
|
0.5296441316604614,
|
|
0.3699999153614044,
|
|
0.56043940782547,
|
|
0.6564101576805115,
|
|
0.24120594561100006,
|
|
0.3060108423233032,
|
|
0.22459883987903595,
|
|
0.43333321809768677,
|
|
0.30541861057281494,
|
|
0.41379299759864807,
|
|
0.452830046415329,
|
|
0.3706895411014557,
|
|
0.3714284896850586,
|
|
0.3816792964935303,
|
|
0.23478256165981293,
|
|
0.3465345501899719,
|
|
0.2430938482284546,
|
|
0.28054288029670715,
|
|
0.49999985098838806,
|
|
0.33179715275764465,
|
|
0.5350876450538635,
|
|
0.34177201986312866,
|
|
0.39148926734924316,
|
|
0.18518511950969696,
|
|
0.24113468825817108,
|
|
0.16455689072608948,
|
|
0.4404331147670746,
|
|
0.5624998807907104,
|
|
0.37004393339157104,
|
|
0.22222213447093964,
|
|
0.3727271258831024,
|
|
0.5139663219451904,
|
|
0.5806450843811035,
|
|
0.5045044422149658,
|
|
0.16589856147766113,
|
|
0.5157893896102905,
|
|
0.37563440203666687,
|
|
0.4100417494773865,
|
|
0.3722943067550659,
|
|
0.672645628452301,
|
|
0.42931926250457764,
|
|
0.4434387683868408,
|
|
0.376623272895813,
|
|
0.20895515382289886,
|
|
0.2071712464094162,
|
|
0.19692303240299225,
|
|
0.3013697564601898,
|
|
0.7106597423553467,
|
|
0.5925924181938171,
|
|
0.4198893904685974,
|
|
0.6046510338783264,
|
|
0.09150320291519165,
|
|
0.41758227348327637,
|
|
0.22222214937210083,
|
|
0.6153844594955444,
|
|
0.653658390045166,
|
|
0.12213735282421112,
|
|
0.1914892941713333,
|
|
0.2731276750564575,
|
|
0.15730330348014832,
|
|
0.3428570628166199,
|
|
0.6862744092941284,
|
|
0.36464083194732666,
|
|
0.26751580834388733,
|
|
0.43786972761154175,
|
|
0.4230768084526062,
|
|
0.3483870029449463,
|
|
0.20338976383209229,
|
|
0.38578668236732483,
|
|
0.33884286880493164,
|
|
0.5434780716896057,
|
|
0.22950810194015503,
|
|
0.21111102402210236,
|
|
0.6161615252494812,
|
|
0.4954127371311188,
|
|
0.29139062762260437,
|
|
0.3636362552642822,
|
|
0.17560969293117523,
|
|
0.37373724579811096
|
|
],
|
|
"time": 165.32496351376176,
|
|
"param": [
|
|
{
|
|
"p": 0.041893597692251205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04054366052150726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055068351328372955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06604969501495361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0860399529337883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05262277275323868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12483818829059601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09123775362968445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08029638230800629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044382933527231216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06886879354715347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08444779366254807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.141964852809906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021745353937149048,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 3.7515172958374023,
|
|
"val_loss": 2.801633834838867,
|
|
"acc": 36.88,
|
|
"f1": [
|
|
0.6742855310440063,
|
|
0.4292236268520355,
|
|
0.24285705387592316,
|
|
0.2340424805879593,
|
|
0.14444437623023987,
|
|
0.26540276408195496,
|
|
0.3846152722835541,
|
|
0.37647050619125366,
|
|
0.39130425453186035,
|
|
0.43333321809768677,
|
|
0.09599995613098145,
|
|
0.19047611951828003,
|
|
0.38918909430503845,
|
|
0.27380943298339844,
|
|
0.2127658873796463,
|
|
0.2062779664993286,
|
|
0.3444443643093109,
|
|
0.48305076360702515,
|
|
0.40151503682136536,
|
|
0.32989683747291565,
|
|
0.5702126026153564,
|
|
0.5048542022705078,
|
|
0.35416656732559204,
|
|
0.5376343131065369,
|
|
0.5991188287734985,
|
|
0.2962961792945862,
|
|
0.2580644488334656,
|
|
0.1891891211271286,
|
|
0.3946187198162079,
|
|
0.2842104732990265,
|
|
0.376623272895813,
|
|
0.39004138112068176,
|
|
0.31818172335624695,
|
|
0.3516482412815094,
|
|
0.3800903856754303,
|
|
0.12413787841796875,
|
|
0.32989683747291565,
|
|
0.2136751413345337,
|
|
0.24548731744289398,
|
|
0.5731706023216248,
|
|
0.33333322405815125,
|
|
0.5289255380630493,
|
|
0.3439999520778656,
|
|
0.4019606411457062,
|
|
0.24175815284252167,
|
|
0.24580998718738556,
|
|
0.22399993240833282,
|
|
0.4837207794189453,
|
|
0.5102038979530334,
|
|
0.38738730549812317,
|
|
0.22222214937210083,
|
|
0.32034626603126526,
|
|
0.5517240166664124,
|
|
0.5785122513771057,
|
|
0.5583755373954773,
|
|
0.12565438449382782,
|
|
0.522222101688385,
|
|
0.35344812273979187,
|
|
0.4043714702129364,
|
|
0.3179486393928528,
|
|
0.6923075318336487,
|
|
0.4574466943740845,
|
|
0.44230756163597107,
|
|
0.38709667325019836,
|
|
0.13496926426887512,
|
|
0.25510191917419434,
|
|
0.08759118616580963,
|
|
0.31638407707214355,
|
|
0.6981130838394165,
|
|
0.5182185173034668,
|
|
0.4170615077018738,
|
|
0.6037734746932983,
|
|
0.16249993443489075,
|
|
0.393063485622406,
|
|
0.25125616788864136,
|
|
0.6132074594497681,
|
|
0.5999999046325684,
|
|
0.1768706887960434,
|
|
0.2236841470003128,
|
|
0.24719089269638062,
|
|
0.1405404806137085,
|
|
0.2996253967285156,
|
|
0.6666665077209473,
|
|
0.33502528071403503,
|
|
0.26041656732559204,
|
|
0.45631060004234314,
|
|
0.3874344527721405,
|
|
0.38095229864120483,
|
|
0.2071712464094162,
|
|
0.36633655428886414,
|
|
0.30366483330726624,
|
|
0.5070421695709229,
|
|
0.17105256021022797,
|
|
0.23655906319618225,
|
|
0.5589519143104553,
|
|
0.45197728276252747,
|
|
0.33492809534072876,
|
|
0.4022345542907715,
|
|
0.13114747405052185,
|
|
0.3703702688217163
|
|
],
|
|
"time": 163.96079479064792,
|
|
"param": [
|
|
{
|
|
"p": 0.046653054654598236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04999816045165062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05446324497461319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.066545270383358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07249121367931366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05140041932463646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13283340632915497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09489010274410248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07787872105836868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038217026740312576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06144342198967934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08109991252422333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14157789945602417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030508089810609818,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 4.0254597663879395,
|
|
"val_loss": 2.5871214866638184,
|
|
"acc": 34.61,
|
|
"f1": [
|
|
0.6585364937782288,
|
|
0.4623654782772064,
|
|
0.3037973642349243,
|
|
0.22346359491348267,
|
|
0.15294109284877777,
|
|
0.2547769844532013,
|
|
0.3535352647304535,
|
|
0.3636362552642822,
|
|
0.2680964767932892,
|
|
0.4162435233592987,
|
|
0.03571426123380661,
|
|
0.27096763253211975,
|
|
0.36607131361961365,
|
|
0.251428484916687,
|
|
0.18072283267974854,
|
|
0.2345678210258484,
|
|
0.3583814203739166,
|
|
0.4352940320968628,
|
|
0.3803679943084717,
|
|
0.2898550033569336,
|
|
0.5190838575363159,
|
|
0.48666658997535706,
|
|
0.3170730471611023,
|
|
0.4749998450279236,
|
|
0.6185566186904907,
|
|
0.22352932393550873,
|
|
0.2764226496219635,
|
|
0.2010049670934677,
|
|
0.4142010807991028,
|
|
0.23628684878349304,
|
|
0.35658904910087585,
|
|
0.29702964425086975,
|
|
0.3463686406612396,
|
|
0.36190465092658997,
|
|
0.31304338574409485,
|
|
0.1891890913248062,
|
|
0.35978829860687256,
|
|
0.15584410727024078,
|
|
0.19199995696544647,
|
|
0.5073169469833374,
|
|
0.3428570330142975,
|
|
0.5420559644699097,
|
|
0.24477605521678925,
|
|
0.3442622125148773,
|
|
0.16666659712791443,
|
|
0.20216600596904755,
|
|
0.24291490018367767,
|
|
0.4860556721687317,
|
|
0.5363634824752808,
|
|
0.3456788659095764,
|
|
0.19649118185043335,
|
|
0.32034626603126526,
|
|
0.5197739005088806,
|
|
0.5929647088050842,
|
|
0.46835434436798096,
|
|
0.11162783950567245,
|
|
0.5133689045906067,
|
|
0.3552630543708801,
|
|
0.3269230127334595,
|
|
0.3459458649158478,
|
|
0.7336682677268982,
|
|
0.44848471879959106,
|
|
0.4278606176376343,
|
|
0.3043477237224579,
|
|
0.08955218642950058,
|
|
0.1866666078567505,
|
|
0.14545448124408722,
|
|
0.19199992716312408,
|
|
0.6999998688697815,
|
|
0.5714284777641296,
|
|
0.44827574491500854,
|
|
0.553672194480896,
|
|
0.10447756201028824,
|
|
0.32335323095321655,
|
|
0.1758241057395935,
|
|
0.6417111158370972,
|
|
0.6630433797836304,
|
|
0.08759118616580963,
|
|
0.22131142020225525,
|
|
0.3141360282897949,
|
|
0.13138681650161743,
|
|
0.2824857831001282,
|
|
0.6632122993469238,
|
|
0.3435581922531128,
|
|
0.2745096981525421,
|
|
0.4020099639892578,
|
|
0.4516127407550812,
|
|
0.3654821515083313,
|
|
0.16494840383529663,
|
|
0.36018943786621094,
|
|
0.34523800015449524,
|
|
0.5185183882713318,
|
|
0.2613064646720886,
|
|
0.18064509332180023,
|
|
0.5803107619285583,
|
|
0.46874985098838806,
|
|
0.26388877630233765,
|
|
0.3394494354724884,
|
|
0.11578940600156784,
|
|
0.3529410660266876
|
|
],
|
|
"time": 163.5414092009887,
|
|
"param": [
|
|
{
|
|
"p": 0.040604934096336365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03913545981049538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05742938444018364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06833595037460327,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07576262950897217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04537486657500267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12756726145744324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09935760498046875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07256675511598587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04872798174619675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05881039425730705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08899486809968948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14200960099697113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035322390496730804,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 3.870445966720581,
|
|
"val_loss": 2.909013271331787,
|
|
"acc": 36.65,
|
|
"f1": [
|
|
0.6572768688201904,
|
|
0.41284388303756714,
|
|
0.34523800015449524,
|
|
0.22099439799785614,
|
|
0.19607838988304138,
|
|
0.23584897816181183,
|
|
0.38974347710609436,
|
|
0.36190465092658997,
|
|
0.3205574154853821,
|
|
0.45283007621765137,
|
|
0.15068486332893372,
|
|
0.3043477535247803,
|
|
0.39325833320617676,
|
|
0.2547769844532013,
|
|
0.26395928859710693,
|
|
0.23076915740966797,
|
|
0.3230768144130707,
|
|
0.45454537868499756,
|
|
0.3801651895046234,
|
|
0.3289472758769989,
|
|
0.5418325662612915,
|
|
0.5066665410995483,
|
|
0.36464083194732666,
|
|
0.5180721879005432,
|
|
0.6349205374717712,
|
|
0.23602473735809326,
|
|
0.24390235543251038,
|
|
0.2295081466436386,
|
|
0.4502616822719574,
|
|
0.2780747711658478,
|
|
0.3999998867511749,
|
|
0.38578668236732483,
|
|
0.3675675094127655,
|
|
0.2582780718803406,
|
|
0.3350784480571747,
|
|
0.19780214130878448,
|
|
0.35398221015930176,
|
|
0.1493506133556366,
|
|
0.2580644488334656,
|
|
0.4666665494441986,
|
|
0.34254133701324463,
|
|
0.5592415928840637,
|
|
0.30097079277038574,
|
|
0.3568463623523712,
|
|
0.1734103411436081,
|
|
0.14666660130023956,
|
|
0.24999989569187164,
|
|
0.4631577730178833,
|
|
0.5795453190803528,
|
|
0.29577454924583435,
|
|
0.23463678359985352,
|
|
0.3285022974014282,
|
|
0.6212120056152344,
|
|
0.6513760089874268,
|
|
0.5638296604156494,
|
|
0.08284018188714981,
|
|
0.4905658960342407,
|
|
0.32432422041893005,
|
|
0.39004138112068176,
|
|
0.3290042281150818,
|
|
0.7155961990356445,
|
|
0.47747737169265747,
|
|
0.4502616822719574,
|
|
0.4153004288673401,
|
|
0.1226993277668953,
|
|
0.22346359491348267,
|
|
0.1899440735578537,
|
|
0.300884872674942,
|
|
0.706976592540741,
|
|
0.5671641230583191,
|
|
0.42162150144577026,
|
|
0.5999999046325684,
|
|
0.13017743825912476,
|
|
0.33939382433891296,
|
|
0.19251330196857452,
|
|
0.5963301062583923,
|
|
0.5950412750244141,
|
|
0.19767434895038605,
|
|
0.17021268606185913,
|
|
0.3231440484523773,
|
|
0.17959177494049072,
|
|
0.33476385474205017,
|
|
0.696132481098175,
|
|
0.39676105976104736,
|
|
0.23463678359985352,
|
|
0.4260353744029999,
|
|
0.3726235330104828,
|
|
0.32775911688804626,
|
|
0.19101116061210632,
|
|
0.4277455508708954,
|
|
0.33333325386047363,
|
|
0.5326085686683655,
|
|
0.21965309977531433,
|
|
0.19138747453689575,
|
|
0.5846152901649475,
|
|
0.4431816637516022,
|
|
0.34862375259399414,
|
|
0.33777767419815063,
|
|
0.06134963780641556,
|
|
0.382978618144989
|
|
],
|
|
"time": 163.8932253262028,
|
|
"param": [
|
|
{
|
|
"p": 0.04558640718460083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045254629105329514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04554174467921257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06623981148004532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0806456208229065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05754464864730835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11969747394323349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08921607583761215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08763550966978073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043303269892930984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061277784407138824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08191613107919693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.135954350233078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04018650949001312,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 3.2933177947998047,
|
|
"val_loss": 2.6393661499023438,
|
|
"acc": 35.81,
|
|
"f1": [
|
|
0.6853931546211243,
|
|
0.38190943002700806,
|
|
0.3374998867511749,
|
|
0.21428564190864563,
|
|
0.15172408521175385,
|
|
0.2690582275390625,
|
|
0.367346853017807,
|
|
0.3542855978012085,
|
|
0.40191373229026794,
|
|
0.4725273549556732,
|
|
0.11111105233430862,
|
|
0.20779214799404144,
|
|
0.33050838112831116,
|
|
0.25954189896583557,
|
|
0.2564101815223694,
|
|
0.2421524077653885,
|
|
0.33684200048446655,
|
|
0.44444429874420166,
|
|
0.44210511445999146,
|
|
0.25333327054977417,
|
|
0.6236557960510254,
|
|
0.452458918094635,
|
|
0.35454532504081726,
|
|
0.5674417018890381,
|
|
0.653658390045166,
|
|
0.23696675896644592,
|
|
0.2769230008125305,
|
|
0.16964279115200043,
|
|
0.46231144666671753,
|
|
0.2658958435058594,
|
|
0.38610032200813293,
|
|
0.4232803285121918,
|
|
0.3271027207374573,
|
|
0.3304346799850464,
|
|
0.33121007680892944,
|
|
0.2037036269903183,
|
|
0.3542855978012085,
|
|
0.18390797078609467,
|
|
0.2485205978155136,
|
|
0.5487803816795349,
|
|
0.39153432846069336,
|
|
0.5791853666305542,
|
|
0.31249991059303284,
|
|
0.3428570330142975,
|
|
0.20224712789058685,
|
|
0.19753079116344452,
|
|
0.15624994039535522,
|
|
0.504132091999054,
|
|
0.5022420287132263,
|
|
0.40133771300315857,
|
|
0.19565211236476898,
|
|
0.3299999237060547,
|
|
0.5268816351890564,
|
|
0.5779815316200256,
|
|
0.4774192273616791,
|
|
0.11834313720464706,
|
|
0.474226713180542,
|
|
0.3841058313846588,
|
|
0.3179486393928528,
|
|
0.34309613704681396,
|
|
0.7089946269989014,
|
|
0.3976607024669647,
|
|
0.44808733463287354,
|
|
0.35460981726646423,
|
|
0.14012733101844788,
|
|
0.18867918848991394,
|
|
0.17840369045734406,
|
|
0.2816900908946991,
|
|
0.6503065824508667,
|
|
0.6292133331298828,
|
|
0.45121943950653076,
|
|
0.5074625611305237,
|
|
0.10588229447603226,
|
|
0.3798881769180298,
|
|
0.216666579246521,
|
|
0.653465211391449,
|
|
0.6594592928886414,
|
|
0.17021270096302032,
|
|
0.25384610891342163,
|
|
0.2603549063205719,
|
|
0.1868131160736084,
|
|
0.2934781610965729,
|
|
0.6417111158370972,
|
|
0.33599987626075745,
|
|
0.24096375703811646,
|
|
0.4329003393650055,
|
|
0.3775508999824524,
|
|
0.35443025827407837,
|
|
0.17679551243782043,
|
|
0.3754265010356903,
|
|
0.29629620909690857,
|
|
0.504761815071106,
|
|
0.20960691571235657,
|
|
0.1914892941713333,
|
|
0.5700481534004211,
|
|
0.48484838008880615,
|
|
0.20833326876163483,
|
|
0.3577980697154999,
|
|
0.1203702986240387,
|
|
0.3493974804878235
|
|
],
|
|
"time": 165.12254530005157,
|
|
"param": [
|
|
{
|
|
"p": 0.04661942645907402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042572591453790665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05775126814842224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07193570584058762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07688568532466888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050494808703660965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12778161466121674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10269451886415482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07533437758684158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04181622713804245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06454939395189285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07661864906549454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13255468010902405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03239096701145172,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 3.798447608947754,
|
|
"val_loss": 2.623286485671997,
|
|
"acc": 35.79,
|
|
"f1": [
|
|
0.6168223023414612,
|
|
0.4162435233592987,
|
|
0.31155768036842346,
|
|
0.20858889818191528,
|
|
0.21138204634189606,
|
|
0.26254817843437195,
|
|
0.3144652843475342,
|
|
0.37185919284820557,
|
|
0.3478259742259979,
|
|
0.4415583312511444,
|
|
0.12413787841796875,
|
|
0.2605363130569458,
|
|
0.23312875628471375,
|
|
0.2173912227153778,
|
|
0.20645155012607574,
|
|
0.20731700956821442,
|
|
0.33962252736091614,
|
|
0.44642844796180725,
|
|
0.3926939368247986,
|
|
0.31645557284355164,
|
|
0.6549705862998962,
|
|
0.5370368957519531,
|
|
0.36470577120780945,
|
|
0.553672194480896,
|
|
0.614718496799469,
|
|
0.22702695429325104,
|
|
0.31884050369262695,
|
|
0.20289850234985352,
|
|
0.425531804561615,
|
|
0.2888887822628021,
|
|
0.3999999165534973,
|
|
0.40476179122924805,
|
|
0.3723403513431549,
|
|
0.3228069245815277,
|
|
0.3114185929298401,
|
|
0.2085307389497757,
|
|
0.3267972767353058,
|
|
0.1445782482624054,
|
|
0.246575266122818,
|
|
0.5731706023216248,
|
|
0.3253587782382965,
|
|
0.5523011684417725,
|
|
0.26717549562454224,
|
|
0.3257574439048767,
|
|
0.21649475395679474,
|
|
0.20134222507476807,
|
|
0.15624994039535522,
|
|
0.5249999165534973,
|
|
0.5098037719726562,
|
|
0.3571428060531616,
|
|
0.19642849266529083,
|
|
0.32124343514442444,
|
|
0.5844747424125671,
|
|
0.582914412021637,
|
|
0.46825385093688965,
|
|
0.16279064118862152,
|
|
0.45081958174705505,
|
|
0.3736262619495392,
|
|
0.35398221015930176,
|
|
0.2677164673805237,
|
|
0.7109003663063049,
|
|
0.432748407125473,
|
|
0.46632111072540283,
|
|
0.41379299759864807,
|
|
0.15217386186122894,
|
|
0.25233638286590576,
|
|
0.15714280307292938,
|
|
0.23703694343566895,
|
|
0.6764704585075378,
|
|
0.5806450843811035,
|
|
0.45631060004234314,
|
|
0.5652172565460205,
|
|
0.11180117726325989,
|
|
0.3575417995452881,
|
|
0.1854303926229477,
|
|
0.5887445211410522,
|
|
0.6202530264854431,
|
|
0.1866666078567505,
|
|
0.20689646899700165,
|
|
0.2674417495727539,
|
|
0.17834389209747314,
|
|
0.31468522548675537,
|
|
0.6350710391998291,
|
|
0.3428570628166199,
|
|
0.2702701687812805,
|
|
0.39097732305526733,
|
|
0.36649200320243835,
|
|
0.31645557284355164,
|
|
0.18749994039535522,
|
|
0.3490908443927765,
|
|
0.3018867075443268,
|
|
0.4427480101585388,
|
|
0.1656804084777832,
|
|
0.14285708963871002,
|
|
0.6249998807907104,
|
|
0.4541831612586975,
|
|
0.24598921835422516,
|
|
0.30541861057281494,
|
|
0.08403357863426208,
|
|
0.3165466785430908
|
|
],
|
|
"time": 163.57966208830476,
|
|
"param": [
|
|
{
|
|
"p": 0.05324956029653549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04481789842247963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052911560982465744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06988435238599777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07595305144786835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05370190367102623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11147185415029526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09914132207632065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08356951177120209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04615027457475662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06402304768562317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0823395848274231,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1341715157032013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02861458621919155,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 3.510524272918701,
|
|
"val_loss": 2.807307243347168,
|
|
"acc": 37.26,
|
|
"f1": [
|
|
0.6403939127922058,
|
|
0.44230756163597107,
|
|
0.3406592309474945,
|
|
0.20359273254871368,
|
|
0.13714279234409332,
|
|
0.2569831311702728,
|
|
0.38993698358535767,
|
|
0.38095229864120483,
|
|
0.30573245882987976,
|
|
0.4499998986721039,
|
|
0.12422355264425278,
|
|
0.26666656136512756,
|
|
0.3801651895046234,
|
|
0.27272719144821167,
|
|
0.27777770161628723,
|
|
0.19767434895038605,
|
|
0.3314915895462036,
|
|
0.48034927248954773,
|
|
0.42241373658180237,
|
|
0.30999991297721863,
|
|
0.6249998807907104,
|
|
0.5377357006072998,
|
|
0.3743841052055359,
|
|
0.48039206862449646,
|
|
0.6387433409690857,
|
|
0.26666659116744995,
|
|
0.28947362303733826,
|
|
0.2834007143974304,
|
|
0.45128190517425537,
|
|
0.29032251238822937,
|
|
0.3899998664855957,
|
|
0.43404245376586914,
|
|
0.34972667694091797,
|
|
0.3364485204219818,
|
|
0.37563440203666687,
|
|
0.23754781484603882,
|
|
0.3523315489292145,
|
|
0.1499999314546585,
|
|
0.26160329580307007,
|
|
0.5435895919799805,
|
|
0.32624104619026184,
|
|
0.49999988079071045,
|
|
0.2944161295890808,
|
|
0.38524580001831055,
|
|
0.24817509949207306,
|
|
0.21192045509815216,
|
|
0.23655906319618225,
|
|
0.47115376591682434,
|
|
0.579439103603363,
|
|
0.4111110270023346,
|
|
0.21857915818691254,
|
|
0.37185919284820557,
|
|
0.583690881729126,
|
|
0.6346153020858765,
|
|
0.5953487157821655,
|
|
0.11976040154695511,
|
|
0.4814813435077667,
|
|
0.3515150547027588,
|
|
0.4086019992828369,
|
|
0.31088075041770935,
|
|
0.7127658128738403,
|
|
0.4331796169281006,
|
|
0.4824119210243225,
|
|
0.3874344527721405,
|
|
0.06611566245555878,
|
|
0.23008842766284943,
|
|
0.16085787117481232,
|
|
0.3431371748447418,
|
|
0.6532661318778992,
|
|
0.6041665077209473,
|
|
0.4666665494441986,
|
|
0.5866665840148926,
|
|
0.11612897366285324,
|
|
0.33962252736091614,
|
|
0.16243648529052734,
|
|
0.629441499710083,
|
|
0.6775954961776733,
|
|
0.2046510875225067,
|
|
0.19913412630558014,
|
|
0.3131312429904938,
|
|
0.1240309551358223,
|
|
0.33210325241088867,
|
|
0.6851851344108582,
|
|
0.329670250415802,
|
|
0.25555548071861267,
|
|
0.45263150334358215,
|
|
0.3858267068862915,
|
|
0.39195966720581055,
|
|
0.26666656136512756,
|
|
0.4102562665939331,
|
|
0.29629623889923096,
|
|
0.5531913042068481,
|
|
0.1798941045999527,
|
|
0.1965317279100418,
|
|
0.561576247215271,
|
|
0.4769229590892792,
|
|
0.30366483330726624,
|
|
0.3076922297477722,
|
|
0.081632599234581,
|
|
0.37125736474990845
|
|
],
|
|
"time": 164.21002482809126,
|
|
"param": [
|
|
{
|
|
"p": 0.05011213570833206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047899264842271805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04791078716516495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05635765939950943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08157791942358017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06620995700359344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12841825187206268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10139305144548416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06894175708293915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04397691786289215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060901109129190445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06812335550785065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14570830762386322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03246941789984703,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 3.1673498153686523,
|
|
"val_loss": 2.774878740310669,
|
|
"acc": 36.61,
|
|
"f1": [
|
|
0.6603772640228271,
|
|
0.4507041275501251,
|
|
0.3135133981704712,
|
|
0.23157887160778046,
|
|
0.20930226147174835,
|
|
0.2545453906059265,
|
|
0.3878786563873291,
|
|
0.35532984137535095,
|
|
0.3999998867511749,
|
|
0.43269219994544983,
|
|
0.16363631188869476,
|
|
0.21951214969158173,
|
|
0.33333322405815125,
|
|
0.2550334632396698,
|
|
0.21518979966640472,
|
|
0.1836734265089035,
|
|
0.3386242389678955,
|
|
0.5370368957519531,
|
|
0.3535352647304535,
|
|
0.3041473925113678,
|
|
0.6291078925132751,
|
|
0.44660186767578125,
|
|
0.3169397711753845,
|
|
0.5317917466163635,
|
|
0.5959182381629944,
|
|
0.22346359491348267,
|
|
0.24413138628005981,
|
|
0.22018341720104218,
|
|
0.38461530208587646,
|
|
0.3043477237224579,
|
|
0.41052618622779846,
|
|
0.38144323229789734,
|
|
0.3157893717288971,
|
|
0.3139533996582031,
|
|
0.3517586886882782,
|
|
0.16117209196090698,
|
|
0.372548907995224,
|
|
0.2268906980752945,
|
|
0.2677164673805237,
|
|
0.5696201324462891,
|
|
0.3300969898700714,
|
|
0.5566036701202393,
|
|
0.29523801803588867,
|
|
0.3874344527721405,
|
|
0.19251330196857452,
|
|
0.16666659712791443,
|
|
0.24050623178482056,
|
|
0.45714274048805237,
|
|
0.5641024708747864,
|
|
0.3905324339866638,
|
|
0.20202013850212097,
|
|
0.3523808717727661,
|
|
0.6181817054748535,
|
|
0.6153844594955444,
|
|
0.5238094329833984,
|
|
0.1126759946346283,
|
|
0.46835434436798096,
|
|
0.3771427571773529,
|
|
0.3285713195800781,
|
|
0.37804868817329407,
|
|
0.70588219165802,
|
|
0.434782475233078,
|
|
0.4622220993041992,
|
|
0.3587442934513092,
|
|
0.194871723651886,
|
|
0.24615377187728882,
|
|
0.2056737095117569,
|
|
0.3276835083961487,
|
|
0.7192116975784302,
|
|
0.6560845375061035,
|
|
0.47257372736930847,
|
|
0.5887095332145691,
|
|
0.06837603449821472,
|
|
0.3800903856754303,
|
|
0.1734103411436081,
|
|
0.6363635063171387,
|
|
0.6666665077209473,
|
|
0.2312137931585312,
|
|
0.22680403292179108,
|
|
0.3060108423233032,
|
|
0.15957440435886383,
|
|
0.3234041631221771,
|
|
0.6605502963066101,
|
|
0.29813653230667114,
|
|
0.23076917231082916,
|
|
0.419999897480011,
|
|
0.4033612310886383,
|
|
0.34615376591682434,
|
|
0.1725887656211853,
|
|
0.37130793929100037,
|
|
0.2583731412887573,
|
|
0.5243901014328003,
|
|
0.17610056698322296,
|
|
0.19889496266841888,
|
|
0.5652172565460205,
|
|
0.4672130346298218,
|
|
0.3356642425060272,
|
|
0.37333324551582336,
|
|
0.1526716947555542,
|
|
0.3666665554046631
|
|
],
|
|
"time": 164.3814852712676,
|
|
"param": [
|
|
{
|
|
"p": 0.04180015251040459,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04625292122364044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0499311201274395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06937706470489502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07727117091417313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05400479584932327,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12173537909984589,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09656159579753876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07616550475358963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05277770757675171,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06361588835716248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08287685364484787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1337336003780365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03389621526002884,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 3.622600793838501,
|
|
"val_loss": 2.6627426147460938,
|
|
"acc": 35.99,
|
|
"f1": [
|
|
0.5999999046325684,
|
|
0.39215677976608276,
|
|
0.2820512056350708,
|
|
0.2446807622909546,
|
|
0.188888818025589,
|
|
0.19999992847442627,
|
|
0.29906532168388367,
|
|
0.33939382433891296,
|
|
0.3540668785572052,
|
|
0.4153004288673401,
|
|
0.11678826063871384,
|
|
0.23529404401779175,
|
|
0.34736835956573486,
|
|
0.28402355313301086,
|
|
0.24271836876869202,
|
|
0.18834073841571808,
|
|
0.2914979159832001,
|
|
0.5320196151733398,
|
|
0.3699420988559723,
|
|
0.2702701687812805,
|
|
0.6145831942558289,
|
|
0.5179281830787659,
|
|
0.3487178385257721,
|
|
0.5377357006072998,
|
|
0.6203702688217163,
|
|
0.1931033730506897,
|
|
0.2983424663543701,
|
|
0.19318175315856934,
|
|
0.43678146600723267,
|
|
0.25490185618400574,
|
|
0.34013596177101135,
|
|
0.4489794969558716,
|
|
0.3228345811367035,
|
|
0.33333325386047363,
|
|
0.2909089922904968,
|
|
0.2042253017425537,
|
|
0.3478259742259979,
|
|
0.17391295731067657,
|
|
0.2830187678337097,
|
|
0.5180721879005432,
|
|
0.3443707227706909,
|
|
0.5514017343521118,
|
|
0.2754489779472351,
|
|
0.3216782510280609,
|
|
0.21890540421009064,
|
|
0.1921396702528,
|
|
0.20430098474025726,
|
|
0.49327346682548523,
|
|
0.5273630023002625,
|
|
0.40384599566459656,
|
|
0.22499993443489075,
|
|
0.31836724281311035,
|
|
0.583690881729126,
|
|
0.5739909410476685,
|
|
0.4905658960342407,
|
|
0.1501975655555725,
|
|
0.4927534759044647,
|
|
0.3551400303840637,
|
|
0.30120471119880676,
|
|
0.3135133981704712,
|
|
0.6923075318336487,
|
|
0.4852069914340973,
|
|
0.42708319425582886,
|
|
0.38144323229789734,
|
|
0.11382109671831131,
|
|
0.21719448268413544,
|
|
0.17796602845191956,
|
|
0.3043477237224579,
|
|
0.666666567325592,
|
|
0.5677964687347412,
|
|
0.47190994024276733,
|
|
0.5863873362541199,
|
|
0.10071936994791031,
|
|
0.36904752254486084,
|
|
0.2264150083065033,
|
|
0.5636362433433533,
|
|
0.6464645266532898,
|
|
0.1843317300081253,
|
|
0.23788540065288544,
|
|
0.31775689125061035,
|
|
0.14473678171634674,
|
|
0.19047611951828003,
|
|
0.6538460850715637,
|
|
0.34554967284202576,
|
|
0.281406968832016,
|
|
0.4433496594429016,
|
|
0.38497641682624817,
|
|
0.3797467052936554,
|
|
0.1957446187734604,
|
|
0.40358731150627136,
|
|
0.3152708411216736,
|
|
0.4953269362449646,
|
|
0.2561982572078705,
|
|
0.23157887160778046,
|
|
0.5555554032325745,
|
|
0.46728962659835815,
|
|
0.3179486393928528,
|
|
0.34513264894485474,
|
|
0.10843367874622345,
|
|
0.41573023796081543
|
|
],
|
|
"time": 163.96816055011004,
|
|
"param": [
|
|
{
|
|
"p": 0.03973407670855522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04038122668862343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040972750633955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06387050449848175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0956185981631279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05650459975004196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1169310063123703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09063279628753662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08155489712953568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04431749880313873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06906586140394211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08484211564064026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1368613988161087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0387125238776207,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 3.8562259674072266,
|
|
"val_loss": 2.8176145553588867,
|
|
"acc": 36.45,
|
|
"f1": [
|
|
0.6560845375061035,
|
|
0.44670039415359497,
|
|
0.3098590672016144,
|
|
0.2173912227153778,
|
|
0.19780214130878448,
|
|
0.2545453608036041,
|
|
0.32124343514442444,
|
|
0.429447740316391,
|
|
0.38709667325019836,
|
|
0.47393354773521423,
|
|
0.13829779624938965,
|
|
0.20895513892173767,
|
|
0.3827749788761139,
|
|
0.24489788711071014,
|
|
0.2434781938791275,
|
|
0.21390368044376373,
|
|
0.31088075041770935,
|
|
0.4724408686161041,
|
|
0.3964756429195404,
|
|
0.3096233606338501,
|
|
0.5583332777023315,
|
|
0.538461446762085,
|
|
0.31632643938064575,
|
|
0.5194803476333618,
|
|
0.596638560295105,
|
|
0.21428564190864563,
|
|
0.2914571762084961,
|
|
0.26153838634490967,
|
|
0.4056602716445923,
|
|
0.3087247312068939,
|
|
0.346666544675827,
|
|
0.3708608150482178,
|
|
0.3431951701641083,
|
|
0.29629620909690857,
|
|
0.3116881847381592,
|
|
0.2100839763879776,
|
|
0.348314493894577,
|
|
0.19531244039535522,
|
|
0.32258057594299316,
|
|
0.5303866267204285,
|
|
0.31632643938064575,
|
|
0.5367964506149292,
|
|
0.30526304244995117,
|
|
0.4183672070503235,
|
|
0.2105262726545334,
|
|
0.20547938346862793,
|
|
0.2672064006328583,
|
|
0.5136610269546509,
|
|
0.49429649114608765,
|
|
0.34482747316360474,
|
|
0.1990049034357071,
|
|
0.3370785713195801,
|
|
0.6036034822463989,
|
|
0.5999999046325684,
|
|
0.5163933038711548,
|
|
0.123287633061409,
|
|
0.5148513317108154,
|
|
0.3924049437046051,
|
|
0.314606636762619,
|
|
0.3465345501899719,
|
|
0.6984125375747681,
|
|
0.3676469624042511,
|
|
0.4516127407550812,
|
|
0.390243798494339,
|
|
0.1824103742837906,
|
|
0.24074065685272217,
|
|
0.17449656128883362,
|
|
0.2517482042312622,
|
|
0.6584360599517822,
|
|
0.5617020726203918,
|
|
0.43678149580955505,
|
|
0.5475284457206726,
|
|
0.10322573781013489,
|
|
0.362790584564209,
|
|
0.18579228222370148,
|
|
0.5409834980964661,
|
|
0.630302906036377,
|
|
0.18045106530189514,
|
|
0.17105256021022797,
|
|
0.25730982422828674,
|
|
0.15706801414489746,
|
|
0.30909082293510437,
|
|
0.6582277417182922,
|
|
0.38392844796180725,
|
|
0.2705313265323639,
|
|
0.4031619727611542,
|
|
0.41346144676208496,
|
|
0.33976826071739197,
|
|
0.23853203654289246,
|
|
0.3899998664855957,
|
|
0.26666656136512756,
|
|
0.4629628360271454,
|
|
0.07751933485269547,
|
|
0.1916166990995407,
|
|
0.5714284181594849,
|
|
0.44599294662475586,
|
|
0.3519999384880066,
|
|
0.3013697862625122,
|
|
0.08588951081037521,
|
|
0.3977271616458893
|
|
],
|
|
"time": 162.2392603131011,
|
|
"param": [
|
|
{
|
|
"p": 0.037863798439502716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045224402099847794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05707202106714249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07282152771949768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07654121518135071,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04791608080267906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11072099208831787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08963418006896973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08640031516551971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0512169748544693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06803522258996964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08522707223892212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13276128470897675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038564879447221756,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 3.937122106552124,
|
|
"val_loss": 2.5101478099823,
|
|
"acc": 36.66,
|
|
"f1": [
|
|
0.6910993456840515,
|
|
0.3924526870250702,
|
|
0.31325289607048035,
|
|
0.20571422576904297,
|
|
0.16184966266155243,
|
|
0.30999991297721863,
|
|
0.38974347710609436,
|
|
0.39999985694885254,
|
|
0.425531804561615,
|
|
0.44705867767333984,
|
|
0.13496926426887512,
|
|
0.2653060257434845,
|
|
0.35416656732559204,
|
|
0.2127658873796463,
|
|
0.19607838988304138,
|
|
0.21917803585529327,
|
|
0.3287670314311981,
|
|
0.492537260055542,
|
|
0.3763439953327179,
|
|
0.24516122043132782,
|
|
0.5803107619285583,
|
|
0.5541123747825623,
|
|
0.3076922297477722,
|
|
0.5432096719741821,
|
|
0.6735749840736389,
|
|
0.23115570843219757,
|
|
0.2513660192489624,
|
|
0.19999994337558746,
|
|
0.43781083822250366,
|
|
0.2751321792602539,
|
|
0.362499862909317,
|
|
0.41964274644851685,
|
|
0.3743841052055359,
|
|
0.26666659116744995,
|
|
0.38938042521476746,
|
|
0.211320698261261,
|
|
0.34343424439430237,
|
|
0.2288556545972824,
|
|
0.2673266530036926,
|
|
0.4942527115345001,
|
|
0.34482747316360474,
|
|
0.5533979535102844,
|
|
0.27272719144821167,
|
|
0.31627896428108215,
|
|
0.16901402175426483,
|
|
0.16417904198169708,
|
|
0.2735848128795624,
|
|
0.5169490575790405,
|
|
0.5418717861175537,
|
|
0.3999999165534973,
|
|
0.2236841470003128,
|
|
0.29629620909690857,
|
|
0.573839545249939,
|
|
0.5887848734855652,
|
|
0.4873095452785492,
|
|
0.12080531567335129,
|
|
0.5074625611305237,
|
|
0.4210525155067444,
|
|
0.34862375259399414,
|
|
0.2944161295890808,
|
|
0.6731706857681274,
|
|
0.4705881178379059,
|
|
0.44444435834884644,
|
|
0.39153432846069336,
|
|
0.1390373706817627,
|
|
0.24675315618515015,
|
|
0.19999994337558746,
|
|
0.27329182624816895,
|
|
0.6874998211860657,
|
|
0.5858584046363831,
|
|
0.445652037858963,
|
|
0.5910930633544922,
|
|
0.1279069036245346,
|
|
0.3983050286769867,
|
|
0.15189866721630096,
|
|
0.6363635063171387,
|
|
0.6339284181594849,
|
|
0.2173912525177002,
|
|
0.2527880370616913,
|
|
0.3069306015968323,
|
|
0.16455689072608948,
|
|
0.2719297707080841,
|
|
0.7005074620246887,
|
|
0.35071080923080444,
|
|
0.2739725410938263,
|
|
0.3999999463558197,
|
|
0.3861384987831116,
|
|
0.34309613704681396,
|
|
0.08333327621221542,
|
|
0.4033612310886383,
|
|
0.26282042264938354,
|
|
0.4753361940383911,
|
|
0.2436547577381134,
|
|
0.23115570843219757,
|
|
0.5773194432258606,
|
|
0.44194743037223816,
|
|
0.33816415071487427,
|
|
0.35532984137535095,
|
|
0.12578611075878143,
|
|
0.37349388003349304
|
|
],
|
|
"time": 166.40431826654822,
|
|
"param": [
|
|
{
|
|
"p": 0.04416051506996155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05166015028953552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060280121862888336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04202716797590256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08861802518367767,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06148123741149902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11066455394029617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09113685041666031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07277875393629074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05437294766306877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0644010603427887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08604342490434647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13155251741409302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04082263261079788,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 3.0265536308288574,
|
|
"val_loss": 2.8487181663513184,
|
|
"acc": 37.03,
|
|
"f1": [
|
|
0.7065865993499756,
|
|
0.45685264468193054,
|
|
0.24509796500205994,
|
|
0.1951218843460083,
|
|
0.15999993681907654,
|
|
0.25098028779029846,
|
|
0.3723403513431549,
|
|
0.4102562665939331,
|
|
0.2765272557735443,
|
|
0.5027320981025696,
|
|
0.13513506948947906,
|
|
0.24657529592514038,
|
|
0.35390937328338623,
|
|
0.28571420907974243,
|
|
0.20083676278591156,
|
|
0.17560969293117523,
|
|
0.35051536560058594,
|
|
0.4866918921470642,
|
|
0.3803679943084717,
|
|
0.3295453190803528,
|
|
0.6222221255302429,
|
|
0.5017920136451721,
|
|
0.33333319425582886,
|
|
0.5925924777984619,
|
|
0.6260868310928345,
|
|
0.18421044945716858,
|
|
0.265060156583786,
|
|
0.19999992847442627,
|
|
0.4585364758968353,
|
|
0.28571420907974243,
|
|
0.44067782163619995,
|
|
0.419999897480011,
|
|
0.4043714702129364,
|
|
0.34883710741996765,
|
|
0.3760683238506317,
|
|
0.1916666179895401,
|
|
0.3287670314311981,
|
|
0.18072283267974854,
|
|
0.2718445658683777,
|
|
0.5172412991523743,
|
|
0.36649200320243835,
|
|
0.5344826579093933,
|
|
0.275229275226593,
|
|
0.35833320021629333,
|
|
0.20304562151432037,
|
|
0.17834389209747314,
|
|
0.25157222151756287,
|
|
0.5463916063308716,
|
|
0.5294116139411926,
|
|
0.32432422041893005,
|
|
0.22950810194015503,
|
|
0.3644443452358246,
|
|
0.5825241804122925,
|
|
0.5661762952804565,
|
|
0.5230767726898193,
|
|
0.10837431997060776,
|
|
0.5507245063781738,
|
|
0.3320156931877136,
|
|
0.3809523284435272,
|
|
0.3157894015312195,
|
|
0.7135133743286133,
|
|
0.4886362552642822,
|
|
0.4179103374481201,
|
|
0.41379299759864807,
|
|
0.14953264594078064,
|
|
0.20930226147174835,
|
|
0.17525766789913177,
|
|
0.33720916509628296,
|
|
0.7149319648742676,
|
|
0.5753422975540161,
|
|
0.4927534759044647,
|
|
0.6030149459838867,
|
|
0.1612902730703354,
|
|
0.36633655428886414,
|
|
0.2485874742269516,
|
|
0.6464645266532898,
|
|
0.6542055010795593,
|
|
0.19004517793655396,
|
|
0.18320602178573608,
|
|
0.3398691415786743,
|
|
0.18779337406158447,
|
|
0.2840908169746399,
|
|
0.7083331942558289,
|
|
0.3116881847381592,
|
|
0.2526314854621887,
|
|
0.4108106791973114,
|
|
0.4278606176376343,
|
|
0.32472315430641174,
|
|
0.18867918848991394,
|
|
0.3899998664855957,
|
|
0.34523800015449524,
|
|
0.48484838008880615,
|
|
0.1655171811580658,
|
|
0.2048192024230957,
|
|
0.4738674461841583,
|
|
0.49756085872650146,
|
|
0.3551400303840637,
|
|
0.36649200320243835,
|
|
0.15702472627162933,
|
|
0.3942306339740753
|
|
],
|
|
"time": 162.8826348632574,
|
|
"param": [
|
|
{
|
|
"p": 0.049732550978660583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04608149826526642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06089572235941887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06561092287302017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07355482876300812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05678939074277878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12844982743263245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10569343715906143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06880450248718262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046821948140859604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05696520954370499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07108338177204132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1255301982164383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04398654028773308,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 3.953787088394165,
|
|
"val_loss": 3.0453574657440186,
|
|
"acc": 36.21,
|
|
"f1": [
|
|
0.666666567325592,
|
|
0.4043714702129364,
|
|
0.33548372983932495,
|
|
0.19672125577926636,
|
|
0.185653954744339,
|
|
0.2765956223011017,
|
|
0.3855420649051666,
|
|
0.37777766585350037,
|
|
0.4180789887905121,
|
|
0.4938269853591919,
|
|
0.08333327621221542,
|
|
0.3232322335243225,
|
|
0.3409090042114258,
|
|
0.2705313265323639,
|
|
0.24299058318138123,
|
|
0.19883033633232117,
|
|
0.31034475564956665,
|
|
0.5150213837623596,
|
|
0.3586955666542053,
|
|
0.2677823603153229,
|
|
0.6387433409690857,
|
|
0.5533979535102844,
|
|
0.33606547117233276,
|
|
0.5217390656471252,
|
|
0.6470587253570557,
|
|
0.23140490055084229,
|
|
0.2415093332529068,
|
|
0.1559632420539856,
|
|
0.382978618144989,
|
|
0.2934781610965729,
|
|
0.37446799874305725,
|
|
0.40394076704978943,
|
|
0.31999990344047546,
|
|
0.28571420907974243,
|
|
0.31884047389030457,
|
|
0.20909084379673004,
|
|
0.36158180236816406,
|
|
0.19433192908763885,
|
|
0.27999991178512573,
|
|
0.4886362552642822,
|
|
0.30456843972206116,
|
|
0.5771142840385437,
|
|
0.3090128004550934,
|
|
0.3422052562236786,
|
|
0.16666659712791443,
|
|
0.24999991059303284,
|
|
0.28571420907974243,
|
|
0.44055935740470886,
|
|
0.5444443225860596,
|
|
0.3474177420139313,
|
|
0.17910441756248474,
|
|
0.28571420907974243,
|
|
0.5441694855690002,
|
|
0.6052630543708801,
|
|
0.5767440795898438,
|
|
0.0990990400314331,
|
|
0.4662575423717499,
|
|
0.3216782510280609,
|
|
0.3474177420139313,
|
|
0.2647058069705963,
|
|
0.6511626243591309,
|
|
0.4418603479862213,
|
|
0.4411763548851013,
|
|
0.4183672070503235,
|
|
0.11612897366285324,
|
|
0.23280414938926697,
|
|
0.20930226147174835,
|
|
0.34554967284202576,
|
|
0.6484017372131348,
|
|
0.6249998807907104,
|
|
0.4795917272567749,
|
|
0.5418717861175537,
|
|
0.1258740872144699,
|
|
0.35643553733825684,
|
|
0.18947362899780273,
|
|
0.585152804851532,
|
|
0.6436780691146851,
|
|
0.1834060400724411,
|
|
0.21590900421142578,
|
|
0.24657529592514038,
|
|
0.11111106723546982,
|
|
0.30909082293510437,
|
|
0.6700506210327148,
|
|
0.3411763310432434,
|
|
0.32258057594299316,
|
|
0.4401912987232208,
|
|
0.3694778084754944,
|
|
0.3800903856754303,
|
|
0.1398600935935974,
|
|
0.4361701011657715,
|
|
0.2659573554992676,
|
|
0.46696019172668457,
|
|
0.24390237033367157,
|
|
0.20765019953250885,
|
|
0.5384615063667297,
|
|
0.45631060004234314,
|
|
0.25510191917419434,
|
|
0.34920626878738403,
|
|
0.0869564637541771,
|
|
0.32804223895072937
|
|
],
|
|
"time": 171.90130520332605,
|
|
"param": [
|
|
{
|
|
"p": 0.043406177312135696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04441814124584198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06170789897441864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05579710006713867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08263229578733444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05776015296578407,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11529270559549332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09324093163013458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08145222067832947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04834619536995888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06174119934439659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09516645222902298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11714275181293488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04189576953649521,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 3.446776866912842,
|
|
"val_loss": 2.7947144508361816,
|
|
"acc": 36.46,
|
|
"f1": [
|
|
0.6306304931640625,
|
|
0.4257424473762512,
|
|
0.30541861057281494,
|
|
0.22549012303352356,
|
|
0.1509433388710022,
|
|
0.2758619785308838,
|
|
0.345177561044693,
|
|
0.35121941566467285,
|
|
0.38834938406944275,
|
|
0.4799998700618744,
|
|
0.11842100322246552,
|
|
0.3084576427936554,
|
|
0.3463686406612396,
|
|
0.26666656136512756,
|
|
0.23170723021030426,
|
|
0.25352105498313904,
|
|
0.34523800015449524,
|
|
0.5081079602241516,
|
|
0.3617020547389984,
|
|
0.30621999502182007,
|
|
0.613065242767334,
|
|
0.48132768273353577,
|
|
0.3096773326396942,
|
|
0.49681511521339417,
|
|
0.672645628452301,
|
|
0.24630534648895264,
|
|
0.24999994039535522,
|
|
0.23008842766284943,
|
|
0.42931926250457764,
|
|
0.27551010251045227,
|
|
0.3797467052936554,
|
|
0.4271843731403351,
|
|
0.30578503012657166,
|
|
0.3116881847381592,
|
|
0.3865545094013214,
|
|
0.22105254232883453,
|
|
0.3809523284435272,
|
|
0.16766461730003357,
|
|
0.26548662781715393,
|
|
0.45887434482574463,
|
|
0.3575417995452881,
|
|
0.5663716197013855,
|
|
0.2685184180736542,
|
|
0.34977567195892334,
|
|
0.2176869958639145,
|
|
0.22047238051891327,
|
|
0.24999989569187164,
|
|
0.5038759112358093,
|
|
0.6021503806114197,
|
|
0.36464083194732666,
|
|
0.2115383893251419,
|
|
0.294573575258255,
|
|
0.5938863754272461,
|
|
0.562211811542511,
|
|
0.5283017754554749,
|
|
0.11904755234718323,
|
|
0.5381165146827698,
|
|
0.3417084515094757,
|
|
0.3557691276073456,
|
|
0.36633655428886414,
|
|
0.6893202662467957,
|
|
0.4615383744239807,
|
|
0.48044681549072266,
|
|
0.3892616331577301,
|
|
0.17171710729599,
|
|
0.24489788711071014,
|
|
0.03603601083159447,
|
|
0.3088234066963196,
|
|
0.6878305077552795,
|
|
0.6296295523643494,
|
|
0.4023667275905609,
|
|
0.5793650150299072,
|
|
0.10344821214675903,
|
|
0.32539674639701843,
|
|
0.20125779509544373,
|
|
0.5652172565460205,
|
|
0.6344084739685059,
|
|
0.21428564190864563,
|
|
0.21538454294204712,
|
|
0.2837836742401123,
|
|
0.15789468586444855,
|
|
0.2718445658683777,
|
|
0.6742855310440063,
|
|
0.3276835083961487,
|
|
0.27777770161628723,
|
|
0.3841058313846588,
|
|
0.44642844796180725,
|
|
0.34716975688934326,
|
|
0.18497103452682495,
|
|
0.4277455508708954,
|
|
0.29429423809051514,
|
|
0.4411763548851013,
|
|
0.22499993443489075,
|
|
0.20454540848731995,
|
|
0.5384613871574402,
|
|
0.3917524814605713,
|
|
0.2727271318435669,
|
|
0.32835814356803894,
|
|
0.13265299797058105,
|
|
0.4090907871723175
|
|
],
|
|
"time": 164.39016033429652,
|
|
"param": [
|
|
{
|
|
"p": 0.044702816754579544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04711611568927765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055433861911296844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07809491455554962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07874725759029388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053636543452739716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11963380128145218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08589907735586166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08311194181442261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04935906082391739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06718923896551132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07297636568546295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12755578756332397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03654325753450394,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 3.5538179874420166,
|
|
"val_loss": 2.722137451171875,
|
|
"acc": 35.59,
|
|
"f1": [
|
|
0.598360538482666,
|
|
0.4221104085445404,
|
|
0.30303019285202026,
|
|
0.23829780519008636,
|
|
0.19393931329250336,
|
|
0.19999994337558746,
|
|
0.31999990344047546,
|
|
0.3428570628166199,
|
|
0.3076922297477722,
|
|
0.4947367310523987,
|
|
0.10457510501146317,
|
|
0.26900574564933777,
|
|
0.27329182624816895,
|
|
0.2124999314546585,
|
|
0.20388342440128326,
|
|
0.2099999338388443,
|
|
0.30830031633377075,
|
|
0.4769229590892792,
|
|
0.3398057222366333,
|
|
0.2585550546646118,
|
|
0.5462554097175598,
|
|
0.49999988079071045,
|
|
0.31818172335624695,
|
|
0.5380114912986755,
|
|
0.6288208365440369,
|
|
0.21428564190864563,
|
|
0.282828152179718,
|
|
0.2272726446390152,
|
|
0.3861384987831116,
|
|
0.27678564190864563,
|
|
0.3552630543708801,
|
|
0.3934425115585327,
|
|
0.3586955666542053,
|
|
0.3056478202342987,
|
|
0.38341957330703735,
|
|
0.09459453821182251,
|
|
0.36018943786621094,
|
|
0.16107375919818878,
|
|
0.3076922297477722,
|
|
0.43523305654525757,
|
|
0.32978713512420654,
|
|
0.5142855644226074,
|
|
0.25185176730155945,
|
|
0.37499988079071045,
|
|
0.13698624074459076,
|
|
0.14765094220638275,
|
|
0.2547169029712677,
|
|
0.41196006536483765,
|
|
0.5212765336036682,
|
|
0.32704389095306396,
|
|
0.1672726720571518,
|
|
0.29967421293258667,
|
|
0.509316623210907,
|
|
0.5371899604797363,
|
|
0.5192306637763977,
|
|
0.09999994188547134,
|
|
0.4787232577800751,
|
|
0.35602086782455444,
|
|
0.3529410660266876,
|
|
0.2887699604034424,
|
|
0.7038625478744507,
|
|
0.49261072278022766,
|
|
0.4095236659049988,
|
|
0.4148934781551361,
|
|
0.17142851650714874,
|
|
0.19318175315856934,
|
|
0.14772720634937286,
|
|
0.34558814764022827,
|
|
0.672810971736908,
|
|
0.5208332538604736,
|
|
0.45555540919303894,
|
|
0.5607475638389587,
|
|
0.13872826099395752,
|
|
0.2767294645309448,
|
|
0.15189866721630096,
|
|
0.602620005607605,
|
|
0.6278025507926941,
|
|
0.12676051259040833,
|
|
0.17391295731067657,
|
|
0.29585790634155273,
|
|
0.18274106085300446,
|
|
0.32402223348617554,
|
|
0.6448596715927124,
|
|
0.34999990463256836,
|
|
0.2824857831001282,
|
|
0.40178558230400085,
|
|
0.4307691156864166,
|
|
0.382978618144989,
|
|
0.11347512155771255,
|
|
0.3826086223125458,
|
|
0.32748526334762573,
|
|
0.5086703896522522,
|
|
0.123287633061409,
|
|
0.19999994337558746,
|
|
0.5439999103546143,
|
|
0.4878047704696655,
|
|
0.31914883852005005,
|
|
0.34554967284202576,
|
|
0.13541659712791443,
|
|
0.35955044627189636
|
|
],
|
|
"time": 164.1985300546512,
|
|
"param": [
|
|
{
|
|
"p": 0.04524198919534683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04531494155526161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06266817450523376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06726644933223724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07705175876617432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05802220106124878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11604796350002289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08579647541046143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09065516293048859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04203499108552933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06873078644275665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08825653791427612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11306087672710419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03985166177153587,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 3.9320969581604004,
|
|
"val_loss": 2.663020372390747,
|
|
"acc": 36.16,
|
|
"f1": [
|
|
0.5975102186203003,
|
|
0.38367336988449097,
|
|
0.29319363832473755,
|
|
0.223776176571846,
|
|
0.19277101755142212,
|
|
0.2173912525177002,
|
|
0.33035704493522644,
|
|
0.32432422041893005,
|
|
0.33064505457878113,
|
|
0.49664416909217834,
|
|
0.11428564786911011,
|
|
0.30150744318962097,
|
|
0.30864188075065613,
|
|
0.19753079116344452,
|
|
0.16666659712791443,
|
|
0.21556879580020905,
|
|
0.3421051502227783,
|
|
0.5106381177902222,
|
|
0.378109335899353,
|
|
0.2941175401210785,
|
|
0.6274508833885193,
|
|
0.5471696853637695,
|
|
0.323943555355072,
|
|
0.504761815071106,
|
|
0.5813952088356018,
|
|
0.2477063536643982,
|
|
0.20740734040737152,
|
|
0.18518513441085815,
|
|
0.4565216302871704,
|
|
0.33333322405815125,
|
|
0.4223601520061493,
|
|
0.35643553733825684,
|
|
0.3398691415786743,
|
|
0.29714274406433105,
|
|
0.3924526870250702,
|
|
0.16999994218349457,
|
|
0.3398691415786743,
|
|
0.19101116061210632,
|
|
0.21830980479717255,
|
|
0.507771909236908,
|
|
0.3135133981704712,
|
|
0.5599998831748962,
|
|
0.2547169029712677,
|
|
0.3999999165534973,
|
|
0.18315012753009796,
|
|
0.2127658873796463,
|
|
0.1748633086681366,
|
|
0.474452406167984,
|
|
0.48872166872024536,
|
|
0.4108106791973114,
|
|
0.17391297221183777,
|
|
0.3111110329627991,
|
|
0.5520360469818115,
|
|
0.6175113916397095,
|
|
0.5435895919799805,
|
|
0.10126575827598572,
|
|
0.48888877034187317,
|
|
0.39490434527397156,
|
|
0.38914018869400024,
|
|
0.35820886492729187,
|
|
0.672810971736908,
|
|
0.40740731358528137,
|
|
0.4666665494441986,
|
|
0.35627520084381104,
|
|
0.14213192462921143,
|
|
0.180851012468338,
|
|
0.2105262726545334,
|
|
0.3267325758934021,
|
|
0.6849313974380493,
|
|
0.5149252414703369,
|
|
0.47577083110809326,
|
|
0.5959182381629944,
|
|
0.10596020519733429,
|
|
0.38056668639183044,
|
|
0.24793381989002228,
|
|
0.5737703442573547,
|
|
0.6519335508346558,
|
|
0.13245026767253876,
|
|
0.22727267444133759,
|
|
0.2995593845844269,
|
|
0.12598420679569244,
|
|
0.3394494354724884,
|
|
0.6666665077209473,
|
|
0.30555543303489685,
|
|
0.281406968832016,
|
|
0.39426517486572266,
|
|
0.38862547278404236,
|
|
0.3720929026603699,
|
|
0.21198150515556335,
|
|
0.42708319425582886,
|
|
0.29433953762054443,
|
|
0.46534639596939087,
|
|
0.228571355342865,
|
|
0.13138681650161743,
|
|
0.5685278177261353,
|
|
0.4312267005443573,
|
|
0.3157894015312195,
|
|
0.3636362850666046,
|
|
0.16666661202907562,
|
|
0.4050631821155548
|
|
],
|
|
"time": 164.42665860801935,
|
|
"param": [
|
|
{
|
|
"p": 0.048466186970472336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038067206740379333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04519902542233467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06989673525094986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07341302186250687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05158517509698868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11559217423200607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09729409217834473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07411598414182663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049727533012628555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0700998604297638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09171293675899506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1302395612001419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04459043964743614,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 3.9114413261413574,
|
|
"val_loss": 2.7541730403900146,
|
|
"acc": 36.4,
|
|
"f1": [
|
|
0.6439023613929749,
|
|
0.436893105506897,
|
|
0.3414633274078369,
|
|
0.21686740219593048,
|
|
0.19999991357326508,
|
|
0.3076922297477722,
|
|
0.3431371748447418,
|
|
0.3841806650161743,
|
|
0.3442622125148773,
|
|
0.3999998867511749,
|
|
0.17142851650714874,
|
|
0.21857915818691254,
|
|
0.3586955666542053,
|
|
0.2569831311702728,
|
|
0.15714280307292938,
|
|
0.23809517920017242,
|
|
0.3563217520713806,
|
|
0.48598119616508484,
|
|
0.39378228783607483,
|
|
0.2645913362503052,
|
|
0.5638765096664429,
|
|
0.4978901743888855,
|
|
0.3314915895462036,
|
|
0.5345621109008789,
|
|
0.6311109066009521,
|
|
0.23809516429901123,
|
|
0.26751580834388733,
|
|
0.22748807072639465,
|
|
0.46632111072540283,
|
|
0.29319363832473755,
|
|
0.3955222964286804,
|
|
0.3175487220287323,
|
|
0.36842095851898193,
|
|
0.3068782389163971,
|
|
0.32558128237724304,
|
|
0.09090903401374817,
|
|
0.3417084515094757,
|
|
0.239999920129776,
|
|
0.2571427524089813,
|
|
0.5108694434165955,
|
|
0.31249991059303284,
|
|
0.6210525035858154,
|
|
0.2843601107597351,
|
|
0.35897424817085266,
|
|
0.21192045509815216,
|
|
0.2622949779033661,
|
|
0.20425525307655334,
|
|
0.46610158681869507,
|
|
0.5599998831748962,
|
|
0.3849371671676636,
|
|
0.1899440735578537,
|
|
0.3070864975452423,
|
|
0.6347824931144714,
|
|
0.5294116735458374,
|
|
0.5463916063308716,
|
|
0.07299264520406723,
|
|
0.5681816935539246,
|
|
0.3148147463798523,
|
|
0.3636362850666046,
|
|
0.3542855978012085,
|
|
0.7368419766426086,
|
|
0.4382021129131317,
|
|
0.46938762068748474,
|
|
0.35856562852859497,
|
|
0.13978487253189087,
|
|
0.21463409066200256,
|
|
0.20408155024051666,
|
|
0.2699999213218689,
|
|
0.6940637826919556,
|
|
0.5409834980964661,
|
|
0.4135020077228546,
|
|
0.5434780716896057,
|
|
0.2105262726545334,
|
|
0.3440859317779541,
|
|
0.19047611951828003,
|
|
0.6068375110626221,
|
|
0.6596857309341431,
|
|
0.1866666078567505,
|
|
0.1809954047203064,
|
|
0.2636362612247467,
|
|
0.11510787159204483,
|
|
0.35185176134109497,
|
|
0.6451612114906311,
|
|
0.28999990224838257,
|
|
0.26190465688705444,
|
|
0.3970036506652832,
|
|
0.4162435233592987,
|
|
0.3797467350959778,
|
|
0.13333328068256378,
|
|
0.3950616121292114,
|
|
0.3442622125148773,
|
|
0.4999998211860657,
|
|
0.17142851650714874,
|
|
0.16149060428142548,
|
|
0.5465114712715149,
|
|
0.4670657217502594,
|
|
0.3139533996582031,
|
|
0.3445377051830292,
|
|
0.13680776953697205,
|
|
0.3714284598827362
|
|
],
|
|
"time": 162.912480879575,
|
|
"param": [
|
|
{
|
|
"p": 0.04803447052836418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04734744876623154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06263838708400726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06921379268169403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07858551293611526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06549246609210968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10484807193279266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09565073251724243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07425498962402344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048450011759996414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06632620096206665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08276496827602386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11399275064468384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042400166392326355,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 3.243755578994751,
|
|
"val_loss": 2.636129856109619,
|
|
"acc": 36.41,
|
|
"f1": [
|
|
0.6871793866157532,
|
|
0.3999999165534973,
|
|
0.27338120341300964,
|
|
0.2699999213218689,
|
|
0.1754385232925415,
|
|
0.3084576427936554,
|
|
0.3276835083961487,
|
|
0.38139525055885315,
|
|
0.3894736170768738,
|
|
0.4854367673397064,
|
|
0.06249995529651642,
|
|
0.22972965240478516,
|
|
0.366812139749527,
|
|
0.23611101508140564,
|
|
0.23529404401779175,
|
|
0.23809517920017242,
|
|
0.3699420988559723,
|
|
0.4955751299858093,
|
|
0.3253011107444763,
|
|
0.264317125082016,
|
|
0.6424869298934937,
|
|
0.5023695826530457,
|
|
0.331707239151001,
|
|
0.5446008443832397,
|
|
0.6761903762817383,
|
|
0.20276491343975067,
|
|
0.265060156583786,
|
|
0.24403177201747894,
|
|
0.45054933428764343,
|
|
0.32291656732559204,
|
|
0.38888877630233765,
|
|
0.3549486994743347,
|
|
0.4090908467769623,
|
|
0.3522011637687683,
|
|
0.29464277625083923,
|
|
0.193548321723938,
|
|
0.31034475564956665,
|
|
0.23115570843219757,
|
|
0.24680845439434052,
|
|
0.5283017754554749,
|
|
0.376623272895813,
|
|
0.6179773807525635,
|
|
0.3152708411216736,
|
|
0.3398692309856415,
|
|
0.21794864535331726,
|
|
0.2176869958639145,
|
|
0.1768706887960434,
|
|
0.5076140761375427,
|
|
0.5502644181251526,
|
|
0.34254133701324463,
|
|
0.20444436371326447,
|
|
0.35051536560058594,
|
|
0.5555554628372192,
|
|
0.5798317790031433,
|
|
0.5641024112701416,
|
|
0.09459453821182251,
|
|
0.5408161878585815,
|
|
0.3636362552642822,
|
|
0.3568074107170105,
|
|
0.327868789434433,
|
|
0.7024388909339905,
|
|
0.39999985694885254,
|
|
0.4699452221393585,
|
|
0.4154588282108307,
|
|
0.15469607710838318,
|
|
0.19999992847442627,
|
|
0.1868131160736084,
|
|
0.2999999225139618,
|
|
0.672810971736908,
|
|
0.5899998545646667,
|
|
0.3846152722835541,
|
|
0.559139609336853,
|
|
0.13580238819122314,
|
|
0.36190465092658997,
|
|
0.2393161654472351,
|
|
0.6532661318778992,
|
|
0.6194689869880676,
|
|
0.15476183593273163,
|
|
0.24413138628005981,
|
|
0.32291656732559204,
|
|
0.15757569670677185,
|
|
0.31304338574409485,
|
|
0.6934671998023987,
|
|
0.31372538208961487,
|
|
0.2603549063205719,
|
|
0.4112902283668518,
|
|
0.4347825050354004,
|
|
0.3440859317779541,
|
|
0.19289332628250122,
|
|
0.28860753774642944,
|
|
0.2526314854621887,
|
|
0.5312498211860657,
|
|
0.26341456174850464,
|
|
0.21621613204479218,
|
|
0.5344826579093933,
|
|
0.48484835028648376,
|
|
0.33210325241088867,
|
|
0.3756905198097229,
|
|
0.15999993681907654,
|
|
0.27419349551200867
|
|
],
|
|
"time": 164.31348379794508,
|
|
"param": [
|
|
{
|
|
"p": 0.04759940132498741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04076192155480385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058375224471092224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07635542005300522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07860524952411652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05954016372561455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10403947532176971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09756037592887878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0758625790476799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05310461297631264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06716811656951904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07793872803449631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12947116792201996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033617496490478516,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 3.6093034744262695,
|
|
"val_loss": 2.5659637451171875,
|
|
"acc": 36.46,
|
|
"f1": [
|
|
0.6985644102096558,
|
|
0.44808733463287354,
|
|
0.31818172335624695,
|
|
0.22105254232883453,
|
|
0.16766461730003357,
|
|
0.24892695248126984,
|
|
0.35748788714408875,
|
|
0.385650098323822,
|
|
0.34482747316360474,
|
|
0.4262293577194214,
|
|
0.1548386514186859,
|
|
0.27083322405815125,
|
|
0.3575417995452881,
|
|
0.26027390360832214,
|
|
0.2795697748661041,
|
|
0.22891558706760406,
|
|
0.3666665554046631,
|
|
0.43153515458106995,
|
|
0.3841058313846588,
|
|
0.26666659116744995,
|
|
0.5624998807907104,
|
|
0.46794867515563965,
|
|
0.35483860969543457,
|
|
0.5188678503036499,
|
|
0.6039214134216309,
|
|
0.23809516429901123,
|
|
0.26297569274902344,
|
|
0.2870812714099884,
|
|
0.33093518018722534,
|
|
0.27385884523391724,
|
|
0.40206170082092285,
|
|
0.41176459193229675,
|
|
0.3111110329627991,
|
|
0.3129250705242157,
|
|
0.30769219994544983,
|
|
0.20338976383209229,
|
|
0.3487178385257721,
|
|
0.25777769088745117,
|
|
0.2769230008125305,
|
|
0.4705881178379059,
|
|
0.31836724281311035,
|
|
0.5769229531288147,
|
|
0.29951682686805725,
|
|
0.359712153673172,
|
|
0.15789468586444855,
|
|
0.21989519894123077,
|
|
0.2571427524089813,
|
|
0.46363624930381775,
|
|
0.49350637197494507,
|
|
0.3926939368247986,
|
|
0.19811314344406128,
|
|
0.3465345501899719,
|
|
0.6197181344032288,
|
|
0.5579708814620972,
|
|
0.5531913042068481,
|
|
0.1282050609588623,
|
|
0.5229355692863464,
|
|
0.3535352647304535,
|
|
0.3399999141693115,
|
|
0.31034475564956665,
|
|
0.6751053929328918,
|
|
0.44444432854652405,
|
|
0.4502616822719574,
|
|
0.4069766402244568,
|
|
0.13235288858413696,
|
|
0.23963125050067902,
|
|
0.15686267614364624,
|
|
0.2999999225139618,
|
|
0.6759257912635803,
|
|
0.5970147848129272,
|
|
0.4657532870769501,
|
|
0.5499998927116394,
|
|
0.15789468586444855,
|
|
0.37499991059303284,
|
|
0.2099999338388443,
|
|
0.631578803062439,
|
|
0.6774192452430725,
|
|
0.18055549263954163,
|
|
0.16184966266155243,
|
|
0.2769230008125305,
|
|
0.15217386186122894,
|
|
0.28571417927742004,
|
|
0.6918917894363403,
|
|
0.36065563559532166,
|
|
0.3286384046077728,
|
|
0.3688523471355438,
|
|
0.348314493894577,
|
|
0.3838382363319397,
|
|
0.18518511950969696,
|
|
0.3797467052936554,
|
|
0.30588221549987793,
|
|
0.5092591643333435,
|
|
0.22784802317619324,
|
|
0.19999992847442627,
|
|
0.5423727631568909,
|
|
0.44776105880737305,
|
|
0.3469386696815491,
|
|
0.3445377051830292,
|
|
0.0816325917840004,
|
|
0.26086950302124023
|
|
],
|
|
"time": 162.21277312003076,
|
|
"param": [
|
|
{
|
|
"p": 0.05351490154862404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049091123044490814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05459978058934212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06127674877643585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07700011134147644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06243303790688515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11823791265487671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09720394760370255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08649729937314987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04698188602924347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152599841356277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08390301465988159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10068325698375702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03705095499753952,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 4.054312705993652,
|
|
"val_loss": 2.6940596103668213,
|
|
"acc": 36.83,
|
|
"f1": [
|
|
0.6431716680526733,
|
|
0.4278606176376343,
|
|
0.2424241602420807,
|
|
0.1990049034357071,
|
|
0.188888818025589,
|
|
0.28220847249031067,
|
|
0.35820886492729187,
|
|
0.3710406422615051,
|
|
0.3543306291103363,
|
|
0.4242422580718994,
|
|
0.14723920822143555,
|
|
0.19444438815116882,
|
|
0.2837836742401123,
|
|
0.2269502729177475,
|
|
0.29585790634155273,
|
|
0.22399993240833282,
|
|
0.358024537563324,
|
|
0.5065500736236572,
|
|
0.37499991059303284,
|
|
0.2966100871562958,
|
|
0.603351891040802,
|
|
0.5254901647567749,
|
|
0.38095223903656006,
|
|
0.48936155438423157,
|
|
0.5955554842948914,
|
|
0.24999992549419403,
|
|
0.2783504128456116,
|
|
0.25555548071861267,
|
|
0.42352932691574097,
|
|
0.33497530221939087,
|
|
0.3542855978012085,
|
|
0.39711183309555054,
|
|
0.3594468832015991,
|
|
0.34343424439430237,
|
|
0.36123335361480713,
|
|
0.228571355342865,
|
|
0.3738316595554352,
|
|
0.2061854749917984,
|
|
0.2807016372680664,
|
|
0.44571414589881897,
|
|
0.3592231869697571,
|
|
0.5592415928840637,
|
|
0.3316061198711395,
|
|
0.37614670395851135,
|
|
0.1965317279100418,
|
|
0.23611101508140564,
|
|
0.2071712464094162,
|
|
0.46288198232650757,
|
|
0.5039998888969421,
|
|
0.3707316219806671,
|
|
0.19004517793655396,
|
|
0.34126976132392883,
|
|
0.5578945875167847,
|
|
0.5727698802947998,
|
|
0.511627733707428,
|
|
0.12244890630245209,
|
|
0.4923075735569,
|
|
0.3534882664680481,
|
|
0.3846152722835541,
|
|
0.3369564116001129,
|
|
0.6952788233757019,
|
|
0.4907974302768707,
|
|
0.44670039415359497,
|
|
0.3743841052055359,
|
|
0.19883033633232117,
|
|
0.26540276408195496,
|
|
0.1970442682504654,
|
|
0.3463686406612396,
|
|
0.6944442987442017,
|
|
0.5055760741233826,
|
|
0.4651161730289459,
|
|
0.6126124858856201,
|
|
0.16249993443489075,
|
|
0.38578668236732483,
|
|
0.19999992847442627,
|
|
0.62135910987854,
|
|
0.540925145149231,
|
|
0.13245026767253876,
|
|
0.14864858984947205,
|
|
0.31730762124061584,
|
|
0.16117209196090698,
|
|
0.31284910440444946,
|
|
0.7120417356491089,
|
|
0.28571417927742004,
|
|
0.2941175401210785,
|
|
0.4380951225757599,
|
|
0.331707239151001,
|
|
0.31756746768951416,
|
|
0.11594197899103165,
|
|
0.37373724579811096,
|
|
0.3654821515083313,
|
|
0.5312498211860657,
|
|
0.2048192024230957,
|
|
0.18749994039535522,
|
|
0.5254236459732056,
|
|
0.5302324295043945,
|
|
0.3287670314311981,
|
|
0.38144323229789734,
|
|
0.167785182595253,
|
|
0.329268217086792
|
|
],
|
|
"time": 162.9141787942499,
|
|
"param": [
|
|
{
|
|
"p": 0.04782482236623764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05160260945558548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06569626182317734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07706668972969055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08345410972833633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06045115739107132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10312274843454361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10060812532901764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07719513773918152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05160295218229294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06129417195916176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0717514231801033,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1073184385895729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041011299937963486,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 3.595010280609131,
|
|
"val_loss": 2.789616823196411,
|
|
"acc": 36.55,
|
|
"f1": [
|
|
0.6599999070167542,
|
|
0.4236452281475067,
|
|
0.2790696620941162,
|
|
0.21794864535331726,
|
|
0.11999993026256561,
|
|
0.21333327889442444,
|
|
0.30830031633377075,
|
|
0.41666656732559204,
|
|
0.31441038846969604,
|
|
0.37558677792549133,
|
|
0.10958898812532425,
|
|
0.24999988079071045,
|
|
0.3529410660266876,
|
|
0.26455017924308777,
|
|
0.24999991059303284,
|
|
0.2288556545972824,
|
|
0.36842095851898193,
|
|
0.4754716157913208,
|
|
0.4222221076488495,
|
|
0.3060108423233032,
|
|
0.5478259921073914,
|
|
0.5358850359916687,
|
|
0.33720916509628296,
|
|
0.5499998927116394,
|
|
0.5999999642372131,
|
|
0.2754489779472351,
|
|
0.2780747711658478,
|
|
0.23346298933029175,
|
|
0.4301074147224426,
|
|
0.2906976044178009,
|
|
0.39301300048828125,
|
|
0.43518510460853577,
|
|
0.36956506967544556,
|
|
0.3389829397201538,
|
|
0.33333322405815125,
|
|
0.21645015478134155,
|
|
0.3411763310432434,
|
|
0.18279562890529633,
|
|
0.26881712675094604,
|
|
0.48684197664260864,
|
|
0.3319147825241089,
|
|
0.5865383148193359,
|
|
0.31155768036842346,
|
|
0.366812139749527,
|
|
0.25373128056526184,
|
|
0.17204295098781586,
|
|
0.2345678210258484,
|
|
0.5188678503036499,
|
|
0.5445024967193604,
|
|
0.3636362552642822,
|
|
0.22598862648010254,
|
|
0.3168315887451172,
|
|
0.6403507590293884,
|
|
0.5840706825256348,
|
|
0.5074625611305237,
|
|
0.10869558900594711,
|
|
0.5443785786628723,
|
|
0.3535352647304535,
|
|
0.3196720480918884,
|
|
0.362499862909317,
|
|
0.7512193918228149,
|
|
0.41269823908805847,
|
|
0.40641695261001587,
|
|
0.4069766402244568,
|
|
0.13138681650161743,
|
|
0.17610056698322296,
|
|
0.15602830052375793,
|
|
0.3050846457481384,
|
|
0.6396759748458862,
|
|
0.579439103603363,
|
|
0.3971630334854126,
|
|
0.5657369494438171,
|
|
0.1327800303697586,
|
|
0.3699999153614044,
|
|
0.22099439799785614,
|
|
0.5844747424125671,
|
|
0.6350710391998291,
|
|
0.20512813329696655,
|
|
0.27173903584480286,
|
|
0.2934781610965729,
|
|
0.1734103411436081,
|
|
0.29245272278785706,
|
|
0.6632122993469238,
|
|
0.3473052978515625,
|
|
0.28415289521217346,
|
|
0.4474884569644928,
|
|
0.3696681261062622,
|
|
0.3407406508922577,
|
|
0.19889496266841888,
|
|
0.3197491466999054,
|
|
0.3003951609134674,
|
|
0.464419424533844,
|
|
0.22988496720790863,
|
|
0.23829780519008636,
|
|
0.5425099730491638,
|
|
0.4044942855834961,
|
|
0.3083699643611908,
|
|
0.30555543303489685,
|
|
0.1835748255252838,
|
|
0.37433144450187683
|
|
],
|
|
"time": 162.81965923123062,
|
|
"param": [
|
|
{
|
|
"p": 0.05309406295418739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04434290528297424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05501466989517212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07029756158590317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08474628627300262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055035993456840515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10293413698673248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09390337765216827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07550054043531418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05186421796679497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07775425165891647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08691799640655518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10834775865077972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04024617001414299,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 4.66111421585083,
|
|
"val_loss": 2.5547544956207275,
|
|
"acc": 36.73,
|
|
"f1": [
|
|
0.7089946269989014,
|
|
0.4238409399986267,
|
|
0.2837836742401123,
|
|
0.21782170236110687,
|
|
0.19298237562179565,
|
|
0.29473677277565,
|
|
0.3583814203739166,
|
|
0.35582810640335083,
|
|
0.3797467350959778,
|
|
0.4179103374481201,
|
|
0.17616572976112366,
|
|
0.20987647771835327,
|
|
0.25675666332244873,
|
|
0.24999991059303284,
|
|
0.24580998718738556,
|
|
0.2037036269903183,
|
|
0.3741934299468994,
|
|
0.5164833664894104,
|
|
0.38043469190597534,
|
|
0.299465149641037,
|
|
0.6111109852790833,
|
|
0.4388713538646698,
|
|
0.31088075041770935,
|
|
0.5743588209152222,
|
|
0.5991559624671936,
|
|
0.28571420907974243,
|
|
0.30366483330726624,
|
|
0.22707417607307434,
|
|
0.4200912117958069,
|
|
0.2888887822628021,
|
|
0.37962955236434937,
|
|
0.3934425115585327,
|
|
0.3841806650161743,
|
|
0.3692306876182556,
|
|
0.3478259742259979,
|
|
0.21399171650409698,
|
|
0.3384614586830139,
|
|
0.14965979754924774,
|
|
0.28571417927742004,
|
|
0.46753236651420593,
|
|
0.309859037399292,
|
|
0.5523808598518372,
|
|
0.29268285632133484,
|
|
0.3388703763484955,
|
|
0.21965309977531433,
|
|
0.20320846140384674,
|
|
0.2433459311723709,
|
|
0.4728681445121765,
|
|
0.5384613871574402,
|
|
0.40892186760902405,
|
|
0.2121211439371109,
|
|
0.3352600038051605,
|
|
0.5922329425811768,
|
|
0.602040708065033,
|
|
0.5490195155143738,
|
|
0.1028570905327797,
|
|
0.49999988079071045,
|
|
0.3414633274078369,
|
|
0.31229227781295776,
|
|
0.3399999141693115,
|
|
0.7632849216461182,
|
|
0.41379299759864807,
|
|
0.45714277029037476,
|
|
0.3505975306034088,
|
|
0.14285707473754883,
|
|
0.24999991059303284,
|
|
0.16064251959323883,
|
|
0.262857049703598,
|
|
0.7037035822868347,
|
|
0.5953487157821655,
|
|
0.46728962659835815,
|
|
0.6028706431388855,
|
|
0.119999960064888,
|
|
0.37158459424972534,
|
|
0.22222216427326202,
|
|
0.5679998993873596,
|
|
0.6524062752723694,
|
|
0.15999993681907654,
|
|
0.18713442981243134,
|
|
0.3253587782382965,
|
|
0.1682242453098297,
|
|
0.31764698028564453,
|
|
0.6772485375404358,
|
|
0.35643553733825684,
|
|
0.3414633274078369,
|
|
0.46728962659835815,
|
|
0.4257424473762512,
|
|
0.39130425453186035,
|
|
0.19999992847442627,
|
|
0.39639630913734436,
|
|
0.31638407707214355,
|
|
0.5172412991523743,
|
|
0.16666659712791443,
|
|
0.22535204887390137,
|
|
0.5685278177261353,
|
|
0.43781083822250366,
|
|
0.3422052562236786,
|
|
0.3636362850666046,
|
|
0.12578611075878143,
|
|
0.4050631821155548
|
|
],
|
|
"time": 162.42850232031196,
|
|
"param": [
|
|
{
|
|
"p": 0.04398356005549431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05745304003357887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05516119301319122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07377658039331436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07543233036994934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06711557507514954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09958410263061523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10032309591770172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07661110162734985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05568792670965195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06843781471252441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0719575360417366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10600787401199341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04846830293536186,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 3.555706024169922,
|
|
"val_loss": 2.4674129486083984,
|
|
"acc": 36.55,
|
|
"f1": [
|
|
0.6699027419090271,
|
|
0.4242423474788666,
|
|
0.3111110329627991,
|
|
0.23841053247451782,
|
|
0.19101116061210632,
|
|
0.26086950302124023,
|
|
0.3793102502822876,
|
|
0.37894728779792786,
|
|
0.3628690838813782,
|
|
0.45320188999176025,
|
|
0.1556885540485382,
|
|
0.26190468668937683,
|
|
0.3425924777984619,
|
|
0.210526242852211,
|
|
0.23834188282489777,
|
|
0.20833326876163483,
|
|
0.3894736170768738,
|
|
0.496296226978302,
|
|
0.3421051502227783,
|
|
0.2612611949443817,
|
|
0.566929042339325,
|
|
0.5121950507164001,
|
|
0.3157893717288971,
|
|
0.5414363145828247,
|
|
0.6071426868438721,
|
|
0.2054053246974945,
|
|
0.2914571762084961,
|
|
0.1959458887577057,
|
|
0.4292682111263275,
|
|
0.32142847776412964,
|
|
0.3763439953327179,
|
|
0.4096384644508362,
|
|
0.31531521677970886,
|
|
0.34821417927742004,
|
|
0.3838382363319397,
|
|
0.15662643313407898,
|
|
0.30656924843788147,
|
|
0.18269222974777222,
|
|
0.280898779630661,
|
|
0.5238093733787537,
|
|
0.3370785713195801,
|
|
0.5612244009971619,
|
|
0.3167419731616974,
|
|
0.3675212860107422,
|
|
0.18404902517795563,
|
|
0.2251655012369156,
|
|
0.23684203624725342,
|
|
0.4923075735569,
|
|
0.5454544425010681,
|
|
0.4227641224861145,
|
|
0.16748763620853424,
|
|
0.3414633274078369,
|
|
0.6255505681037903,
|
|
0.5990337133407593,
|
|
0.5583755373954773,
|
|
0.10891082137823105,
|
|
0.4727271497249603,
|
|
0.38993698358535767,
|
|
0.39090898633003235,
|
|
0.33333322405815125,
|
|
0.6742855310440063,
|
|
0.438709557056427,
|
|
0.4549761712551117,
|
|
0.35398221015930176,
|
|
0.12727266550064087,
|
|
0.2376236915588379,
|
|
0.1938774734735489,
|
|
0.2941175401210785,
|
|
0.7317072153091431,
|
|
0.5546217560768127,
|
|
0.44571414589881897,
|
|
0.5214284062385559,
|
|
0.1459226906299591,
|
|
0.3399999141693115,
|
|
0.21145367622375488,
|
|
0.6118720173835754,
|
|
0.6878305077552795,
|
|
0.16666659712791443,
|
|
0.26041656732559204,
|
|
0.3373492956161499,
|
|
0.12949636578559875,
|
|
0.3357663154602051,
|
|
0.6543776988983154,
|
|
0.3657141625881195,
|
|
0.2290075570344925,
|
|
0.3948496878147125,
|
|
0.37908485531806946,
|
|
0.33962252736091614,
|
|
0.17616572976112366,
|
|
0.38674020767211914,
|
|
0.3592231869697571,
|
|
0.5098037719726562,
|
|
0.16901402175426483,
|
|
0.18947362899780273,
|
|
0.4933919608592987,
|
|
0.44444432854652405,
|
|
0.327868789434433,
|
|
0.39778995513916016,
|
|
0.11881181597709656,
|
|
0.3575417995452881
|
|
],
|
|
"time": 163.18450461514294,
|
|
"param": [
|
|
{
|
|
"p": 0.04625670611858368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05278361216187477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06698562204837799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07553470134735107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08597440272569656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056508176028728485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10328204184770584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09217122197151184,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08341295272111893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054368454962968826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07003331184387207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06374771147966385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10781066119670868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04113028943538666,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 3.7022626399993896,
|
|
"val_loss": 2.6245248317718506,
|
|
"acc": 36.28,
|
|
"f1": [
|
|
0.666666567325592,
|
|
0.43216070532798767,
|
|
0.322274774312973,
|
|
0.22471901774406433,
|
|
0.13389115035533905,
|
|
0.26415085792541504,
|
|
0.3771427571773529,
|
|
0.3387977182865143,
|
|
0.37499991059303284,
|
|
0.4606740176677704,
|
|
0.16460900008678436,
|
|
0.2629106938838959,
|
|
0.35344812273979187,
|
|
0.24489788711071014,
|
|
0.2473117560148239,
|
|
0.2176869958639145,
|
|
0.3469386696815491,
|
|
0.4866918921470642,
|
|
0.37446799874305725,
|
|
0.2976189851760864,
|
|
0.553571343421936,
|
|
0.5187968015670776,
|
|
0.37288129329681396,
|
|
0.4946235418319702,
|
|
0.600822925567627,
|
|
0.2101166695356369,
|
|
0.24277448654174805,
|
|
0.21842995285987854,
|
|
0.4659089744091034,
|
|
0.2673795819282532,
|
|
0.3559320867061615,
|
|
0.40796008706092834,
|
|
0.38043469190597534,
|
|
0.30208322405815125,
|
|
0.3617020547389984,
|
|
0.15999992191791534,
|
|
0.2758619785308838,
|
|
0.1899440735578537,
|
|
0.23728805780410767,
|
|
0.509090781211853,
|
|
0.33802807331085205,
|
|
0.5979380011558533,
|
|
0.27083325386047363,
|
|
0.3315507173538208,
|
|
0.21596238017082214,
|
|
0.18867920339107513,
|
|
0.2751321792602539,
|
|
0.49565204977989197,
|
|
0.5263157486915588,
|
|
0.3351954519748688,
|
|
0.22485199570655823,
|
|
0.348314493894577,
|
|
0.5901638269424438,
|
|
0.6099998950958252,
|
|
0.5420559644699097,
|
|
0.09950242191553116,
|
|
0.487499862909317,
|
|
0.3566878139972687,
|
|
0.3904760777950287,
|
|
0.3041473925113678,
|
|
0.6914892196655273,
|
|
0.44705867767333984,
|
|
0.43373486399650574,
|
|
0.3787877857685089,
|
|
0.09655166417360306,
|
|
0.2524271011352539,
|
|
0.1626015603542328,
|
|
0.3170730471611023,
|
|
0.6785712838172913,
|
|
0.62135910987854,
|
|
0.46632111072540283,
|
|
0.5569619536399841,
|
|
0.12949636578559875,
|
|
0.33333325386047363,
|
|
0.20091316103935242,
|
|
0.5772356390953064,
|
|
0.6508874893188477,
|
|
0.1862744390964508,
|
|
0.2522521913051605,
|
|
0.24844713509082794,
|
|
0.15819202363491058,
|
|
0.35135123133659363,
|
|
0.6521738171577454,
|
|
0.30952370166778564,
|
|
0.28220847249031067,
|
|
0.40692633390426636,
|
|
0.46632111072540283,
|
|
0.44444435834884644,
|
|
0.15714280307292938,
|
|
0.39583319425582886,
|
|
0.29757776856422424,
|
|
0.4919784665107727,
|
|
0.26046502590179443,
|
|
0.19672125577926636,
|
|
0.5267855525016785,
|
|
0.44444435834884644,
|
|
0.2580644190311432,
|
|
0.3444443643093109,
|
|
0.09722216427326202,
|
|
0.36111101508140564
|
|
],
|
|
"time": 162.38105612806976,
|
|
"param": [
|
|
{
|
|
"p": 0.05792698636651039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05240318179130554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06709324568510056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07463444769382477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07222931832075119,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06301960349082947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11551792174577713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08657440543174744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07778970897197723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05709879845380783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07112237066030502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07099702209234238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09054511785507202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043047841638326645,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 3.797760486602783,
|
|
"val_loss": 2.865009069442749,
|
|
"acc": 36.41,
|
|
"f1": [
|
|
0.6854459643363953,
|
|
0.4678361415863037,
|
|
0.32222211360931396,
|
|
0.2444443702697754,
|
|
0.12499994784593582,
|
|
0.24999991059303284,
|
|
0.34615373611450195,
|
|
0.37768232822418213,
|
|
0.33333322405815125,
|
|
0.4811319410800934,
|
|
0.16267937421798706,
|
|
0.24822686612606049,
|
|
0.3445377051830292,
|
|
0.30769217014312744,
|
|
0.28571420907974243,
|
|
0.21890540421009064,
|
|
0.28947362303733826,
|
|
0.48979586362838745,
|
|
0.38095223903656006,
|
|
0.30409345030784607,
|
|
0.5726494193077087,
|
|
0.5767440795898438,
|
|
0.3037973642349243,
|
|
0.5365853309631348,
|
|
0.6418603658676147,
|
|
0.23414628207683563,
|
|
0.28999990224838257,
|
|
0.21524657309055328,
|
|
0.4022987186908722,
|
|
0.3208555281162262,
|
|
0.387096643447876,
|
|
0.4018690288066864,
|
|
0.31884050369262695,
|
|
0.29139062762260437,
|
|
0.3351954519748688,
|
|
0.13749992847442627,
|
|
0.33480167388916016,
|
|
0.2021275758743286,
|
|
0.20779216289520264,
|
|
0.5333331823348999,
|
|
0.3269961178302765,
|
|
0.5673075914382935,
|
|
0.29245272278785706,
|
|
0.37499985098838806,
|
|
0.22093015909194946,
|
|
0.15714280307292938,
|
|
0.22784802317619324,
|
|
0.45522376894950867,
|
|
0.5177663564682007,
|
|
0.39778995513916016,
|
|
0.19736838340759277,
|
|
0.30468741059303284,
|
|
0.44827571511268616,
|
|
0.5405403971672058,
|
|
0.5320196151733398,
|
|
0.13043473660945892,
|
|
0.520408034324646,
|
|
0.35532984137535095,
|
|
0.3999999463558197,
|
|
0.3557691276073456,
|
|
0.7363182306289673,
|
|
0.37681150436401367,
|
|
0.44705867767333984,
|
|
0.44198882579803467,
|
|
0.1481480747461319,
|
|
0.1449274718761444,
|
|
0.14705877006053925,
|
|
0.32402223348617554,
|
|
0.7102801203727722,
|
|
0.5663716197013855,
|
|
0.4223601520061493,
|
|
0.5727698802947998,
|
|
0.15662643313407898,
|
|
0.39195966720581055,
|
|
0.18867920339107513,
|
|
0.4913494288921356,
|
|
0.616071343421936,
|
|
0.1682242453098297,
|
|
0.26277363300323486,
|
|
0.3578946590423584,
|
|
0.17100363969802856,
|
|
0.36842095851898193,
|
|
0.639593780040741,
|
|
0.3384614586830139,
|
|
0.2560974657535553,
|
|
0.40972214937210083,
|
|
0.42452818155288696,
|
|
0.37804868817329407,
|
|
0.09599995613098145,
|
|
0.3790321350097656,
|
|
0.29951682686805725,
|
|
0.45595842599868774,
|
|
0.2597401440143585,
|
|
0.19811314344406128,
|
|
0.5894736051559448,
|
|
0.4615383446216583,
|
|
0.3195875287055969,
|
|
0.3157894015312195,
|
|
0.15686269104480743,
|
|
0.4145076870918274
|
|
],
|
|
"time": 162.80015856865793,
|
|
"param": [
|
|
{
|
|
"p": 0.058886513113975525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053636208176612854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06479746848344803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0801413506269455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06139145791530609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0604393295943737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11118678003549576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10028256475925446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07427763938903809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04112090915441513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07101422548294067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08109213411808014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09823554754257202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04349786043167114,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 3.419151544570923,
|
|
"val_loss": 2.5863654613494873,
|
|
"acc": 37.07,
|
|
"f1": [
|
|
0.6375544667243958,
|
|
0.4083768427371979,
|
|
0.2844826877117157,
|
|
0.2543351650238037,
|
|
0.17877088487148285,
|
|
0.24161069095134735,
|
|
0.3666665554046631,
|
|
0.37999987602233887,
|
|
0.3524228036403656,
|
|
0.4108106791973114,
|
|
0.14207643270492554,
|
|
0.2564101815223694,
|
|
0.3315507173538208,
|
|
0.23008842766284943,
|
|
0.24050623178482056,
|
|
0.26751580834388733,
|
|
0.32820504903793335,
|
|
0.5388126373291016,
|
|
0.4114284813404083,
|
|
0.3678159713745117,
|
|
0.6224488615989685,
|
|
0.5118482112884521,
|
|
0.34254133701324463,
|
|
0.5741626024246216,
|
|
0.6502462029457092,
|
|
0.2211054563522339,
|
|
0.29319363832473755,
|
|
0.2543858587741852,
|
|
0.4509802758693695,
|
|
0.28440356254577637,
|
|
0.4387753903865814,
|
|
0.3959389626979828,
|
|
0.3517586886882782,
|
|
0.33333319425582886,
|
|
0.36909863352775574,
|
|
0.10958898812532425,
|
|
0.35714277625083923,
|
|
0.21940921247005463,
|
|
0.280898779630661,
|
|
0.5310733318328857,
|
|
0.35051536560058594,
|
|
0.5619046092033386,
|
|
0.2923975884914398,
|
|
0.38834938406944275,
|
|
0.18497103452682495,
|
|
0.2444443702697754,
|
|
0.25961530208587646,
|
|
0.49756085872650146,
|
|
0.5185183882713318,
|
|
0.36956506967544556,
|
|
0.1584157794713974,
|
|
0.33333325386047363,
|
|
0.5844747424125671,
|
|
0.6098653674125671,
|
|
0.5188283324241638,
|
|
0.10843367874622345,
|
|
0.5026176571846008,
|
|
0.3675675094127655,
|
|
0.33755266666412354,
|
|
0.33333322405815125,
|
|
0.6699027419090271,
|
|
0.49999988079071045,
|
|
0.42708319425582886,
|
|
0.35019445419311523,
|
|
0.10526309907436371,
|
|
0.20858889818191528,
|
|
0.18749992549419403,
|
|
0.37499991059303284,
|
|
0.6912441253662109,
|
|
0.6057690978050232,
|
|
0.43037962913513184,
|
|
0.5982905030250549,
|
|
0.12949636578559875,
|
|
0.4020099639892578,
|
|
0.22429899871349335,
|
|
0.6396394968032837,
|
|
0.653465211391449,
|
|
0.1694914698600769,
|
|
0.2275448441505432,
|
|
0.2955664098262787,
|
|
0.17218534648418427,
|
|
0.36514514684677124,
|
|
0.6519335508346558,
|
|
0.3313608467578888,
|
|
0.2485874742269516,
|
|
0.41635677218437195,
|
|
0.3878786563873291,
|
|
0.3946187198162079,
|
|
0.1645020991563797,
|
|
0.37962955236434937,
|
|
0.27777767181396484,
|
|
0.47321414947509766,
|
|
0.17333325743675232,
|
|
0.2660549581050873,
|
|
0.595959484577179,
|
|
0.4788731336593628,
|
|
0.33179715275764465,
|
|
0.37864065170288086,
|
|
0.11695900559425354,
|
|
0.3286384046077728
|
|
],
|
|
"time": 163.29489057697356,
|
|
"param": [
|
|
{
|
|
"p": 0.0548052154481411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043857280164957047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07146642357110977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07281984388828278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07424533367156982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06400012969970703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10790248215198517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09133918583393097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08177478611469269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053717538714408875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07366130501031876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06581099331378937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1021164208650589,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04248310253024101,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 3.9626574516296387,
|
|
"val_loss": 2.8212969303131104,
|
|
"acc": 36.03,
|
|
"f1": [
|
|
0.6896550059318542,
|
|
0.43181803822517395,
|
|
0.2938774824142456,
|
|
0.2233501821756363,
|
|
0.16753920912742615,
|
|
0.18292675912380219,
|
|
0.38666656613349915,
|
|
0.36809808015823364,
|
|
0.33939382433891296,
|
|
0.3999998867511749,
|
|
0.14864858984947205,
|
|
0.22522515058517456,
|
|
0.3319837152957916,
|
|
0.314606636762619,
|
|
0.23188398778438568,
|
|
0.22222216427326202,
|
|
0.292035311460495,
|
|
0.5018448829650879,
|
|
0.37288129329681396,
|
|
0.35365843772888184,
|
|
0.49795907735824585,
|
|
0.5263157486915588,
|
|
0.33802807331085205,
|
|
0.4840763211250305,
|
|
0.6175113916397095,
|
|
0.2076922506093979,
|
|
0.2588233947753906,
|
|
0.23048320412635803,
|
|
0.40277767181396484,
|
|
0.26341456174850464,
|
|
0.4313724637031555,
|
|
0.33217987418174744,
|
|
0.2956520915031433,
|
|
0.32978713512420654,
|
|
0.36904752254486084,
|
|
0.11976040154695511,
|
|
0.321428507566452,
|
|
0.2181817591190338,
|
|
0.26804113388061523,
|
|
0.49710968136787415,
|
|
0.29268285632133484,
|
|
0.5882351994514465,
|
|
0.22360241413116455,
|
|
0.38918909430503845,
|
|
0.23287664353847504,
|
|
0.14062495529651642,
|
|
0.25396817922592163,
|
|
0.42372873425483704,
|
|
0.539215624332428,
|
|
0.40217384696006775,
|
|
0.2389935851097107,
|
|
0.36448585987091064,
|
|
0.4561401903629303,
|
|
0.6170212030410767,
|
|
0.47368407249450684,
|
|
0.09302320331335068,
|
|
0.5158370137214661,
|
|
0.3696681261062622,
|
|
0.3786981403827667,
|
|
0.32888880372047424,
|
|
0.6880732178688049,
|
|
0.5111110210418701,
|
|
0.42931926250457764,
|
|
0.30211472511291504,
|
|
0.11111105233430862,
|
|
0.22972965240478516,
|
|
0.1696968972682953,
|
|
0.3209875524044037,
|
|
0.7342994213104248,
|
|
0.51301109790802,
|
|
0.40677955746650696,
|
|
0.5798317790031433,
|
|
0.11111105233430862,
|
|
0.3771928548812866,
|
|
0.2456139326095581,
|
|
0.5537188649177551,
|
|
0.6486485004425049,
|
|
0.15686269104480743,
|
|
0.2804426848888397,
|
|
0.3076922297477722,
|
|
0.13888882100582123,
|
|
0.31155768036842346,
|
|
0.6592177152633667,
|
|
0.3764704465866089,
|
|
0.22222216427326202,
|
|
0.43720918893814087,
|
|
0.3867923319339752,
|
|
0.34615373611450195,
|
|
0.23280414938926697,
|
|
0.4210525155067444,
|
|
0.30392149090766907,
|
|
0.5312498211860657,
|
|
0.2236841470003128,
|
|
0.13698624074459076,
|
|
0.5312498807907104,
|
|
0.46728962659835815,
|
|
0.3234041631221771,
|
|
0.323809415102005,
|
|
0.12987005710601807,
|
|
0.3999999165534973
|
|
],
|
|
"time": 162.07658677455038,
|
|
"param": [
|
|
{
|
|
"p": 0.05410247668623924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05305410549044609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06467440724372864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07215836644172668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08345546573400497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05624185875058174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07991467416286469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08401989191770554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07745504379272461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05642843246459961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07579391449689865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08621469140052795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11217673867940903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04430995136499405,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 3.952474594116211,
|
|
"val_loss": 2.5286970138549805,
|
|
"acc": 36.49,
|
|
"f1": [
|
|
0.7040814757347107,
|
|
0.42051267623901367,
|
|
0.30107519030570984,
|
|
0.21714277565479279,
|
|
0.2262442708015442,
|
|
0.2452106475830078,
|
|
0.329317182302475,
|
|
0.38095226883888245,
|
|
0.36269423365592957,
|
|
0.47120407223701477,
|
|
0.15642453730106354,
|
|
0.22972965240478516,
|
|
0.3266931176185608,
|
|
0.23350247740745544,
|
|
0.2436547577381134,
|
|
0.18884113430976868,
|
|
0.3376622200012207,
|
|
0.5076140761375427,
|
|
0.37864065170288086,
|
|
0.2883720099925995,
|
|
0.5876776576042175,
|
|
0.5147678852081299,
|
|
0.3470318615436554,
|
|
0.5524860620498657,
|
|
0.6540283560752869,
|
|
0.27218925952911377,
|
|
0.30046939849853516,
|
|
0.2536230981349945,
|
|
0.46728962659835815,
|
|
0.2786068916320801,
|
|
0.40659332275390625,
|
|
0.34246566891670227,
|
|
0.3598325252532959,
|
|
0.38043469190597534,
|
|
0.3406112492084503,
|
|
0.15384608507156372,
|
|
0.3058822751045227,
|
|
0.19047614932060242,
|
|
0.2561575770378113,
|
|
0.4946235418319702,
|
|
0.33333325386047363,
|
|
0.5520360469818115,
|
|
0.3253587782382965,
|
|
0.3636362850666046,
|
|
0.2233501821756363,
|
|
0.17204295098781586,
|
|
0.2105262726545334,
|
|
0.5112106204032898,
|
|
0.5396823883056641,
|
|
0.36158180236816406,
|
|
0.1775147169828415,
|
|
0.26760557293891907,
|
|
0.5320196151733398,
|
|
0.6101694107055664,
|
|
0.4939270317554474,
|
|
0.12121205776929855,
|
|
0.5177663564682007,
|
|
0.3463686406612396,
|
|
0.36619704961776733,
|
|
0.3577980697154999,
|
|
0.7010307908058167,
|
|
0.5060239434242249,
|
|
0.4688993990421295,
|
|
0.3926379084587097,
|
|
0.12154688686132431,
|
|
0.16216209530830383,
|
|
0.19883033633232117,
|
|
0.28019312024116516,
|
|
0.7411166429519653,
|
|
0.5727270841598511,
|
|
0.45714274048805237,
|
|
0.5679011344909668,
|
|
0.16513754427433014,
|
|
0.378109335899353,
|
|
0.25157222151756287,
|
|
0.6282721161842346,
|
|
0.6511626243591309,
|
|
0.11842100322246552,
|
|
0.2741115987300873,
|
|
0.32142847776412964,
|
|
0.17142851650714874,
|
|
0.29787224531173706,
|
|
0.6597937345504761,
|
|
0.32124343514442444,
|
|
0.21965309977531433,
|
|
0.46288198232650757,
|
|
0.39999985694885254,
|
|
0.3456788957118988,
|
|
0.1704544872045517,
|
|
0.3504272401332855,
|
|
0.3319500982761383,
|
|
0.4974091649055481,
|
|
0.1594202220439911,
|
|
0.2054053246974945,
|
|
0.5211266875267029,
|
|
0.4837207794189453,
|
|
0.30851057171821594,
|
|
0.3465345501899719,
|
|
0.1683167666196823,
|
|
0.3736262619495392
|
|
],
|
|
"time": 164.73727044276893,
|
|
"param": [
|
|
{
|
|
"p": 0.0445873886346817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059763338416814804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062460556626319885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06297413259744644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07968884706497192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07081681489944458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09062743186950684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09768503159284592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0726611539721489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056075431406497955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0653192326426506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08992160111665726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1029532253742218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04446589574217796,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 3.4315121173858643,
|
|
"val_loss": 2.81027889251709,
|
|
"acc": 35.86,
|
|
"f1": [
|
|
0.6703295111656189,
|
|
0.4148934781551361,
|
|
0.29677411913871765,
|
|
0.17964066565036774,
|
|
0.1971830278635025,
|
|
0.3206750154495239,
|
|
0.27385884523391724,
|
|
0.38993698358535767,
|
|
0.35714277625083923,
|
|
0.446808397769928,
|
|
0.13924044370651245,
|
|
0.2574256360530853,
|
|
0.3502824008464813,
|
|
0.20740734040737152,
|
|
0.24908417463302612,
|
|
0.19217076897621155,
|
|
0.2999999225139618,
|
|
0.4924621880054474,
|
|
0.34394893050193787,
|
|
0.26959243416786194,
|
|
0.6448085904121399,
|
|
0.5714284777641296,
|
|
0.3456788659095764,
|
|
0.5607475638389587,
|
|
0.6509432196617126,
|
|
0.26315778493881226,
|
|
0.25906726717948914,
|
|
0.2559240758419037,
|
|
0.44198882579803467,
|
|
0.3113771378993988,
|
|
0.41573023796081543,
|
|
0.38862547278404236,
|
|
0.29245272278785706,
|
|
0.3515150547027588,
|
|
0.3317534327507019,
|
|
0.123287633061409,
|
|
0.3025209605693817,
|
|
0.2413792610168457,
|
|
0.26666656136512756,
|
|
0.5277776122093201,
|
|
0.37179476022720337,
|
|
0.559139609336853,
|
|
0.29757776856422424,
|
|
0.3228698670864105,
|
|
0.1754385232925415,
|
|
0.15853650867938995,
|
|
0.19428564608097076,
|
|
0.4657532870769501,
|
|
0.4785274565219879,
|
|
0.4242423474788666,
|
|
0.19047611951828003,
|
|
0.3043477237224579,
|
|
0.5897434949874878,
|
|
0.5957446098327637,
|
|
0.5303866267204285,
|
|
0.08421046286821365,
|
|
0.5517240166664124,
|
|
0.3583814203739166,
|
|
0.351254403591156,
|
|
0.3419688045978546,
|
|
0.7264149188995361,
|
|
0.49999988079071045,
|
|
0.4361701011657715,
|
|
0.3976607024669647,
|
|
0.09032251685857773,
|
|
0.18749991059303284,
|
|
0.1194029152393341,
|
|
0.3169397711753845,
|
|
0.7419353127479553,
|
|
0.5990782380104065,
|
|
0.41935470700263977,
|
|
0.5780345797538757,
|
|
0.15652167797088623,
|
|
0.38095229864120483,
|
|
0.22680403292179108,
|
|
0.5199998617172241,
|
|
0.6321242451667786,
|
|
0.1675977110862732,
|
|
0.21839071810245514,
|
|
0.3367346227169037,
|
|
0.13592226803302765,
|
|
0.2577318847179413,
|
|
0.551236629486084,
|
|
0.3313608467578888,
|
|
0.238805890083313,
|
|
0.4434387683868408,
|
|
0.4112148582935333,
|
|
0.3583814203739166,
|
|
0.17241373658180237,
|
|
0.38367336988449097,
|
|
0.345177561044693,
|
|
0.4688993990421295,
|
|
0.21551716327667236,
|
|
0.228260800242424,
|
|
0.5482232570648193,
|
|
0.41666656732559204,
|
|
0.3249998986721039,
|
|
0.3421051502227783,
|
|
0.14150936901569366,
|
|
0.3508770763874054
|
|
],
|
|
"time": 163.51425310317427,
|
|
"param": [
|
|
{
|
|
"p": 0.05424787104129791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05943874642252922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05560411512851715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07060787081718445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07993779331445694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06995612382888794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10450506210327148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09282081574201584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07786528766155243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04875696823000908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0651472806930542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08064251393079758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10632120817899704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03414839878678322,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 3.830507278442383,
|
|
"val_loss": 2.681168794631958,
|
|
"acc": 36.4,
|
|
"f1": [
|
|
0.6918917894363403,
|
|
0.4339621663093567,
|
|
0.2888887822628021,
|
|
0.19847321510314941,
|
|
0.1764705330133438,
|
|
0.30456843972206116,
|
|
0.3032490015029907,
|
|
0.3885713219642639,
|
|
0.403755784034729,
|
|
0.47560960054397583,
|
|
0.1379309743642807,
|
|
0.22429899871349335,
|
|
0.3225805461406708,
|
|
0.2533332407474518,
|
|
0.23809516429901123,
|
|
0.19047614932060242,
|
|
0.2999999225139618,
|
|
0.48611101508140564,
|
|
0.35064926743507385,
|
|
0.30697670578956604,
|
|
0.5833332538604736,
|
|
0.5428570508956909,
|
|
0.35714277625083923,
|
|
0.5662099123001099,
|
|
0.6388887763023376,
|
|
0.2514968812465668,
|
|
0.24836592376232147,
|
|
0.2564101815223694,
|
|
0.42285704612731934,
|
|
0.3351954519748688,
|
|
0.32160791754722595,
|
|
0.39805811643600464,
|
|
0.3908045291900635,
|
|
0.3425924777984619,
|
|
0.37130793929100037,
|
|
0.21463409066200256,
|
|
0.3053434193134308,
|
|
0.16149060428142548,
|
|
0.20420417189598083,
|
|
0.5119045972824097,
|
|
0.3563217520713806,
|
|
0.5490195155143738,
|
|
0.3083699643611908,
|
|
0.3676469922065735,
|
|
0.20689648389816284,
|
|
0.19736838340759277,
|
|
0.2206895798444748,
|
|
0.5123152136802673,
|
|
0.5663716197013855,
|
|
0.35602086782455444,
|
|
0.16239310801029205,
|
|
0.3043477237224579,
|
|
0.6098653674125671,
|
|
0.6028706431388855,
|
|
0.5209301114082336,
|
|
0.1162789985537529,
|
|
0.5108224153518677,
|
|
0.40251561999320984,
|
|
0.30882343649864197,
|
|
0.34394893050193787,
|
|
0.7462685704231262,
|
|
0.4246574342250824,
|
|
0.44444432854652405,
|
|
0.362790584564209,
|
|
0.10666660219430923,
|
|
0.25274714827537537,
|
|
0.1818181276321411,
|
|
0.29677411913871765,
|
|
0.7184464335441589,
|
|
0.6036034822463989,
|
|
0.4170615077018738,
|
|
0.5621620416641235,
|
|
0.16460900008678436,
|
|
0.3555554449558258,
|
|
0.21238930523395538,
|
|
0.5691055655479431,
|
|
0.6305417418479919,
|
|
0.1556885540485382,
|
|
0.22950810194015503,
|
|
0.29752060770988464,
|
|
0.14285707473754883,
|
|
0.32432422041893005,
|
|
0.6559138894081116,
|
|
0.37288129329681396,
|
|
0.27096763253211975,
|
|
0.4242422580718994,
|
|
0.4363635182380676,
|
|
0.4096384644508362,
|
|
0.19480513036251068,
|
|
0.3754788637161255,
|
|
0.3459458649158478,
|
|
0.44715434312820435,
|
|
0.123287633061409,
|
|
0.19587622582912445,
|
|
0.5837836861610413,
|
|
0.4306567907333374,
|
|
0.3666665554046631,
|
|
0.31390124559402466,
|
|
0.15720517933368683,
|
|
0.3111110031604767
|
|
],
|
|
"time": 164.13745119422674,
|
|
"param": [
|
|
{
|
|
"p": 0.05117819085717201,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047069232910871506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060576025396585464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0762602686882019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08252550661563873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060695942491292953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10163837671279907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08330414444208145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07552538812160492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0652497410774231,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07172088325023651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07302208244800568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10379508882761002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04743902385234833,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 3.5392608642578125,
|
|
"val_loss": 2.654510259628296,
|
|
"acc": 36.1,
|
|
"f1": [
|
|
0.6984125375747681,
|
|
0.4021162986755371,
|
|
0.28571417927742004,
|
|
0.22314044833183289,
|
|
0.1931033730506897,
|
|
0.2758619785308838,
|
|
0.32804223895072937,
|
|
0.34013596177101135,
|
|
0.34523800015449524,
|
|
0.4823527932167053,
|
|
0.17610056698322296,
|
|
0.2954544425010681,
|
|
0.36448585987091064,
|
|
0.24806194007396698,
|
|
0.24489788711071014,
|
|
0.20353974401950836,
|
|
0.2834644913673401,
|
|
0.47963786125183105,
|
|
0.329268217086792,
|
|
0.28846150636672974,
|
|
0.6666665077209473,
|
|
0.5363634824752808,
|
|
0.37288129329681396,
|
|
0.5177663564682007,
|
|
0.6071427464485168,
|
|
0.19251330196857452,
|
|
0.2456139326095581,
|
|
0.23754781484603882,
|
|
0.3786981403827667,
|
|
0.3018867075443268,
|
|
0.3675212860107422,
|
|
0.40999990701675415,
|
|
0.3428570628166199,
|
|
0.38181808590888977,
|
|
0.38095223903656006,
|
|
0.19889496266841888,
|
|
0.33789944648742676,
|
|
0.17241372168064117,
|
|
0.23489925265312195,
|
|
0.5443785786628723,
|
|
0.3253587782382965,
|
|
0.5106382369995117,
|
|
0.2566370666027069,
|
|
0.36559128761291504,
|
|
0.21857915818691254,
|
|
0.2025315761566162,
|
|
0.17872333526611328,
|
|
0.4979918897151947,
|
|
0.5028570294380188,
|
|
0.35714274644851685,
|
|
0.16666659712791443,
|
|
0.30909082293510437,
|
|
0.5876776576042175,
|
|
0.5714284181594849,
|
|
0.4768211245536804,
|
|
0.09821421653032303,
|
|
0.4957263767719269,
|
|
0.362499862909317,
|
|
0.4248703718185425,
|
|
0.3203882575035095,
|
|
0.6629211902618408,
|
|
0.4835163354873657,
|
|
0.44444429874420166,
|
|
0.3696681261062622,
|
|
0.1497325599193573,
|
|
0.28220847249031067,
|
|
0.16249993443489075,
|
|
0.320441871881485,
|
|
0.6554619669914246,
|
|
0.47524744272232056,
|
|
0.45631060004234314,
|
|
0.5507245659828186,
|
|
0.1333332657814026,
|
|
0.4042551815509796,
|
|
0.16279064118862152,
|
|
0.5953487157821655,
|
|
0.623255729675293,
|
|
0.20454540848731995,
|
|
0.2275448441505432,
|
|
0.3049326539039612,
|
|
0.1528661698102951,
|
|
0.2603549063205719,
|
|
0.6249998807907104,
|
|
0.3517586886882782,
|
|
0.2574256360530853,
|
|
0.38043469190597534,
|
|
0.3669723868370056,
|
|
0.42931926250457764,
|
|
0.20382159948349,
|
|
0.3981899321079254,
|
|
0.3169013261795044,
|
|
0.49999988079071045,
|
|
0.2147650271654129,
|
|
0.22485199570655823,
|
|
0.51666659116745,
|
|
0.46031734347343445,
|
|
0.1935483068227768,
|
|
0.3592231869697571,
|
|
0.16216209530830383,
|
|
0.38502663373947144
|
|
],
|
|
"time": 162.8123418316245,
|
|
"param": [
|
|
{
|
|
"p": 0.05855293944478035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056658364832401276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06283341348171234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08276692032814026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08197624981403351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056407175958156586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09243796765804291,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08312683552503586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08054608851671219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05145973712205887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0726151242852211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08519331365823746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09449788928031921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04092801362276077,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 3.6854679584503174,
|
|
"val_loss": 2.615858316421509,
|
|
"acc": 35.85,
|
|
"f1": [
|
|
0.6878305077552795,
|
|
0.43930622935295105,
|
|
0.28025469183921814,
|
|
0.21395343542099,
|
|
0.14545448124408722,
|
|
0.24691346287727356,
|
|
0.33684200048446655,
|
|
0.3999998867511749,
|
|
0.34862375259399414,
|
|
0.4278606176376343,
|
|
0.14084501564502716,
|
|
0.21333324909210205,
|
|
0.3135133981704712,
|
|
0.28048771619796753,
|
|
0.2366863340139389,
|
|
0.23076915740966797,
|
|
0.33492809534072876,
|
|
0.4841269254684448,
|
|
0.37563440203666687,
|
|
0.2731276750564575,
|
|
0.5546217560768127,
|
|
0.559321939945221,
|
|
0.35714274644851685,
|
|
0.5212765336036682,
|
|
0.6388887763023376,
|
|
0.2723403573036194,
|
|
0.26373615860939026,
|
|
0.22784805297851562,
|
|
0.4222221076488495,
|
|
0.3196346163749695,
|
|
0.36082467436790466,
|
|
0.3167419731616974,
|
|
0.3119265139102936,
|
|
0.3440859317779541,
|
|
0.3421051502227783,
|
|
0.1862744390964508,
|
|
0.31914883852005005,
|
|
0.11851847171783447,
|
|
0.22360241413116455,
|
|
0.48717936873435974,
|
|
0.3443707227706909,
|
|
0.5757573843002319,
|
|
0.2690582275390625,
|
|
0.3296702206134796,
|
|
0.25688064098358154,
|
|
0.12440184503793716,
|
|
0.282828152179718,
|
|
0.4647301733493805,
|
|
0.48837199807167053,
|
|
0.37179476022720337,
|
|
0.18536579608917236,
|
|
0.396135151386261,
|
|
0.5673075914382935,
|
|
0.5053379535675049,
|
|
0.5333331823348999,
|
|
0.140350803732872,
|
|
0.5762709975242615,
|
|
0.3577980697154999,
|
|
0.3557691276073456,
|
|
0.3653844892978668,
|
|
0.7179486155509949,
|
|
0.4840763211250305,
|
|
0.44221094250679016,
|
|
0.39130425453186035,
|
|
0.07812494784593582,
|
|
0.1965317279100418,
|
|
0.16374263167381287,
|
|
0.3043477535247803,
|
|
0.7065216302871704,
|
|
0.5511109828948975,
|
|
0.36046499013900757,
|
|
0.6118720173835754,
|
|
0.17948710918426514,
|
|
0.33802807331085205,
|
|
0.2173912227153778,
|
|
0.6428569555282593,
|
|
0.6666665077209473,
|
|
0.15555550158023834,
|
|
0.23275858163833618,
|
|
0.320441871881485,
|
|
0.1844659447669983,
|
|
0.3050846457481384,
|
|
0.6424869298934937,
|
|
0.323809415102005,
|
|
0.24372752010822296,
|
|
0.34224584698677063,
|
|
0.36820071935653687,
|
|
0.382978618144989,
|
|
0.21848732233047485,
|
|
0.37735840678215027,
|
|
0.3414633274078369,
|
|
0.4242423176765442,
|
|
0.21725237369537354,
|
|
0.19672124087810516,
|
|
0.5277776718139648,
|
|
0.4311925768852234,
|
|
0.2891565263271332,
|
|
0.34482747316360474,
|
|
0.09448814392089844,
|
|
0.34883710741996765
|
|
],
|
|
"time": 163.44858588743955,
|
|
"param": [
|
|
{
|
|
"p": 0.05381191894412041,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05209909379482269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07300104945898056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07652994990348816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07663879543542862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060875725001096725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09309841692447662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09890686720609665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0751362144947052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054665565490722656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07296519726514816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06682524085044861,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1014304980635643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04401544854044914,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 3.455172061920166,
|
|
"val_loss": 2.814570665359497,
|
|
"acc": 36.86,
|
|
"f1": [
|
|
0.684491753578186,
|
|
0.42708319425582886,
|
|
0.3032490015029907,
|
|
0.24675315618515015,
|
|
0.17218534648418427,
|
|
0.2722512185573578,
|
|
0.3758388161659241,
|
|
0.36464083194732666,
|
|
0.3113206624984741,
|
|
0.4565216302871704,
|
|
0.11188805103302002,
|
|
0.10434778034687042,
|
|
0.38345855474472046,
|
|
0.23021577298641205,
|
|
0.2547769844532013,
|
|
0.21686740219593048,
|
|
0.3232322335243225,
|
|
0.5148513317108154,
|
|
0.37433144450187683,
|
|
0.32142847776412964,
|
|
0.6190475225448608,
|
|
0.5380709171295166,
|
|
0.31092432141304016,
|
|
0.5726870894432068,
|
|
0.6454544067382812,
|
|
0.22388054430484772,
|
|
0.24999991059303284,
|
|
0.26341456174850464,
|
|
0.40174663066864014,
|
|
0.2882882058620453,
|
|
0.44705867767333984,
|
|
0.4158414602279663,
|
|
0.34482747316360474,
|
|
0.3584904372692108,
|
|
0.3565216362476349,
|
|
0.2186494618654251,
|
|
0.33606547117233276,
|
|
0.18274106085300446,
|
|
0.2393161654472351,
|
|
0.49999988079071045,
|
|
0.33333322405815125,
|
|
0.5700933337211609,
|
|
0.31050220131874084,
|
|
0.4123710095882416,
|
|
0.19649118185043335,
|
|
0.2366863340139389,
|
|
0.21301770210266113,
|
|
0.48888877034187317,
|
|
0.5019919276237488,
|
|
0.4190475046634674,
|
|
0.15384608507156372,
|
|
0.33027511835098267,
|
|
0.5492226481437683,
|
|
0.5700933337211609,
|
|
0.5621620416641235,
|
|
0.11702121049165726,
|
|
0.4832712709903717,
|
|
0.41666656732559204,
|
|
0.37288129329681396,
|
|
0.3315507173538208,
|
|
0.6984125375747681,
|
|
0.3726707398891449,
|
|
0.42857128381729126,
|
|
0.38497641682624817,
|
|
0.14364632964134216,
|
|
0.2473117560148239,
|
|
0.18905465304851532,
|
|
0.29139062762260437,
|
|
0.7282050251960754,
|
|
0.6161136031150818,
|
|
0.46376800537109375,
|
|
0.6009388566017151,
|
|
0.11111105233430862,
|
|
0.42241373658180237,
|
|
0.22346359491348267,
|
|
0.6276593804359436,
|
|
0.6829267144203186,
|
|
0.1855669468641281,
|
|
0.2357722967863083,
|
|
0.30337071418762207,
|
|
0.19251330196857452,
|
|
0.324607253074646,
|
|
0.6595743298530579,
|
|
0.33492809534072876,
|
|
0.2603549063205719,
|
|
0.4016392230987549,
|
|
0.37154141068458557,
|
|
0.32799988985061646,
|
|
0.18652844429016113,
|
|
0.38961026072502136,
|
|
0.29189184308052063,
|
|
0.5167463421821594,
|
|
0.18897630274295807,
|
|
0.1548386514186859,
|
|
0.5771142840385437,
|
|
0.4810125529766083,
|
|
0.31999990344047546,
|
|
0.31489354372024536,
|
|
0.12565438449382782,
|
|
0.38216549158096313
|
|
],
|
|
"time": 166.93380850926042,
|
|
"param": [
|
|
{
|
|
"p": 0.05299651250243187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05684446170926094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06957944482564926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07064905762672424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06678903847932816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06374428421258926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10401792824268341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08751174807548523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07380694895982742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054808467626571655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07672176510095596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07561865448951721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09476908296346664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052142564207315445,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 3.5984315872192383,
|
|
"val_loss": 2.9047951698303223,
|
|
"acc": 35.83,
|
|
"f1": [
|
|
0.6568626165390015,
|
|
0.3945577144622803,
|
|
0.2421524077653885,
|
|
0.20765019953250885,
|
|
0.1635219305753708,
|
|
0.2809363603591919,
|
|
0.3043477237224579,
|
|
0.3820223808288574,
|
|
0.34615373611450195,
|
|
0.4469272196292877,
|
|
0.15476183593273163,
|
|
0.2603549063205719,
|
|
0.36649200320243835,
|
|
0.2643677294254303,
|
|
0.22950810194015503,
|
|
0.217391237616539,
|
|
0.2904563546180725,
|
|
0.42066410183906555,
|
|
0.3617020547389984,
|
|
0.2886596620082855,
|
|
0.6282721161842346,
|
|
0.5118108987808228,
|
|
0.3764704465866089,
|
|
0.5296802520751953,
|
|
0.5602836608886719,
|
|
0.2475246638059616,
|
|
0.18461529910564423,
|
|
0.23963125050067902,
|
|
0.4311376214027405,
|
|
0.3267972767353058,
|
|
0.36180898547172546,
|
|
0.3227665424346924,
|
|
0.30150744318962097,
|
|
0.318471223115921,
|
|
0.37804868817329407,
|
|
0.1673639565706253,
|
|
0.3465345501899719,
|
|
0.20325198769569397,
|
|
0.22556383907794952,
|
|
0.42253512144088745,
|
|
0.3064514994621277,
|
|
0.579234778881073,
|
|
0.238805890083313,
|
|
0.3820223808288574,
|
|
0.19047611951828003,
|
|
0.14965979754924774,
|
|
0.22330091893672943,
|
|
0.49999988079071045,
|
|
0.5196077227592468,
|
|
0.3495934009552002,
|
|
0.15555550158023834,
|
|
0.28846150636672974,
|
|
0.5619046092033386,
|
|
0.6033056974411011,
|
|
0.5454543828964233,
|
|
0.10169485956430435,
|
|
0.46861910820007324,
|
|
0.3794870972633362,
|
|
0.3465345501899719,
|
|
0.30208322405815125,
|
|
0.7403844594955444,
|
|
0.48447185754776,
|
|
0.4315788447856903,
|
|
0.38993698358535767,
|
|
0.21428564190864563,
|
|
0.19607838988304138,
|
|
0.10909084975719452,
|
|
0.32291656732559204,
|
|
0.6141730546951294,
|
|
0.5533595681190491,
|
|
0.41964274644851685,
|
|
0.579710066318512,
|
|
0.14285708963871002,
|
|
0.2658226788043976,
|
|
0.20338977873325348,
|
|
0.518771231174469,
|
|
0.669999897480011,
|
|
0.19913412630558014,
|
|
0.256410151720047,
|
|
0.27428561449050903,
|
|
0.17073164880275726,
|
|
0.3121950626373291,
|
|
0.6467660069465637,
|
|
0.3398057222366333,
|
|
0.30526304244995117,
|
|
0.3832334280014038,
|
|
0.3850930631160736,
|
|
0.40677958726882935,
|
|
0.1438848376274109,
|
|
0.3627450466156006,
|
|
0.2904289960861206,
|
|
0.5242717266082764,
|
|
0.17525766789913177,
|
|
0.21518979966640472,
|
|
0.6198828816413879,
|
|
0.47908735275268555,
|
|
0.40999990701675415,
|
|
0.3350784480571747,
|
|
0.12748998403549194,
|
|
0.36986294388771057
|
|
],
|
|
"time": 163.84156137518585,
|
|
"param": [
|
|
{
|
|
"p": 0.0560363307595253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059155575931072235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07196023315191269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0825904905796051,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05397339165210724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06943632662296295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09169746935367584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07809286564588547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07695876806974411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06366415321826935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07297654449939728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08398210257291794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09781002253293991,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04166572168469429,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 4.233500003814697,
|
|
"val_loss": 2.7658214569091797,
|
|
"acc": 36.56,
|
|
"f1": [
|
|
0.6050419211387634,
|
|
0.390243798494339,
|
|
0.3265305161476135,
|
|
0.18320602178573608,
|
|
0.19393931329250336,
|
|
0.24875615537166595,
|
|
0.3522725999355316,
|
|
0.3478260338306427,
|
|
0.3999998867511749,
|
|
0.45121943950653076,
|
|
0.10606056451797485,
|
|
0.2659573554992676,
|
|
0.2840908169746399,
|
|
0.24637673795223236,
|
|
0.21301770210266113,
|
|
0.24999991059303284,
|
|
0.3208555281162262,
|
|
0.57297283411026,
|
|
0.34224584698677063,
|
|
0.3478259742259979,
|
|
0.6139533519744873,
|
|
0.5348836779594421,
|
|
0.3468207120895386,
|
|
0.562211811542511,
|
|
0.655737578868866,
|
|
0.2436547577381134,
|
|
0.2464454174041748,
|
|
0.22535204887390137,
|
|
0.42342329025268555,
|
|
0.2999999225139618,
|
|
0.36111101508140564,
|
|
0.3604239225387573,
|
|
0.3976607024669647,
|
|
0.34615373611450195,
|
|
0.4186045527458191,
|
|
0.14285708963871002,
|
|
0.2962961792945862,
|
|
0.15789467096328735,
|
|
0.24999991059303284,
|
|
0.5139663219451904,
|
|
0.3070864975452423,
|
|
0.6082472205162048,
|
|
0.27272719144821167,
|
|
0.31372538208961487,
|
|
0.22377613186836243,
|
|
0.210526242852211,
|
|
0.1951218843460083,
|
|
0.45637577772140503,
|
|
0.5312498211860657,
|
|
0.4170615077018738,
|
|
0.22222213447093964,
|
|
0.34666651487350464,
|
|
0.3552630543708801,
|
|
0.5593868494033813,
|
|
0.5113635063171387,
|
|
0.10596020519733429,
|
|
0.47843125462532043,
|
|
0.3603602349758148,
|
|
0.35744670033454895,
|
|
0.3389829397201538,
|
|
0.6724889278411865,
|
|
0.48205116391181946,
|
|
0.46242761611938477,
|
|
0.4161849021911621,
|
|
0.22471901774406433,
|
|
0.24999989569187164,
|
|
0.2176164984703064,
|
|
0.28571420907974243,
|
|
0.6356588006019592,
|
|
0.4966442286968231,
|
|
0.39106133580207825,
|
|
0.5811319947242737,
|
|
0.1509433388710022,
|
|
0.362318754196167,
|
|
0.2105262577533722,
|
|
0.6305417418479919,
|
|
0.6169153451919556,
|
|
0.14285707473754883,
|
|
0.14906825125217438,
|
|
0.3169397711753845,
|
|
0.16923071444034576,
|
|
0.3111110329627991,
|
|
0.6666665077209473,
|
|
0.3495934009552002,
|
|
0.25730982422828674,
|
|
0.40170925855636597,
|
|
0.40384599566459656,
|
|
0.4083768427371979,
|
|
0.09448814392089844,
|
|
0.3999999165534973,
|
|
0.275229275226593,
|
|
0.526829183101654,
|
|
0.19867542386054993,
|
|
0.2095237374305725,
|
|
0.5671641230583191,
|
|
0.474226713180542,
|
|
0.29508185386657715,
|
|
0.3269230127334595,
|
|
0.1544714868068695,
|
|
0.3272726535797119
|
|
],
|
|
"time": 163.50435348786414,
|
|
"param": [
|
|
{
|
|
"p": 0.05678717419505119,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048568177968263626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06378626078367233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06645406037569046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08042793720960617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06292231380939484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09771505743265152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0897461399435997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07628538459539413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05700894445180893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07448799908161163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08730757236480713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09215307235717773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0463499017059803,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 3.8645365238189697,
|
|
"val_loss": 2.669203758239746,
|
|
"acc": 36.36,
|
|
"f1": [
|
|
0.704545259475708,
|
|
0.4339621663093567,
|
|
0.26519328355789185,
|
|
0.213483065366745,
|
|
0.22988496720790863,
|
|
0.2796609401702881,
|
|
0.3431951701641083,
|
|
0.3917524814605713,
|
|
0.36458322405815125,
|
|
0.4810125231742859,
|
|
0.14012733101844788,
|
|
0.2603549063205719,
|
|
0.3386242389678955,
|
|
0.23350247740745544,
|
|
0.2105262726545334,
|
|
0.208791121840477,
|
|
0.37288129329681396,
|
|
0.49402377009391785,
|
|
0.37373724579811096,
|
|
0.3135133981704712,
|
|
0.5400842428207397,
|
|
0.5377357006072998,
|
|
0.34977567195892334,
|
|
0.5882351398468018,
|
|
0.6410255432128906,
|
|
0.26086950302124023,
|
|
0.29523801803588867,
|
|
0.2288556545972824,
|
|
0.39090898633003235,
|
|
0.28699544072151184,
|
|
0.31746023893356323,
|
|
0.3878786563873291,
|
|
0.32911381125450134,
|
|
0.32183900475502014,
|
|
0.3464565873146057,
|
|
0.17679551243782043,
|
|
0.32748526334762573,
|
|
0.19913412630558014,
|
|
0.25870639085769653,
|
|
0.5464479923248291,
|
|
0.37426888942718506,
|
|
0.5150213837623596,
|
|
0.24218744039535522,
|
|
0.32214754819869995,
|
|
0.20408156514167786,
|
|
0.22727267444133759,
|
|
0.23809516429901123,
|
|
0.5299144387245178,
|
|
0.5283017754554749,
|
|
0.3483870029449463,
|
|
0.21296289563179016,
|
|
0.32034626603126526,
|
|
0.5026736855506897,
|
|
0.6140349507331848,
|
|
0.49484527111053467,
|
|
0.11666660755872726,
|
|
0.5175436735153198,
|
|
0.33121007680892944,
|
|
0.3295879364013672,
|
|
0.3351954519748688,
|
|
0.6588233709335327,
|
|
0.4606740176677704,
|
|
0.45161277055740356,
|
|
0.38356152176856995,
|
|
0.12222215533256531,
|
|
0.22297292947769165,
|
|
0.21978017687797546,
|
|
0.32748526334762573,
|
|
0.6556015014648438,
|
|
0.5822783708572388,
|
|
0.44651150703430176,
|
|
0.6310158967971802,
|
|
0.08510632067918777,
|
|
0.28272244334220886,
|
|
0.17834389209747314,
|
|
0.4982205331325531,
|
|
0.6799998879432678,
|
|
0.22093015909194946,
|
|
0.20111726224422455,
|
|
0.2676055133342743,
|
|
0.154929518699646,
|
|
0.274073988199234,
|
|
0.6387433409690857,
|
|
0.3820223808288574,
|
|
0.2830187678337097,
|
|
0.41666656732559204,
|
|
0.3926939368247986,
|
|
0.39195966720581055,
|
|
0.14545448124408722,
|
|
0.4050632119178772,
|
|
0.2797201871871948,
|
|
0.5399999022483826,
|
|
0.15789468586444855,
|
|
0.1857142299413681,
|
|
0.5257730484008789,
|
|
0.40397343039512634,
|
|
0.2954544425010681,
|
|
0.3793102502822876,
|
|
0.11538457125425339,
|
|
0.4162435233592987
|
|
],
|
|
"time": 163.8213173756376,
|
|
"param": [
|
|
{
|
|
"p": 0.058482106775045395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05356750637292862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06415436416864395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07470797747373581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08687280863523483,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05998898297548294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0798475593328476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08686896413564682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0779816210269928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06138821691274643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07288315147161484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.074447862803936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10123707354068756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04757172614336014,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 3.1678218841552734,
|
|
"val_loss": 2.7656185626983643,
|
|
"acc": 36.51,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.4242422580718994,
|
|
0.2914979159832001,
|
|
0.2815532982349396,
|
|
0.1818181276321411,
|
|
0.2745097279548645,
|
|
0.34862375259399414,
|
|
0.40517228841781616,
|
|
0.35897424817085266,
|
|
0.466666579246521,
|
|
0.14634139835834503,
|
|
0.23300965130329132,
|
|
0.3493449091911316,
|
|
0.26600977778434753,
|
|
0.28310492634773254,
|
|
0.21978014707565308,
|
|
0.3373492956161499,
|
|
0.5106382369995117,
|
|
0.38888877630233765,
|
|
0.2616821527481079,
|
|
0.5990337133407593,
|
|
0.48854950070381165,
|
|
0.3516482412815094,
|
|
0.5644170045852661,
|
|
0.6106193661689758,
|
|
0.2525251507759094,
|
|
0.2564101815223694,
|
|
0.28571420907974243,
|
|
0.4056602716445923,
|
|
0.28310492634773254,
|
|
0.3524903655052185,
|
|
0.3121386468410492,
|
|
0.31932762265205383,
|
|
0.2980768382549286,
|
|
0.38914018869400024,
|
|
0.13100433349609375,
|
|
0.39520949125289917,
|
|
0.23529407382011414,
|
|
0.23448269069194794,
|
|
0.5031445622444153,
|
|
0.3285022974014282,
|
|
0.5925924777984619,
|
|
0.3157893717288971,
|
|
0.36956506967544556,
|
|
0.20289847254753113,
|
|
0.21505369246006012,
|
|
0.2436547577381134,
|
|
0.5099998712539673,
|
|
0.5367964506149292,
|
|
0.40637436509132385,
|
|
0.23312875628471375,
|
|
0.26484012603759766,
|
|
0.5922329425811768,
|
|
0.5784311890602112,
|
|
0.49565204977989197,
|
|
0.1282050609588623,
|
|
0.5233643651008606,
|
|
0.37333324551582336,
|
|
0.40206170082092285,
|
|
0.34972667694091797,
|
|
0.7070705890655518,
|
|
0.41666656732559204,
|
|
0.43333321809768677,
|
|
0.3977271616458893,
|
|
0.09756092727184296,
|
|
0.24390237033367157,
|
|
0.2529643774032593,
|
|
0.30303019285202026,
|
|
0.6499997973442078,
|
|
0.5418325662612915,
|
|
0.3537413775920868,
|
|
0.6046510338783264,
|
|
0.13664589822292328,
|
|
0.2643677294254303,
|
|
0.23030294477939606,
|
|
0.6046510338783264,
|
|
0.6570047736167908,
|
|
0.16666661202907562,
|
|
0.17931029200553894,
|
|
0.29906532168388367,
|
|
0.1965811401605606,
|
|
0.321428507566452,
|
|
0.6516852378845215,
|
|
0.40160635113716125,
|
|
0.28571420907974243,
|
|
0.43093910813331604,
|
|
0.3957218527793884,
|
|
0.3636362552642822,
|
|
0.18536579608917236,
|
|
0.3688523471355438,
|
|
0.2944161295890808,
|
|
0.5485712885856628,
|
|
0.18181811273097992,
|
|
0.253807008266449,
|
|
0.5380709171295166,
|
|
0.43523305654525757,
|
|
0.3421051502227783,
|
|
0.39784935116767883,
|
|
0.09815943986177444,
|
|
0.3809523284435272
|
|
],
|
|
"time": 162.9579118033871,
|
|
"param": [
|
|
{
|
|
"p": 0.05357033759355545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05555371940135956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06563922017812729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07263721525669098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07776016741991043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047878775745630264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08690378069877625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09603588283061981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09114041924476624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06479179859161377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059039004147052765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07880537956953049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09735111147165298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052893172949552536,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 3.152867078781128,
|
|
"val_loss": 2.7838423252105713,
|
|
"acc": 36.08,
|
|
"f1": [
|
|
0.6702126860618591,
|
|
0.4114284813404083,
|
|
0.3301886022090912,
|
|
0.21874994039535522,
|
|
0.1855669468641281,
|
|
0.19607838988304138,
|
|
0.3435581922531128,
|
|
0.4249998927116394,
|
|
0.36123335361480713,
|
|
0.43786972761154175,
|
|
0.1656804084777832,
|
|
0.2624998986721039,
|
|
0.3290042281150818,
|
|
0.2695034444332123,
|
|
0.2547169029712677,
|
|
0.21958452463150024,
|
|
0.3555554449558258,
|
|
0.43902432918548584,
|
|
0.3817426860332489,
|
|
0.2774565517902374,
|
|
0.5963301062583923,
|
|
0.492890864610672,
|
|
0.33684200048446655,
|
|
0.5913977026939392,
|
|
0.6513760089874268,
|
|
0.22784802317619324,
|
|
0.2702701687812805,
|
|
0.25510191917419434,
|
|
0.37305691838264465,
|
|
0.2797926664352417,
|
|
0.3636362552642822,
|
|
0.3943660855293274,
|
|
0.3598325252532959,
|
|
0.3076922297477722,
|
|
0.3706895411014557,
|
|
0.10714280605316162,
|
|
0.37446799874305725,
|
|
0.21455931663513184,
|
|
0.22459883987903595,
|
|
0.5310733318328857,
|
|
0.29464277625083923,
|
|
0.5267488360404968,
|
|
0.2673795819282532,
|
|
0.3424123525619507,
|
|
0.15228420495986938,
|
|
0.2514968812465668,
|
|
0.16766461730003357,
|
|
0.502923846244812,
|
|
0.5894736051559448,
|
|
0.36904752254486084,
|
|
0.21390368044376373,
|
|
0.28820955753326416,
|
|
0.5849055051803589,
|
|
0.5398228764533997,
|
|
0.5643563270568848,
|
|
0.10909084975719452,
|
|
0.4980543851852417,
|
|
0.35359105467796326,
|
|
0.3905324339866638,
|
|
0.31914883852005005,
|
|
0.6702701449394226,
|
|
0.43749985098838806,
|
|
0.4331209361553192,
|
|
0.3999998867511749,
|
|
0.1142856702208519,
|
|
0.24242417514324188,
|
|
0.17857138812541962,
|
|
0.2944784462451935,
|
|
0.6899562478065491,
|
|
0.566929042339325,
|
|
0.3675675094127655,
|
|
0.587755024433136,
|
|
0.16666659712791443,
|
|
0.3478259742259979,
|
|
0.15384608507156372,
|
|
0.6168223023414612,
|
|
0.5829595327377319,
|
|
0.1754385232925415,
|
|
0.25777769088745117,
|
|
0.2575756907463074,
|
|
0.17085421085357666,
|
|
0.3482586145401001,
|
|
0.6197181344032288,
|
|
0.32820504903793335,
|
|
0.30232545733451843,
|
|
0.4123710095882416,
|
|
0.366812139749527,
|
|
0.39999985694885254,
|
|
0.18285706639289856,
|
|
0.38216549158096313,
|
|
0.2976743280887604,
|
|
0.5217390656471252,
|
|
0.25510191917419434,
|
|
0.1764705330133438,
|
|
0.595959484577179,
|
|
0.419999897480011,
|
|
0.32142847776412964,
|
|
0.31730762124061584,
|
|
0.14678892493247986,
|
|
0.3723403513431549
|
|
],
|
|
"time": 164.16136665455997,
|
|
"param": [
|
|
{
|
|
"p": 0.04077855125069618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05031098425388336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08024374395608902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08067053556442261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08558355271816254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05913477763533592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09205415099859238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08800417929887772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08254007995128632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04435449466109276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07907804846763611,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08260281383991241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09187387675046921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04277026653289795,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 3.7782070636749268,
|
|
"val_loss": 2.844270944595337,
|
|
"acc": 36.29,
|
|
"f1": [
|
|
0.6442306041717529,
|
|
0.3842363655567169,
|
|
0.3199998736381531,
|
|
0.20987647771835327,
|
|
0.1809523105621338,
|
|
0.24277448654174805,
|
|
0.34615373611450195,
|
|
0.42682915925979614,
|
|
0.38674020767211914,
|
|
0.4615383446216583,
|
|
0.18497103452682495,
|
|
0.251428484916687,
|
|
0.32034626603126526,
|
|
0.2705313265323639,
|
|
0.20833326876163483,
|
|
0.1866665780544281,
|
|
0.2935778796672821,
|
|
0.4632767140865326,
|
|
0.38983041048049927,
|
|
0.280373752117157,
|
|
0.6483515501022339,
|
|
0.5271317362785339,
|
|
0.3626372814178467,
|
|
0.529999852180481,
|
|
0.7195766568183899,
|
|
0.30065348744392395,
|
|
0.2583731412887573,
|
|
0.2297871857881546,
|
|
0.38095229864120483,
|
|
0.3148147463798523,
|
|
0.4210525155067444,
|
|
0.4069766402244568,
|
|
0.30769219994544983,
|
|
0.309859037399292,
|
|
0.3470318615436554,
|
|
0.14473678171634674,
|
|
0.30100327730178833,
|
|
0.19393931329250336,
|
|
0.236453115940094,
|
|
0.5317917466163635,
|
|
0.33502528071403503,
|
|
0.6041665077209473,
|
|
0.2869197428226471,
|
|
0.3574143946170807,
|
|
0.19999991357326508,
|
|
0.22666659951210022,
|
|
0.2288556545972824,
|
|
0.4878047704696655,
|
|
0.5066665410995483,
|
|
0.4301074147224426,
|
|
0.17840369045734406,
|
|
0.3157894015312195,
|
|
0.6009388566017151,
|
|
0.5595853924751282,
|
|
0.5133689045906067,
|
|
0.11904755234718323,
|
|
0.594594419002533,
|
|
0.4041449725627899,
|
|
0.35398221015930176,
|
|
0.3675675094127655,
|
|
0.6565654873847961,
|
|
0.4624998867511749,
|
|
0.42639580368995667,
|
|
0.37499991059303284,
|
|
0.12941168248653412,
|
|
0.16793887317180634,
|
|
0.15706801414489746,
|
|
0.29166656732559204,
|
|
0.6831682324409485,
|
|
0.5701355934143066,
|
|
0.4311376214027405,
|
|
0.53608238697052,
|
|
0.10256403684616089,
|
|
0.3859647810459137,
|
|
0.19374994933605194,
|
|
0.5922329425811768,
|
|
0.6399998664855957,
|
|
0.17391295731067657,
|
|
0.24358965456485748,
|
|
0.31764698028564453,
|
|
0.210526242852211,
|
|
0.28846150636672974,
|
|
0.6351930499076843,
|
|
0.35359105467796326,
|
|
0.2697673439979553,
|
|
0.45535701513290405,
|
|
0.4292682111263275,
|
|
0.35416656732559204,
|
|
0.13422814011573792,
|
|
0.4271843731403351,
|
|
0.2899627387523651,
|
|
0.5238093733787537,
|
|
0.20731700956821442,
|
|
0.18881115317344666,
|
|
0.5846152901649475,
|
|
0.40624988079071045,
|
|
0.3454544246196747,
|
|
0.33939382433891296,
|
|
0.17161712050437927,
|
|
0.35643553733825684
|
|
],
|
|
"time": 162.0033110147342,
|
|
"param": [
|
|
{
|
|
"p": 0.052905336022377014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05016298592090607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055964983999729156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07558639347553253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08084866404533386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06847832351922989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08999697118997574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08752170950174332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08835078775882721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053603075444698334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07344546914100647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07663366198539734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09706950932741165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04943206161260605,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 3.5626487731933594,
|
|
"val_loss": 2.8006081581115723,
|
|
"acc": 36.9,
|
|
"f1": [
|
|
0.6435642242431641,
|
|
0.4413144290447235,
|
|
0.34254133701324463,
|
|
0.213483065366745,
|
|
0.1729728877544403,
|
|
0.22907482087612152,
|
|
0.331034392118454,
|
|
0.3934425115585327,
|
|
0.3696681261062622,
|
|
0.4624998867511749,
|
|
0.1558440923690796,
|
|
0.280898779630661,
|
|
0.3522725999355316,
|
|
0.20858889818191528,
|
|
0.24418595433235168,
|
|
0.20487797260284424,
|
|
0.3091786503791809,
|
|
0.5595853924751282,
|
|
0.3699999153614044,
|
|
0.30939218401908875,
|
|
0.5343510508537292,
|
|
0.5241934061050415,
|
|
0.3707864284515381,
|
|
0.5423727631568909,
|
|
0.6857141256332397,
|
|
0.24285705387592316,
|
|
0.29139062762260437,
|
|
0.22988496720790863,
|
|
0.4277455508708954,
|
|
0.3131312429904938,
|
|
0.38502663373947144,
|
|
0.3763065040111542,
|
|
0.3426293730735779,
|
|
0.3771427571773529,
|
|
0.390243798494339,
|
|
0.12345672398805618,
|
|
0.3625729978084564,
|
|
0.2366863340139389,
|
|
0.2456139624118805,
|
|
0.48888877034187317,
|
|
0.257234662771225,
|
|
0.5671641230583191,
|
|
0.2562277019023895,
|
|
0.3699999153614044,
|
|
0.20920497179031372,
|
|
0.23611101508140564,
|
|
0.24418595433235168,
|
|
0.49019595980644226,
|
|
0.46551719307899475,
|
|
0.39999985694885254,
|
|
0.24358965456485748,
|
|
0.3522011637687683,
|
|
0.5303866267204285,
|
|
0.5668014883995056,
|
|
0.5546217560768127,
|
|
0.10471197962760925,
|
|
0.5592415928840637,
|
|
0.3364485204219818,
|
|
0.41148313879966736,
|
|
0.32748526334762573,
|
|
0.7181816697120667,
|
|
0.5048542022705078,
|
|
0.4725273549556732,
|
|
0.382978618144989,
|
|
0.16883111000061035,
|
|
0.23628684878349304,
|
|
0.1855669468641281,
|
|
0.2644627094268799,
|
|
0.696078360080719,
|
|
0.5617020726203918,
|
|
0.4249998927116394,
|
|
0.579710066318512,
|
|
0.12962956726551056,
|
|
0.3999998867511749,
|
|
0.15999993681907654,
|
|
0.5559844970703125,
|
|
0.6735749840736389,
|
|
0.15384608507156372,
|
|
0.20491798222064972,
|
|
0.32214754819869995,
|
|
0.20571422576904297,
|
|
0.28762534260749817,
|
|
0.6596857309341431,
|
|
0.38095229864120483,
|
|
0.2758619785308838,
|
|
0.3793102204799652,
|
|
0.41071420907974243,
|
|
0.4093022048473358,
|
|
0.13483139872550964,
|
|
0.3726707398891449,
|
|
0.3301886022090912,
|
|
0.45248857140541077,
|
|
0.26041656732559204,
|
|
0.17964066565036774,
|
|
0.5309733152389526,
|
|
0.423912912607193,
|
|
0.3152708411216736,
|
|
0.3794870972633362,
|
|
0.13756607472896576,
|
|
0.37349388003349304
|
|
],
|
|
"time": 165.9321455489844,
|
|
"param": [
|
|
{
|
|
"p": 0.05982523038983345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05677497386932373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05672704800963402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07001479715108871,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06920631974935532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07189022749662399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08871167153120041,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08265016973018646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0858071967959404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06155255064368248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059616345912218094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0912199541926384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10595407336950302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04004943370819092,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 3.4008054733276367,
|
|
"val_loss": 2.5827102661132812,
|
|
"acc": 36.86,
|
|
"f1": [
|
|
0.716577410697937,
|
|
0.393063485622406,
|
|
0.3036303222179413,
|
|
0.21714277565479279,
|
|
0.17171710729599,
|
|
0.2909089922904968,
|
|
0.3209875524044037,
|
|
0.4195120930671692,
|
|
0.3275861144065857,
|
|
0.45555540919303894,
|
|
0.12413787841796875,
|
|
0.2288556545972824,
|
|
0.35714274644851685,
|
|
0.2010049670934677,
|
|
0.23529402911663055,
|
|
0.23423415422439575,
|
|
0.35121941566467285,
|
|
0.5296802520751953,
|
|
0.34977567195892334,
|
|
0.29292917251586914,
|
|
0.7005648612976074,
|
|
0.5384615063667297,
|
|
0.3399999141693115,
|
|
0.5414846539497375,
|
|
0.6914892196655273,
|
|
0.23287664353847504,
|
|
0.2553190588951111,
|
|
0.2677823603153229,
|
|
0.3793102204799652,
|
|
0.3157894015312195,
|
|
0.4111110270023346,
|
|
0.4045800566673279,
|
|
0.3398691415786743,
|
|
0.2983424663543701,
|
|
0.3619908392429352,
|
|
0.15555550158023834,
|
|
0.35675665736198425,
|
|
0.2272726446390152,
|
|
0.24161066114902496,
|
|
0.5324673652648926,
|
|
0.31489354372024536,
|
|
0.5523808598518372,
|
|
0.27678564190864563,
|
|
0.387096643447876,
|
|
0.22966498136520386,
|
|
0.24999989569187164,
|
|
0.24050623178482056,
|
|
0.5045870542526245,
|
|
0.534031331539154,
|
|
0.4595744013786316,
|
|
0.2061854749917984,
|
|
0.30833324790000916,
|
|
0.5945944786071777,
|
|
0.5714284181594849,
|
|
0.5870645046234131,
|
|
0.1240309551358223,
|
|
0.529999852180481,
|
|
0.3636362850666046,
|
|
0.37563440203666687,
|
|
0.33333319425582886,
|
|
0.7068964242935181,
|
|
0.46153831481933594,
|
|
0.44444429874420166,
|
|
0.3592231869697571,
|
|
0.1451612412929535,
|
|
0.28971952199935913,
|
|
0.14765094220638275,
|
|
0.32804223895072937,
|
|
0.7093595266342163,
|
|
0.5730335712432861,
|
|
0.44976064562797546,
|
|
0.56043940782547,
|
|
0.13559316098690033,
|
|
0.348314493894577,
|
|
0.1798941045999527,
|
|
0.5526314973831177,
|
|
0.6255505681037903,
|
|
0.1694914698600769,
|
|
0.2357722967863083,
|
|
0.2898549735546112,
|
|
0.19801974296569824,
|
|
0.26548662781715393,
|
|
0.5964910984039307,
|
|
0.35051536560058594,
|
|
0.2702701687812805,
|
|
0.4232803285121918,
|
|
0.4330707788467407,
|
|
0.3981899321079254,
|
|
0.18404902517795563,
|
|
0.35398221015930176,
|
|
0.28671321272850037,
|
|
0.5273630023002625,
|
|
0.18999992311000824,
|
|
0.23111103475093842,
|
|
0.5345621109008789,
|
|
0.4509802758693695,
|
|
0.3290042281150818,
|
|
0.32432422041893005,
|
|
0.13749992847442627,
|
|
0.38888877630233765
|
|
],
|
|
"time": 162.77847822755575,
|
|
"param": [
|
|
{
|
|
"p": 0.05536222457885742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05116105452179909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0667518824338913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07486450672149658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07266462594270706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06524592638015747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08992299437522888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09258875995874405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0798204243183136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059184033423662186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07332154363393784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06892716139554977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09296064078807831,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057224251329898834,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 3.2929484844207764,
|
|
"val_loss": 2.711519479751587,
|
|
"acc": 36.87,
|
|
"f1": [
|
|
0.5999999046325684,
|
|
0.3976607024669647,
|
|
0.26573416590690613,
|
|
0.2345678210258484,
|
|
0.13017743825912476,
|
|
0.2378377616405487,
|
|
0.3714284896850586,
|
|
0.3551400303840637,
|
|
0.403755784034729,
|
|
0.44444429874420166,
|
|
0.1282050609588623,
|
|
0.25125616788864136,
|
|
0.33802807331085205,
|
|
0.1985815018415451,
|
|
0.25668442249298096,
|
|
0.22935770452022552,
|
|
0.3707316219806671,
|
|
0.477272629737854,
|
|
0.3583814203739166,
|
|
0.3131312429904938,
|
|
0.5702126026153564,
|
|
0.5271965861320496,
|
|
0.3557691276073456,
|
|
0.5306121110916138,
|
|
0.6070037484169006,
|
|
0.23364479839801788,
|
|
0.2547169029712677,
|
|
0.23460403084754944,
|
|
0.4036695957183838,
|
|
0.29931965470314026,
|
|
0.37499991059303284,
|
|
0.3999998867511749,
|
|
0.3232322335243225,
|
|
0.3463686406612396,
|
|
0.3940885663032532,
|
|
0.177215114235878,
|
|
0.35193121433258057,
|
|
0.19791658222675323,
|
|
0.27649760246276855,
|
|
0.5502644181251526,
|
|
0.3459458649158478,
|
|
0.5283017754554749,
|
|
0.26455017924308777,
|
|
0.3587442934513092,
|
|
0.251082181930542,
|
|
0.24137921631336212,
|
|
0.22797919809818268,
|
|
0.48034927248954773,
|
|
0.5837836861610413,
|
|
0.4466018080711365,
|
|
0.21874994039535522,
|
|
0.3433475196361542,
|
|
0.5660375952720642,
|
|
0.5410627126693726,
|
|
0.5388599634170532,
|
|
0.11173177510499954,
|
|
0.542713463306427,
|
|
0.4108106791973114,
|
|
0.3983050286769867,
|
|
0.37894728779792786,
|
|
0.742574155330658,
|
|
0.4487178325653076,
|
|
0.4277455508708954,
|
|
0.34586456418037415,
|
|
0.15209119021892548,
|
|
0.24539868533611298,
|
|
0.20300747454166412,
|
|
0.33333322405815125,
|
|
0.6837605237960815,
|
|
0.6122447848320007,
|
|
0.4125559628009796,
|
|
0.642857015132904,
|
|
0.12738847732543945,
|
|
0.390243798494339,
|
|
0.152671679854393,
|
|
0.6169153451919556,
|
|
0.6451612114906311,
|
|
0.1656804084777832,
|
|
0.19999992847442627,
|
|
0.32195112109184265,
|
|
0.19230762124061584,
|
|
0.24186037480831146,
|
|
0.6231154203414917,
|
|
0.29813653230667114,
|
|
0.24999992549419403,
|
|
0.41818171739578247,
|
|
0.4466018080711365,
|
|
0.4226802885532379,
|
|
0.15999993681907654,
|
|
0.3797467052936554,
|
|
0.3278687596321106,
|
|
0.4736841320991516,
|
|
0.2424241602420807,
|
|
0.1818181276321411,
|
|
0.5795453190803528,
|
|
0.42708319425582886,
|
|
0.3314915895462036,
|
|
0.3106059730052948,
|
|
0.10416660457849503,
|
|
0.3974357545375824
|
|
],
|
|
"time": 163.82875882927328,
|
|
"param": [
|
|
{
|
|
"p": 0.061117712408304214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0535241961479187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0685328021645546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07970667630434036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07712510973215103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06640870869159698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08995015174150467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06813179701566696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08098364621400833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05295815318822861,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07083563506603241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07986652106046677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10300794988870621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04785095900297165,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 2.90493106842041,
|
|
"val_loss": 2.684887409210205,
|
|
"acc": 36.71,
|
|
"f1": [
|
|
0.6934671998023987,
|
|
0.4158414602279663,
|
|
0.26728102564811707,
|
|
0.2264150083065033,
|
|
0.18726585805416107,
|
|
0.25396817922592163,
|
|
0.33333322405815125,
|
|
0.3636362850666046,
|
|
0.3699999153614044,
|
|
0.4365480840206146,
|
|
0.14634139835834503,
|
|
0.19791658222675323,
|
|
0.32911381125450134,
|
|
0.2824857831001282,
|
|
0.2758620083332062,
|
|
0.2148759663105011,
|
|
0.3265305161476135,
|
|
0.5472635626792908,
|
|
0.32624104619026184,
|
|
0.31818172335624695,
|
|
0.5999999046325684,
|
|
0.4732823669910431,
|
|
0.3736262619495392,
|
|
0.5057469606399536,
|
|
0.6272726058959961,
|
|
0.2553190588951111,
|
|
0.289308100938797,
|
|
0.30392149090766907,
|
|
0.40718549489974976,
|
|
0.3522725999355316,
|
|
0.3543306291103363,
|
|
0.40740731358528137,
|
|
0.34554967284202576,
|
|
0.3586955666542053,
|
|
0.3593749403953552,
|
|
0.08805025368928909,
|
|
0.3409090042114258,
|
|
0.29959505796432495,
|
|
0.2810809910297394,
|
|
0.47798728942871094,
|
|
0.2959999144077301,
|
|
0.5321099162101746,
|
|
0.2746780216693878,
|
|
0.3665337860584259,
|
|
0.16774186491966248,
|
|
0.2547769844532013,
|
|
0.2192690670490265,
|
|
0.48453593254089355,
|
|
0.5740739107131958,
|
|
0.45714277029037476,
|
|
0.2091502547264099,
|
|
0.3699420988559723,
|
|
0.5197739005088806,
|
|
0.5440612435340881,
|
|
0.5730335712432861,
|
|
0.12162157148122787,
|
|
0.4727271497249603,
|
|
0.3977271616458893,
|
|
0.35294109582901,
|
|
0.29943495988845825,
|
|
0.70588219165802,
|
|
0.4799998700618744,
|
|
0.45132729411125183,
|
|
0.3703702688217163,
|
|
0.18791939318180084,
|
|
0.2535210847854614,
|
|
0.19889496266841888,
|
|
0.2820512056350708,
|
|
0.747572660446167,
|
|
0.4832214415073395,
|
|
0.39795905351638794,
|
|
0.5887848734855652,
|
|
0.15384608507156372,
|
|
0.39473670721054077,
|
|
0.22352932393550873,
|
|
0.6210044622421265,
|
|
0.6422017216682434,
|
|
0.2094240039587021,
|
|
0.19999994337558746,
|
|
0.3370785713195801,
|
|
0.19101116061210632,
|
|
0.22222214937210083,
|
|
0.633333146572113,
|
|
0.3411763310432434,
|
|
0.23076915740966797,
|
|
0.425531804561615,
|
|
0.3931623101234436,
|
|
0.37885454297065735,
|
|
0.1835748255252838,
|
|
0.396624356508255,
|
|
0.36158180236816406,
|
|
0.47393354773521423,
|
|
0.1290322095155716,
|
|
0.2264150232076645,
|
|
0.5517240166664124,
|
|
0.5048542022705078,
|
|
0.2906976044178009,
|
|
0.393063485622406,
|
|
0.18064510822296143,
|
|
0.3516482412815094
|
|
],
|
|
"time": 161.17527906503528,
|
|
"param": [
|
|
{
|
|
"p": 0.04591440409421921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05695014446973801,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06663637608289719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07872389256954193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07145383954048157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0647166296839714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0940190851688385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08377000689506531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08330092579126358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05891326069831848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06877139955759048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08562260866165161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09059353172779083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05061395466327667,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 3.7879393100738525,
|
|
"val_loss": 2.942139148712158,
|
|
"acc": 35.95,
|
|
"f1": [
|
|
0.6702126860618591,
|
|
0.42452818155288696,
|
|
0.2999998927116394,
|
|
0.206060528755188,
|
|
0.14960624277591705,
|
|
0.28787872195243835,
|
|
0.3617020547389984,
|
|
0.4226802885532379,
|
|
0.36686381697654724,
|
|
0.4123710095882416,
|
|
0.13333328068256378,
|
|
0.2583332359790802,
|
|
0.3659573495388031,
|
|
0.26900574564933777,
|
|
0.20634911954402924,
|
|
0.18811874091625214,
|
|
0.37426888942718506,
|
|
0.5120771527290344,
|
|
0.3134327232837677,
|
|
0.27049171924591064,
|
|
0.6310158967971802,
|
|
0.49999988079071045,
|
|
0.331707239151001,
|
|
0.5092591643333435,
|
|
0.563909649848938,
|
|
0.27118635177612305,
|
|
0.2564101815223694,
|
|
0.2736841142177582,
|
|
0.39520949125289917,
|
|
0.30232545733451843,
|
|
0.3826086223125458,
|
|
0.4088887572288513,
|
|
0.25531908869743347,
|
|
0.28571417927742004,
|
|
0.38578668236732483,
|
|
0.15999993681907654,
|
|
0.36649200320243835,
|
|
0.1965317279100418,
|
|
0.28712859749794006,
|
|
0.5228756666183472,
|
|
0.32635971903800964,
|
|
0.5247523188591003,
|
|
0.2736841142177582,
|
|
0.3716813027858734,
|
|
0.16049376130104065,
|
|
0.23655906319618225,
|
|
0.20930226147174835,
|
|
0.5357141494750977,
|
|
0.5229355692863464,
|
|
0.36426109075546265,
|
|
0.1818181276321411,
|
|
0.264406681060791,
|
|
0.5882351398468018,
|
|
0.5769229531288147,
|
|
0.5208331942558289,
|
|
0.0816325917840004,
|
|
0.49999988079071045,
|
|
0.32835814356803894,
|
|
0.37563440203666687,
|
|
0.35294109582901,
|
|
0.7090908288955688,
|
|
0.4819276034832001,
|
|
0.48309168219566345,
|
|
0.3723403513431549,
|
|
0.16091948747634888,
|
|
0.20437948405742645,
|
|
0.1734103411436081,
|
|
0.22058817744255066,
|
|
0.6999998688697815,
|
|
0.5422221422195435,
|
|
0.44559577107429504,
|
|
0.5791853666305542,
|
|
0.11702121049165726,
|
|
0.38043469190597534,
|
|
0.14864858984947205,
|
|
0.5369648933410645,
|
|
0.6745560765266418,
|
|
0.09374994784593582,
|
|
0.21052628755569458,
|
|
0.3265305459499359,
|
|
0.19354835152626038,
|
|
0.30496448278427124,
|
|
0.6666665077209473,
|
|
0.382978618144989,
|
|
0.28742504119873047,
|
|
0.3879309296607971,
|
|
0.4186045527458191,
|
|
0.37623751163482666,
|
|
0.12987005710601807,
|
|
0.3999998867511749,
|
|
0.2621358335018158,
|
|
0.48447185754776,
|
|
0.18840573728084564,
|
|
0.1898733526468277,
|
|
0.5473682880401611,
|
|
0.4675323963165283,
|
|
0.35467973351478577,
|
|
0.3318384885787964,
|
|
0.10204074531793594,
|
|
0.39999985694885254
|
|
],
|
|
"time": 160.46517518442124,
|
|
"param": [
|
|
{
|
|
"p": 0.05597755312919617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04611808806657791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06763576716184616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07039180397987366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07223960757255554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06814271211624146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09247669577598572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08824896067380905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06818132847547531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06547166407108307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130364328622818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08882077038288116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09396941214799881,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051022063940763474,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 3.777883529663086,
|
|
"val_loss": 2.6239004135131836,
|
|
"acc": 36.65,
|
|
"f1": [
|
|
0.6633662581443787,
|
|
0.4594593644142151,
|
|
0.3563217520713806,
|
|
0.19631893932819366,
|
|
0.15384607017040253,
|
|
0.2435423731803894,
|
|
0.39160826802253723,
|
|
0.43049317598342896,
|
|
0.3763439953327179,
|
|
0.47398826479911804,
|
|
0.11688306927680969,
|
|
0.29743579030036926,
|
|
0.36111101508140564,
|
|
0.23923437297344208,
|
|
0.27118635177612305,
|
|
0.22878222167491913,
|
|
0.33939382433891296,
|
|
0.4923075735569,
|
|
0.42857131361961365,
|
|
0.2941175699234009,
|
|
0.6336632370948792,
|
|
0.5080644488334656,
|
|
0.3711339235305786,
|
|
0.5483869910240173,
|
|
0.5972849726676941,
|
|
0.29850736260414124,
|
|
0.2872926890850067,
|
|
0.24372752010822296,
|
|
0.4324323236942291,
|
|
0.30769219994544983,
|
|
0.3999999165534973,
|
|
0.3464565873146057,
|
|
0.35467973351478577,
|
|
0.3474177420139313,
|
|
0.31939154863357544,
|
|
0.17708326876163483,
|
|
0.33755266666412354,
|
|
0.23529404401779175,
|
|
0.24999991059303284,
|
|
0.49999988079071045,
|
|
0.41717782616615295,
|
|
0.613756537437439,
|
|
0.2575106620788574,
|
|
0.35897424817085266,
|
|
0.1494252234697342,
|
|
0.206060528755188,
|
|
0.23157887160778046,
|
|
0.4729062616825104,
|
|
0.5277776718139648,
|
|
0.4210525155067444,
|
|
0.17931029200553894,
|
|
0.30621999502182007,
|
|
0.5897434949874878,
|
|
0.5812807083129883,
|
|
0.49411749839782715,
|
|
0.1028570905327797,
|
|
0.5555554032325745,
|
|
0.3974357545375824,
|
|
0.3459458649158478,
|
|
0.3517586886882782,
|
|
0.6775508522987366,
|
|
0.3921567499637604,
|
|
0.4418603479862213,
|
|
0.3783782720565796,
|
|
0.12371128052473068,
|
|
0.19191910326480865,
|
|
0.12154688686132431,
|
|
0.2886596620082855,
|
|
0.6836733222007751,
|
|
0.6122447848320007,
|
|
0.4537035822868347,
|
|
0.5904760956764221,
|
|
0.13259662687778473,
|
|
0.38392844796180725,
|
|
0.16216209530830383,
|
|
0.6206895112991333,
|
|
0.6565654873847961,
|
|
0.1764705330133438,
|
|
0.2536230981349945,
|
|
0.3248729705810547,
|
|
0.14772720634937286,
|
|
0.2954544425010681,
|
|
0.6815640926361084,
|
|
0.34254133701324463,
|
|
0.25490185618400574,
|
|
0.3496502637863159,
|
|
0.42780739068984985,
|
|
0.32638880610466003,
|
|
0.15909084677696228,
|
|
0.33606547117233276,
|
|
0.3444443643093109,
|
|
0.4788731336593628,
|
|
0.20547938346862793,
|
|
0.16915416717529297,
|
|
0.5304347276687622,
|
|
0.38775497674942017,
|
|
0.34042540192604065,
|
|
0.34817805886268616,
|
|
0.11891885101795197,
|
|
0.4052286446094513
|
|
],
|
|
"time": 164.12267218343914,
|
|
"param": [
|
|
{
|
|
"p": 0.0566808246076107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06633444875478745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06494215875864029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06412891298532486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06669092923402786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07390297204256058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0854872539639473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07655838131904602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08358749747276306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05862191319465637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07054455578327179,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07629712671041489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10236714780330658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053856011480093,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 3.542714834213257,
|
|
"val_loss": 2.5581839084625244,
|
|
"acc": 36.88,
|
|
"f1": [
|
|
0.666666567325592,
|
|
0.4495411515235901,
|
|
0.31249991059303284,
|
|
0.24418595433235168,
|
|
0.1869158148765564,
|
|
0.27083325386047363,
|
|
0.35443025827407837,
|
|
0.4358973205089569,
|
|
0.32520318031311035,
|
|
0.4861876964569092,
|
|
0.13114747405052185,
|
|
0.2580644190311432,
|
|
0.3350784480571747,
|
|
0.21621614694595337,
|
|
0.2672064006328583,
|
|
0.21874994039535522,
|
|
0.3433475196361542,
|
|
0.5132741928100586,
|
|
0.3804876506328583,
|
|
0.27777767181396484,
|
|
0.6249998807907104,
|
|
0.4957263767719269,
|
|
0.38341957330703735,
|
|
0.5057469606399536,
|
|
0.6603772640228271,
|
|
0.2470587193965912,
|
|
0.2807016372680664,
|
|
0.26262614130973816,
|
|
0.4137929677963257,
|
|
0.3314284682273865,
|
|
0.3756905198097229,
|
|
0.4023667275905609,
|
|
0.3064514994621277,
|
|
0.3320156931877136,
|
|
0.40490788221359253,
|
|
0.1891890913248062,
|
|
0.3557691276073456,
|
|
0.2193547934293747,
|
|
0.283950537443161,
|
|
0.49999988079071045,
|
|
0.3151514232158661,
|
|
0.6153844594955444,
|
|
0.27433618903160095,
|
|
0.3076922297477722,
|
|
0.13496926426887512,
|
|
0.26373615860939026,
|
|
0.2559240758419037,
|
|
0.49729716777801514,
|
|
0.5681816935539246,
|
|
0.4191615581512451,
|
|
0.24999988079071045,
|
|
0.3373492956161499,
|
|
0.6086955666542053,
|
|
0.5869563817977905,
|
|
0.5627704858779907,
|
|
0.0980391651391983,
|
|
0.5146197080612183,
|
|
0.38461530208587646,
|
|
0.3999998867511749,
|
|
0.33962252736091614,
|
|
0.6464645266532898,
|
|
0.48888877034187317,
|
|
0.43902432918548584,
|
|
0.38914018869400024,
|
|
0.05970144271850586,
|
|
0.253807008266449,
|
|
0.2399999350309372,
|
|
0.30057793855667114,
|
|
0.6857141852378845,
|
|
0.577777624130249,
|
|
0.3874998986721039,
|
|
0.5984250903129578,
|
|
0.12716756761074066,
|
|
0.41314542293548584,
|
|
0.20408156514167786,
|
|
0.627906858921051,
|
|
0.6766167879104614,
|
|
0.16993455588817596,
|
|
0.22222214937210083,
|
|
0.2147650271654129,
|
|
0.16379304230213165,
|
|
0.30075180530548096,
|
|
0.6990289688110352,
|
|
0.33333322405815125,
|
|
0.2576685845851898,
|
|
0.3559320867061615,
|
|
0.39148926734924316,
|
|
0.45555540919303894,
|
|
0.20444436371326447,
|
|
0.3703702688217163,
|
|
0.24390237033367157,
|
|
0.5136610269546509,
|
|
0.26086944341659546,
|
|
0.25396814942359924,
|
|
0.6231154203414917,
|
|
0.42931926250457764,
|
|
0.3524589240550995,
|
|
0.36180898547172546,
|
|
0.13389115035533905,
|
|
0.34736835956573486
|
|
],
|
|
"time": 165.45991791877896,
|
|
"param": [
|
|
{
|
|
"p": 0.06401510536670685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057566408067941666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07646653056144714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08923658728599548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06952466070652008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05828690901398659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.086257204413414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08239979296922684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06437461823225021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05648331716656685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07209645956754684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07989656925201416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09094603359699249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05244981124997139,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 3.501676559448242,
|
|
"val_loss": 2.6409575939178467,
|
|
"acc": 37.26,
|
|
"f1": [
|
|
0.6767675280570984,
|
|
0.4022345542907715,
|
|
0.251308798789978,
|
|
0.26086947321891785,
|
|
0.17573215067386627,
|
|
0.238805890083313,
|
|
0.3584904372692108,
|
|
0.432748407125473,
|
|
0.32330816984176636,
|
|
0.47236168384552,
|
|
0.035398200154304504,
|
|
0.2485205978155136,
|
|
0.4210525155067444,
|
|
0.2938387989997864,
|
|
0.2603549063205719,
|
|
0.2165604531764984,
|
|
0.36904752254486084,
|
|
0.4950493574142456,
|
|
0.4299998879432678,
|
|
0.2592591643333435,
|
|
0.5714284777641296,
|
|
0.49777767062187195,
|
|
0.34972667694091797,
|
|
0.5621620416641235,
|
|
0.6907215118408203,
|
|
0.2569831311702728,
|
|
0.26315781474113464,
|
|
0.2771083414554596,
|
|
0.439655065536499,
|
|
0.3097344636917114,
|
|
0.415094256401062,
|
|
0.4154588282108307,
|
|
0.3926379084587097,
|
|
0.3580785095691681,
|
|
0.40999990701675415,
|
|
0.14666660130023956,
|
|
0.29702961444854736,
|
|
0.2234041839838028,
|
|
0.25892847776412964,
|
|
0.5142855644226074,
|
|
0.3179915249347687,
|
|
0.631578803062439,
|
|
0.31818172335624695,
|
|
0.3723403513431549,
|
|
0.19323663413524628,
|
|
0.2094240039587021,
|
|
0.2677823603153229,
|
|
0.46280980110168457,
|
|
0.5603446960449219,
|
|
0.4018690288066864,
|
|
0.2117646485567093,
|
|
0.2830187678337097,
|
|
0.5941421389579773,
|
|
0.5765764713287354,
|
|
0.555065929889679,
|
|
0.08791202306747437,
|
|
0.48120296001434326,
|
|
0.31999990344047546,
|
|
0.34513264894485474,
|
|
0.30232545733451843,
|
|
0.6979165077209473,
|
|
0.48908287286758423,
|
|
0.46739116311073303,
|
|
0.40740731358528137,
|
|
0.15204671025276184,
|
|
0.24137921631336212,
|
|
0.24427475035190582,
|
|
0.329268217086792,
|
|
0.7087377309799194,
|
|
0.5837318897247314,
|
|
0.44444435834884644,
|
|
0.559054970741272,
|
|
0.10370365530252457,
|
|
0.33492809534072876,
|
|
0.20731700956821442,
|
|
0.613065242767334,
|
|
0.7015705108642578,
|
|
0.14689259231090546,
|
|
0.23469379544258118,
|
|
0.3076922297477722,
|
|
0.17441853880882263,
|
|
0.31284910440444946,
|
|
0.6597937345504761,
|
|
0.33333322405815125,
|
|
0.23841053247451782,
|
|
0.3786981403827667,
|
|
0.41739121079444885,
|
|
0.4176705777645111,
|
|
0.20087330043315887,
|
|
0.36065563559532166,
|
|
0.3370785713195801,
|
|
0.5023695826530457,
|
|
0.19999994337558746,
|
|
0.1985815018415451,
|
|
0.5560973882675171,
|
|
0.4469272196292877,
|
|
0.28415289521217346,
|
|
0.3421051502227783,
|
|
0.13145533204078674,
|
|
0.35071080923080444
|
|
],
|
|
"time": 164.6252565421164,
|
|
"param": [
|
|
{
|
|
"p": 0.051572732627391815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06227511912584305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06773584336042404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07994373142719269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06937228888273239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054682619869709015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09639991074800491,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0782804936170578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07975754886865616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05016620084643364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07096944749355316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08146944642066956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10531333088874817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05206126347184181,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 3.543003797531128,
|
|
"val_loss": 2.766833782196045,
|
|
"acc": 36.52,
|
|
"f1": [
|
|
0.7040814757347107,
|
|
0.44239622354507446,
|
|
0.27999991178512573,
|
|
0.19540224969387054,
|
|
0.13414627313613892,
|
|
0.265372097492218,
|
|
0.39106133580207825,
|
|
0.36956506967544556,
|
|
0.35102033615112305,
|
|
0.4855490028858185,
|
|
0.16883111000061035,
|
|
0.256410151720047,
|
|
0.38427940011024475,
|
|
0.22680403292179108,
|
|
0.22916659712791443,
|
|
0.2543858587741852,
|
|
0.3121950626373291,
|
|
0.541666567325592,
|
|
0.37563440203666687,
|
|
0.289308100938797,
|
|
0.6242773532867432,
|
|
0.4782607853412628,
|
|
0.35502949357032776,
|
|
0.5411763787269592,
|
|
0.6324785351753235,
|
|
0.2603549063205719,
|
|
0.299465149641037,
|
|
0.23225797712802887,
|
|
0.3499998450279236,
|
|
0.32432422041893005,
|
|
0.36734679341316223,
|
|
0.4114284813404083,
|
|
0.38888877630233765,
|
|
0.2686566412448883,
|
|
0.35542163252830505,
|
|
0.20930227637290955,
|
|
0.38150280714035034,
|
|
0.24390237033367157,
|
|
0.24637673795223236,
|
|
0.5180721879005432,
|
|
0.31372541189193726,
|
|
0.4719099998474121,
|
|
0.24427472054958344,
|
|
0.42708319425582886,
|
|
0.22857137024402618,
|
|
0.21904754638671875,
|
|
0.18072283267974854,
|
|
0.4822133481502533,
|
|
0.4672130346298218,
|
|
0.44444432854652405,
|
|
0.19540224969387054,
|
|
0.3217390477657318,
|
|
0.5333332419395447,
|
|
0.5741626024246216,
|
|
0.5471696853637695,
|
|
0.1282050609588623,
|
|
0.5125626921653748,
|
|
0.3510637581348419,
|
|
0.346320241689682,
|
|
0.368663489818573,
|
|
0.6926827430725098,
|
|
0.44444432854652405,
|
|
0.4472048580646515,
|
|
0.31756746768951416,
|
|
0.12021850794553757,
|
|
0.22018341720104218,
|
|
0.19480513036251068,
|
|
0.34920626878738403,
|
|
0.6287876963615417,
|
|
0.5223879218101501,
|
|
0.44221094250679016,
|
|
0.5870645046234131,
|
|
0.15555550158023834,
|
|
0.387096643447876,
|
|
0.14965979754924774,
|
|
0.6282721161842346,
|
|
0.6976742744445801,
|
|
0.15228420495986938,
|
|
0.24509796500205994,
|
|
0.27118635177612305,
|
|
0.1403508186340332,
|
|
0.29032251238822937,
|
|
0.6666665077209473,
|
|
0.37696322798728943,
|
|
0.24875615537166595,
|
|
0.3866170048713684,
|
|
0.3983050286769867,
|
|
0.4112148582935333,
|
|
0.21621613204479218,
|
|
0.39301300048828125,
|
|
0.309859037399292,
|
|
0.4923075735569,
|
|
0.1290322095155716,
|
|
0.12121205776929855,
|
|
0.5760868191719055,
|
|
0.5071768760681152,
|
|
0.3771427571773529,
|
|
0.34883710741996765,
|
|
0.11881181597709656,
|
|
0.376623272895813
|
|
],
|
|
"time": 162.93643486965448,
|
|
"param": [
|
|
{
|
|
"p": 0.05339616909623146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05603644624352455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07505293190479279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08172158151865005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07987818866968155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06322911381721497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08000344038009644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07473888993263245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07096181809902191,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06374251842498779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07911506295204163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07964963465929031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0950402319431305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04743395373225212,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 3.8520355224609375,
|
|
"val_loss": 2.862882375717163,
|
|
"acc": 36.45,
|
|
"f1": [
|
|
0.6735749840736389,
|
|
0.36805543303489685,
|
|
0.30939218401908875,
|
|
0.18947362899780273,
|
|
0.19555547833442688,
|
|
0.2767294645309448,
|
|
0.3206750154495239,
|
|
0.37696322798728943,
|
|
0.35135123133659363,
|
|
0.48684197664260864,
|
|
0.15135130286216736,
|
|
0.2735848128795624,
|
|
0.3478260338306427,
|
|
0.2649005651473999,
|
|
0.2312137931585312,
|
|
0.21857915818691254,
|
|
0.3707316219806671,
|
|
0.5338644981384277,
|
|
0.36842095851898193,
|
|
0.2909089922904968,
|
|
0.6210525035858154,
|
|
0.4527026414871216,
|
|
0.37333324551582336,
|
|
0.5363127589225769,
|
|
0.6600984334945679,
|
|
0.2622949779033661,
|
|
0.24154582619667053,
|
|
0.24580998718738556,
|
|
0.3894736170768738,
|
|
0.30125513672828674,
|
|
0.38497641682624817,
|
|
0.40624988079071045,
|
|
0.3350784480571747,
|
|
0.35294109582901,
|
|
0.3626372814178467,
|
|
0.1596243679523468,
|
|
0.34666651487350464,
|
|
0.20571422576904297,
|
|
0.24548731744289398,
|
|
0.5303866267204285,
|
|
0.3771427571773529,
|
|
0.5673075914382935,
|
|
0.30857133865356445,
|
|
0.3617020547389984,
|
|
0.2488037496805191,
|
|
0.15873010456562042,
|
|
0.23529404401779175,
|
|
0.4920634329319,
|
|
0.5119045972824097,
|
|
0.4106462597846985,
|
|
0.21428564190864563,
|
|
0.33333322405815125,
|
|
0.580357015132904,
|
|
0.6153844594955444,
|
|
0.5082871913909912,
|
|
0.09999993443489075,
|
|
0.4945053458213806,
|
|
0.38341957330703735,
|
|
0.348314493894577,
|
|
0.39285704493522644,
|
|
0.6964284181594849,
|
|
0.48421040177345276,
|
|
0.3779526650905609,
|
|
0.36633655428886414,
|
|
0.12499993294477463,
|
|
0.21192045509815216,
|
|
0.15899574756622314,
|
|
0.2592591345310211,
|
|
0.702702522277832,
|
|
0.577777624130249,
|
|
0.4491977095603943,
|
|
0.5479451417922974,
|
|
0.16037730872631073,
|
|
0.37246954441070557,
|
|
0.16915416717529297,
|
|
0.649484395980835,
|
|
0.6903551816940308,
|
|
0.20155030488967896,
|
|
0.20512813329696655,
|
|
0.3098590672016144,
|
|
0.1912349909543991,
|
|
0.31081074476242065,
|
|
0.6432158946990967,
|
|
0.32820504903793335,
|
|
0.24870456755161285,
|
|
0.3804876506328583,
|
|
0.40174663066864014,
|
|
0.390243798494339,
|
|
0.19999994337558746,
|
|
0.31518617272377014,
|
|
0.28054288029670715,
|
|
0.4939757287502289,
|
|
0.1548386514186859,
|
|
0.19607838988304138,
|
|
0.5828570127487183,
|
|
0.4577113389968872,
|
|
0.290502667427063,
|
|
0.3636362552642822,
|
|
0.12322267889976501,
|
|
0.4155843257904053
|
|
],
|
|
"time": 163.11985841672868,
|
|
"param": [
|
|
{
|
|
"p": 0.06126277521252632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060578737407922745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06622660160064697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07480000704526901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08228962868452072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07072573155164719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10003579407930374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07675652205944061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0762004628777504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05443400517106056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07490528374910355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07104018330574036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08075225353240967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049992188811302185,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 3.2856998443603516,
|
|
"val_loss": 2.861698865890503,
|
|
"acc": 37.22,
|
|
"f1": [
|
|
0.7096772789955139,
|
|
0.4236452281475067,
|
|
0.30526304244995117,
|
|
0.24999989569187164,
|
|
0.1395348161458969,
|
|
0.2786884307861328,
|
|
0.30939218401908875,
|
|
0.3801651895046234,
|
|
0.39160826802253723,
|
|
0.40540531277656555,
|
|
0.15873010456562042,
|
|
0.2731706500053406,
|
|
0.3286384046077728,
|
|
0.23469379544258118,
|
|
0.2446807622909546,
|
|
0.22346359491348267,
|
|
0.320441871881485,
|
|
0.47970473766326904,
|
|
0.42290738224983215,
|
|
0.299999862909317,
|
|
0.5539904832839966,
|
|
0.4754716157913208,
|
|
0.32989683747291565,
|
|
0.5833332538604736,
|
|
0.6222221255302429,
|
|
0.24999988079071045,
|
|
0.3157894015312195,
|
|
0.29107969999313354,
|
|
0.4380951225757599,
|
|
0.32804223895072937,
|
|
0.36871495842933655,
|
|
0.4033612310886383,
|
|
0.38251355290412903,
|
|
0.35675665736198425,
|
|
0.3555554449558258,
|
|
0.18548381328582764,
|
|
0.3101603388786316,
|
|
0.20408155024051666,
|
|
0.29473677277565,
|
|
0.4729062616825104,
|
|
0.31896543502807617,
|
|
0.5596328973770142,
|
|
0.3037974238395691,
|
|
0.3636362552642822,
|
|
0.16793887317180634,
|
|
0.22499993443489075,
|
|
0.24719089269638062,
|
|
0.5628139972686768,
|
|
0.5833332538604736,
|
|
0.4338623583316803,
|
|
0.17964066565036774,
|
|
0.30519476532936096,
|
|
0.5610858201980591,
|
|
0.5714284777641296,
|
|
0.5230767726898193,
|
|
0.13445371389389038,
|
|
0.47474732995033264,
|
|
0.3670884966850281,
|
|
0.36585354804992676,
|
|
0.33962249755859375,
|
|
0.725490152835846,
|
|
0.4596272110939026,
|
|
0.4487804174423218,
|
|
0.3794870972633362,
|
|
0.17021270096302032,
|
|
0.2545453608036041,
|
|
0.14736837148666382,
|
|
0.26540276408195496,
|
|
0.7128711342811584,
|
|
0.5243444442749023,
|
|
0.4223601520061493,
|
|
0.6019416451454163,
|
|
0.1639343500137329,
|
|
0.4081631302833557,
|
|
0.1854303926229477,
|
|
0.6543776988983154,
|
|
0.6448596715927124,
|
|
0.18713442981243134,
|
|
0.2430938482284546,
|
|
0.30939218401908875,
|
|
0.1635219305753708,
|
|
0.30107519030570984,
|
|
0.6599999070167542,
|
|
0.37623751163482666,
|
|
0.24598921835422516,
|
|
0.4476189613342285,
|
|
0.40659332275390625,
|
|
0.3598325252532959,
|
|
0.19491519033908844,
|
|
0.3999999165534973,
|
|
0.3363635540008545,
|
|
0.4936707317829132,
|
|
0.23036640882492065,
|
|
0.210526242852211,
|
|
0.5771142840385437,
|
|
0.4519229531288147,
|
|
0.3763439953327179,
|
|
0.3763439953327179,
|
|
0.1103447824716568,
|
|
0.40579700469970703
|
|
],
|
|
"time": 162.64255187660456,
|
|
"param": [
|
|
{
|
|
"p": 0.06458620727062225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06635794043540955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07700753957033157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06757696717977524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06729830801486969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061294086277484894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07823437452316284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0886671245098114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07869387418031693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05503910779953003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07271844148635864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08242875337600708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08856982737779617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05152754485607147,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 3.519212484359741,
|
|
"val_loss": 2.760458469390869,
|
|
"acc": 36.09,
|
|
"f1": [
|
|
0.6502462029457092,
|
|
0.4756755530834198,
|
|
0.278787761926651,
|
|
0.2290075719356537,
|
|
0.20192298293113708,
|
|
0.2588233947753906,
|
|
0.3727271258831024,
|
|
0.4022345542907715,
|
|
0.31325292587280273,
|
|
0.40796008706092834,
|
|
0.10457510501146317,
|
|
0.30674833059310913,
|
|
0.3448275029659271,
|
|
0.2727271318435669,
|
|
0.2258063703775406,
|
|
0.1891890913248062,
|
|
0.34579432010650635,
|
|
0.48068660497665405,
|
|
0.3687942624092102,
|
|
0.2843601107597351,
|
|
0.5622488856315613,
|
|
0.4792625606060028,
|
|
0.348314493894577,
|
|
0.5767440795898438,
|
|
0.6637166738510132,
|
|
0.2898549735546112,
|
|
0.2784809172153473,
|
|
0.1931033730506897,
|
|
0.43786972761154175,
|
|
0.28846150636672974,
|
|
0.3216782510280609,
|
|
0.3826086223125458,
|
|
0.31249991059303284,
|
|
0.38938042521476746,
|
|
0.3406592309474945,
|
|
0.1945524662733078,
|
|
0.28571420907974243,
|
|
0.17283941805362701,
|
|
0.25688064098358154,
|
|
0.46753236651420593,
|
|
0.35532984137535095,
|
|
0.548076868057251,
|
|
0.255813866853714,
|
|
0.3549782335758209,
|
|
0.20535708963871002,
|
|
0.20588228106498718,
|
|
0.1951218843460083,
|
|
0.4936169385910034,
|
|
0.5389220714569092,
|
|
0.44571414589881897,
|
|
0.1844659447669983,
|
|
0.31730762124061584,
|
|
0.589371919631958,
|
|
0.5575219988822937,
|
|
0.5155554413795471,
|
|
0.10465110093355179,
|
|
0.46774181723594666,
|
|
0.38709667325019836,
|
|
0.34394893050193787,
|
|
0.35602086782455444,
|
|
0.6788989305496216,
|
|
0.4588233530521393,
|
|
0.4311376214027405,
|
|
0.35443025827407837,
|
|
0.16438351571559906,
|
|
0.17391295731067657,
|
|
0.06329108029603958,
|
|
0.30150744318962097,
|
|
0.6794257164001465,
|
|
0.5701355934143066,
|
|
0.3974357545375824,
|
|
0.6018517017364502,
|
|
0.14659680426120758,
|
|
0.32804223895072937,
|
|
0.14705875515937805,
|
|
0.5941421389579773,
|
|
0.6601940989494324,
|
|
0.17518241703510284,
|
|
0.2473117560148239,
|
|
0.2929935157299042,
|
|
0.154929518699646,
|
|
0.2543351650238037,
|
|
0.6701569557189941,
|
|
0.3018867075443268,
|
|
0.25210076570510864,
|
|
0.37647050619125366,
|
|
0.3937007188796997,
|
|
0.37735840678215027,
|
|
0.17808210849761963,
|
|
0.3846152722835541,
|
|
0.3135133981704712,
|
|
0.5482232570648193,
|
|
0.2233501821756363,
|
|
0.13592226803302765,
|
|
0.5327510237693787,
|
|
0.45248857140541077,
|
|
0.30526304244995117,
|
|
0.3070864975452423,
|
|
0.11688306927680969,
|
|
0.36893191933631897
|
|
],
|
|
"time": 163.1385465990752,
|
|
"param": [
|
|
{
|
|
"p": 0.06337155401706696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06290899962186813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0677962601184845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07203196734189987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0737091451883316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06293920427560806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09416783601045609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08220775425434113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0780881717801094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05415754020214081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07249890267848969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08229797333478928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08271458745002747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051110148429870605,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 3.1117780208587646,
|
|
"val_loss": 2.7706596851348877,
|
|
"acc": 37.23,
|
|
"f1": [
|
|
0.6874998807907104,
|
|
0.42051267623901367,
|
|
0.3111110329627991,
|
|
0.23636355996131897,
|
|
0.12676051259040833,
|
|
0.28947362303733826,
|
|
0.3540668785572052,
|
|
0.3636362552642822,
|
|
0.3703702688217163,
|
|
0.4645159840583801,
|
|
0.13698624074459076,
|
|
0.32820504903793335,
|
|
0.3666665554046631,
|
|
0.26041656732559204,
|
|
0.2771083414554596,
|
|
0.2007167935371399,
|
|
0.37499991059303284,
|
|
0.5376343131065369,
|
|
0.3016759157180786,
|
|
0.31999990344047546,
|
|
0.6091952323913574,
|
|
0.494623601436615,
|
|
0.3249998986721039,
|
|
0.5340908169746399,
|
|
0.7083331942558289,
|
|
0.2564101815223694,
|
|
0.30208322405815125,
|
|
0.22399993240833282,
|
|
0.4678361415863037,
|
|
0.31249991059303284,
|
|
0.4222221076488495,
|
|
0.37192973494529724,
|
|
0.3470318615436554,
|
|
0.34558814764022827,
|
|
0.29967421293258667,
|
|
0.16149060428142548,
|
|
0.28813549876213074,
|
|
0.2233501821756363,
|
|
0.22317588329315186,
|
|
0.48044681549072266,
|
|
0.3793102502822876,
|
|
0.562211811542511,
|
|
0.30303022265434265,
|
|
0.33976826071739197,
|
|
0.19791658222675323,
|
|
0.23255808651447296,
|
|
0.15873010456562042,
|
|
0.4973543584346771,
|
|
0.5497629642486572,
|
|
0.44357967376708984,
|
|
0.19780214130878448,
|
|
0.3271027207374573,
|
|
0.6229506731033325,
|
|
0.5899998545646667,
|
|
0.5044246912002563,
|
|
0.11188805103302002,
|
|
0.5096152424812317,
|
|
0.3489360511302948,
|
|
0.367346853017807,
|
|
0.30769217014312744,
|
|
0.7117116451263428,
|
|
0.49710968136787415,
|
|
0.41379299759864807,
|
|
0.3692306876182556,
|
|
0.15624994039535522,
|
|
0.17322827875614166,
|
|
0.19999992847442627,
|
|
0.2810809910297394,
|
|
0.7090908288955688,
|
|
0.5955554842948914,
|
|
0.5024629235267639,
|
|
0.579439103603363,
|
|
0.09523803740739822,
|
|
0.4226802885532379,
|
|
0.17112290859222412,
|
|
0.6255922317504883,
|
|
0.7021275758743286,
|
|
0.15827332437038422,
|
|
0.24999988079071045,
|
|
0.3369564116001129,
|
|
0.18181811273097992,
|
|
0.30522075295448303,
|
|
0.6528496146202087,
|
|
0.3370785713195801,
|
|
0.28571420907974243,
|
|
0.40999990701675415,
|
|
0.4380951225757599,
|
|
0.4114284813404083,
|
|
0.1706160604953766,
|
|
0.37275978922843933,
|
|
0.2954544425010681,
|
|
0.48908287286758423,
|
|
0.23469379544258118,
|
|
0.1914892941713333,
|
|
0.5820105075836182,
|
|
0.4931505620479584,
|
|
0.30769219994544983,
|
|
0.31489354372024536,
|
|
0.11235948652029037,
|
|
0.44444432854652405
|
|
],
|
|
"time": 163.66688697971404,
|
|
"param": [
|
|
{
|
|
"p": 0.0591491162776947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05695805698633194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06709489971399307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07066650688648224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08081693202257156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06903715431690216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0862332358956337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0830257311463356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07396560162305832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06456365436315536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07635299861431122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07626646012067795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07909833639860153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05677137151360512,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 3.485990524291992,
|
|
"val_loss": 2.96368145942688,
|
|
"acc": 36.49,
|
|
"f1": [
|
|
0.6465516090393066,
|
|
0.43979042768478394,
|
|
0.24418595433235168,
|
|
0.1639343500137329,
|
|
0.17877088487148285,
|
|
0.2597402036190033,
|
|
0.3878786563873291,
|
|
0.3636362850666046,
|
|
0.36134445667266846,
|
|
0.4631577730178833,
|
|
0.0504201278090477,
|
|
0.2674417495727539,
|
|
0.3119265139102936,
|
|
0.22797919809818268,
|
|
0.2553190290927887,
|
|
0.26666659116744995,
|
|
0.35714277625083923,
|
|
0.4959348142147064,
|
|
0.3880595862865448,
|
|
0.2999999225139618,
|
|
0.5258619785308838,
|
|
0.5022025108337402,
|
|
0.31858399510383606,
|
|
0.5463413596153259,
|
|
0.6384975910186768,
|
|
0.24358965456485748,
|
|
0.290502667427063,
|
|
0.20588229596614838,
|
|
0.3758388161659241,
|
|
0.35897424817085266,
|
|
0.3603602349758148,
|
|
0.37499988079071045,
|
|
0.3743841052055359,
|
|
0.31884050369262695,
|
|
0.3455148935317993,
|
|
0.14213192462921143,
|
|
0.31506839394569397,
|
|
0.19230762124061584,
|
|
0.23008842766284943,
|
|
0.504761815071106,
|
|
0.30939218401908875,
|
|
0.5145226716995239,
|
|
0.30303022265434265,
|
|
0.35643553733825684,
|
|
0.26160329580307007,
|
|
0.23287664353847504,
|
|
0.2790696918964386,
|
|
0.4867255389690399,
|
|
0.5668447613716125,
|
|
0.41884803771972656,
|
|
0.13636358082294464,
|
|
0.34309613704681396,
|
|
0.5872339010238647,
|
|
0.5428570508956909,
|
|
0.5320196151733398,
|
|
0.11764698475599289,
|
|
0.49756085872650146,
|
|
0.3419688045978546,
|
|
0.3598325252532959,
|
|
0.33816415071487427,
|
|
0.6666665077209473,
|
|
0.4402514398097992,
|
|
0.3975902497768402,
|
|
0.3827749788761139,
|
|
0.13407814502716064,
|
|
0.24836592376232147,
|
|
0.19999995827674866,
|
|
0.33939382433891296,
|
|
0.735751211643219,
|
|
0.6086955666542053,
|
|
0.4190475046634674,
|
|
0.541666567325592,
|
|
0.11173177510499954,
|
|
0.3354036211967468,
|
|
0.21582727134227753,
|
|
0.6175113916397095,
|
|
0.6415093541145325,
|
|
0.1940927654504776,
|
|
0.2475246638059616,
|
|
0.31088075041770935,
|
|
0.17333325743675232,
|
|
0.3431371748447418,
|
|
0.6630433797836304,
|
|
0.3775508999824524,
|
|
0.23357655107975006,
|
|
0.38095229864120483,
|
|
0.45197728276252747,
|
|
0.359550416469574,
|
|
0.11199995130300522,
|
|
0.34309613704681396,
|
|
0.31999990344047546,
|
|
0.4666665494441986,
|
|
0.25396814942359924,
|
|
0.22222216427326202,
|
|
0.5666665434837341,
|
|
0.45887434482574463,
|
|
0.3018867075443268,
|
|
0.32467523217201233,
|
|
0.14925366640090942,
|
|
0.36649200320243835
|
|
],
|
|
"time": 163.6198199307546,
|
|
"param": [
|
|
{
|
|
"p": 0.050042688846588135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06923643499612808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06961296498775482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07520588487386703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06623333692550659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06996061652898788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0950990617275238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07678143680095673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0774293765425682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05940805375576019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07502708584070206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08437252789735794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07736923545598984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05422142148017883,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 4.104936599731445,
|
|
"val_loss": 2.7438549995422363,
|
|
"acc": 36.33,
|
|
"f1": [
|
|
0.7191009521484375,
|
|
0.48205116391181946,
|
|
0.28571417927742004,
|
|
0.16793887317180634,
|
|
0.19475649297237396,
|
|
0.28085100650787354,
|
|
0.3515150547027588,
|
|
0.38095223903656006,
|
|
0.4086019992828369,
|
|
0.4550263583660126,
|
|
0.19999994337558746,
|
|
0.2580644190311432,
|
|
0.3373492956161499,
|
|
0.24691346287727356,
|
|
0.2795697748661041,
|
|
0.23580780625343323,
|
|
0.3147207200527191,
|
|
0.48205116391181946,
|
|
0.42156851291656494,
|
|
0.28054288029670715,
|
|
0.5432097911834717,
|
|
0.5136610269546509,
|
|
0.3354036211967468,
|
|
0.5384613871574402,
|
|
0.6451612114906311,
|
|
0.239520862698555,
|
|
0.28415289521217346,
|
|
0.25668442249298096,
|
|
0.39735087752342224,
|
|
0.2644627094268799,
|
|
0.4042551815509796,
|
|
0.39148926734924316,
|
|
0.3882351815700531,
|
|
0.3625729978084564,
|
|
0.3551400303840637,
|
|
0.11340199410915375,
|
|
0.32558128237724304,
|
|
0.18023250997066498,
|
|
0.22748807072639465,
|
|
0.4690264165401459,
|
|
0.3399999141693115,
|
|
0.6060605049133301,
|
|
0.30150744318962097,
|
|
0.30449819564819336,
|
|
0.193548321723938,
|
|
0.2099446803331375,
|
|
0.17948710918426514,
|
|
0.5042015910148621,
|
|
0.561576247215271,
|
|
0.4210525155067444,
|
|
0.2025315761566162,
|
|
0.3028390407562256,
|
|
0.6103284358978271,
|
|
0.5849055051803589,
|
|
0.48167529702186584,
|
|
0.11999993026256561,
|
|
0.5257730484008789,
|
|
0.35185176134109497,
|
|
0.3474902808666229,
|
|
0.3529410660266876,
|
|
0.7174886465072632,
|
|
0.4598929286003113,
|
|
0.418803334236145,
|
|
0.3357663154602051,
|
|
0.13756607472896576,
|
|
0.2193547636270523,
|
|
0.19047613441944122,
|
|
0.33816415071487427,
|
|
0.7010307908058167,
|
|
0.649484395980835,
|
|
0.43925222754478455,
|
|
0.619999885559082,
|
|
0.07999995350837708,
|
|
0.4120602011680603,
|
|
0.11678826063871384,
|
|
0.59227454662323,
|
|
0.685082733631134,
|
|
0.17610056698322296,
|
|
0.24262291193008423,
|
|
0.2962961792945862,
|
|
0.16113737225532532,
|
|
0.33802807331085205,
|
|
0.6027396321296692,
|
|
0.326315701007843,
|
|
0.23376615345478058,
|
|
0.3917524814605713,
|
|
0.40191373229026794,
|
|
0.37288129329681396,
|
|
0.14479632675647736,
|
|
0.37499988079071045,
|
|
0.35071080923080444,
|
|
0.487046480178833,
|
|
0.19780214130878448,
|
|
0.18300646543502808,
|
|
0.5567008852958679,
|
|
0.40740731358528137,
|
|
0.36842095851898193,
|
|
0.35294109582901,
|
|
0.1509433388710022,
|
|
0.3473052978515625
|
|
],
|
|
"time": 163.79160508420318,
|
|
"param": [
|
|
{
|
|
"p": 0.06452961266040802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05975628271698952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06947053968906403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08067792654037476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08137047290802002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06775356084108353,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07961653172969818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08807216584682465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07414305210113525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050041563808918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06880895793437958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07305437326431274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08525396138429642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05745098739862442,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 3.8193459510803223,
|
|
"val_loss": 2.8077590465545654,
|
|
"acc": 36.38,
|
|
"f1": [
|
|
0.6971427202224731,
|
|
0.40394076704978943,
|
|
0.2838708758354187,
|
|
0.22499993443489075,
|
|
0.15023468434810638,
|
|
0.18309852480888367,
|
|
0.3726707398891449,
|
|
0.39583319425582886,
|
|
0.3568074107170105,
|
|
0.4606059193611145,
|
|
0.11678826063871384,
|
|
0.23703695833683014,
|
|
0.3398691415786743,
|
|
0.238805890083313,
|
|
0.2692306935787201,
|
|
0.20487797260284424,
|
|
0.4198893904685974,
|
|
0.5454544425010681,
|
|
0.3880595862865448,
|
|
0.30357134342193604,
|
|
0.637362539768219,
|
|
0.5315313935279846,
|
|
0.3837208151817322,
|
|
0.5545453429222107,
|
|
0.6777776479721069,
|
|
0.24637670814990997,
|
|
0.31428563594818115,
|
|
0.24822686612606049,
|
|
0.42727261781692505,
|
|
0.30857133865356445,
|
|
0.3999998867511749,
|
|
0.3694778084754944,
|
|
0.38157883286476135,
|
|
0.31489354372024536,
|
|
0.364531934261322,
|
|
0.1965317279100418,
|
|
0.27755096554756165,
|
|
0.210526242852211,
|
|
0.23204411566257477,
|
|
0.4949493706226349,
|
|
0.33939382433891296,
|
|
0.6304346323013306,
|
|
0.29126206040382385,
|
|
0.31627896428108215,
|
|
0.0701754093170166,
|
|
0.19178076088428497,
|
|
0.2105262726545334,
|
|
0.46017688512802124,
|
|
0.4933919608592987,
|
|
0.4251967668533325,
|
|
0.19383254647254944,
|
|
0.3169397711753845,
|
|
0.6146787405014038,
|
|
0.5929647088050842,
|
|
0.5363634824752808,
|
|
0.12244890630245209,
|
|
0.4753361940383911,
|
|
0.38636353611946106,
|
|
0.34615373611450195,
|
|
0.3383083641529083,
|
|
0.7363182306289673,
|
|
0.4516127407550812,
|
|
0.44210511445999146,
|
|
0.3428570628166199,
|
|
0.10679605603218079,
|
|
0.25165554881095886,
|
|
0.19642849266529083,
|
|
0.3444443643093109,
|
|
0.7109003663063049,
|
|
0.5929647088050842,
|
|
0.445652037858963,
|
|
0.5824174284934998,
|
|
0.15028895437717438,
|
|
0.33548372983932495,
|
|
0.2436547577381134,
|
|
0.5974025130271912,
|
|
0.613756537437439,
|
|
0.1868131160736084,
|
|
0.26666656136512756,
|
|
0.33802807331085205,
|
|
0.15430262684822083,
|
|
0.31623923778533936,
|
|
0.6285713315010071,
|
|
0.37777766585350037,
|
|
0.21333324909210205,
|
|
0.4210525155067444,
|
|
0.40659332275390625,
|
|
0.3575417995452881,
|
|
0.19827578961849213,
|
|
0.2731958329677582,
|
|
0.31932762265205383,
|
|
0.502564013004303,
|
|
0.2571427524089813,
|
|
0.2065216600894928,
|
|
0.5454544425010681,
|
|
0.4463517963886261,
|
|
0.29885047674179077,
|
|
0.3627450466156006,
|
|
0.10989003628492355,
|
|
0.40740731358528137
|
|
],
|
|
"time": 164.04132512398064,
|
|
"param": [
|
|
{
|
|
"p": 0.053039513528347015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0648965835571289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06807180494070053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07301215827465057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07247962057590485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07192010432481766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0990016907453537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07999232411384583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07167866826057434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048672277480363846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07604197412729263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07482901215553284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09042856097221375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05593562126159668,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 3.813067674636841,
|
|
"val_loss": 2.6546645164489746,
|
|
"acc": 37.41,
|
|
"f1": [
|
|
0.6984125375747681,
|
|
0.4545453190803528,
|
|
0.2872926890850067,
|
|
0.19696961343288422,
|
|
0.19780214130878448,
|
|
0.2692306935787201,
|
|
0.38095223903656006,
|
|
0.3756905198097229,
|
|
0.3292180299758911,
|
|
0.5057469606399536,
|
|
0.09790203720331192,
|
|
0.23414628207683563,
|
|
0.366812139749527,
|
|
0.19444438815116882,
|
|
0.2540982663631439,
|
|
0.24539868533611298,
|
|
0.3592813014984131,
|
|
0.4684014320373535,
|
|
0.425531804561615,
|
|
0.306122362613678,
|
|
0.587719202041626,
|
|
0.45569613575935364,
|
|
0.33587780594825745,
|
|
0.5925924777984619,
|
|
0.6824643611907959,
|
|
0.2345678210258484,
|
|
0.24701185524463654,
|
|
0.2436547577381134,
|
|
0.4799998998641968,
|
|
0.3406592309474945,
|
|
0.35365843772888184,
|
|
0.3999998867511749,
|
|
0.39603951573371887,
|
|
0.38918909430503845,
|
|
0.3313608467578888,
|
|
0.1673639565706253,
|
|
0.2995593845844269,
|
|
0.23232315480709076,
|
|
0.24905653297901154,
|
|
0.5341613292694092,
|
|
0.3394494354724884,
|
|
0.5650222897529602,
|
|
0.3111110329627991,
|
|
0.37450188398361206,
|
|
0.239999920129776,
|
|
0.28235283493995667,
|
|
0.29126206040382385,
|
|
0.5020919442176819,
|
|
0.5194804668426514,
|
|
0.3934425115585327,
|
|
0.21556879580020905,
|
|
0.33333322405815125,
|
|
0.6206895112991333,
|
|
0.5309733152389526,
|
|
0.5203251242637634,
|
|
0.11428564786911011,
|
|
0.49785396456718445,
|
|
0.3636362552642822,
|
|
0.36082467436790466,
|
|
0.37288129329681396,
|
|
0.6948355436325073,
|
|
0.4019606411457062,
|
|
0.4499998688697815,
|
|
0.36051490902900696,
|
|
0.17435890436172485,
|
|
0.20238088071346283,
|
|
0.11688306927680969,
|
|
0.31067952513694763,
|
|
0.7199999094009399,
|
|
0.624390184879303,
|
|
0.47169798612594604,
|
|
0.5606693625450134,
|
|
0.1481480896472931,
|
|
0.4215245544910431,
|
|
0.20304562151432037,
|
|
0.5974025130271912,
|
|
0.7010307908058167,
|
|
0.17567561566829681,
|
|
0.24999991059303284,
|
|
0.228571355342865,
|
|
0.1554403454065323,
|
|
0.28048771619796753,
|
|
0.6296295523643494,
|
|
0.23376615345478058,
|
|
0.22388054430484772,
|
|
0.42780739068984985,
|
|
0.4351463317871094,
|
|
0.31249991059303284,
|
|
0.21459220349788666,
|
|
0.37735840678215027,
|
|
0.29292917251586914,
|
|
0.49261072278022766,
|
|
0.23469379544258118,
|
|
0.20134222507476807,
|
|
0.5283017754554749,
|
|
0.48739489912986755,
|
|
0.34224584698677063,
|
|
0.34024888277053833,
|
|
0.16243648529052734,
|
|
0.390243798494339
|
|
],
|
|
"time": 163.92608725000173,
|
|
"param": [
|
|
{
|
|
"p": 0.05904484540224075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05833985656499863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07122764736413956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08059684932231903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07886343449354172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07501999288797379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07719013094902039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09243437647819519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06911920011043549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06305830925703049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07379650324583054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06330602616071701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08568105101585388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05232183262705803,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 3.6172115802764893,
|
|
"val_loss": 2.776378870010376,
|
|
"acc": 36.55,
|
|
"f1": [
|
|
0.642857015132904,
|
|
0.45320188999176025,
|
|
0.30150744318962097,
|
|
0.2584269046783447,
|
|
0.1868131160736084,
|
|
0.24074065685272217,
|
|
0.3414632976055145,
|
|
0.3299999237060547,
|
|
0.3924049437046051,
|
|
0.4265401363372803,
|
|
0.13714279234409332,
|
|
0.2592591643333435,
|
|
0.23287664353847504,
|
|
0.26890748739242554,
|
|
0.24669595062732697,
|
|
0.2612611949443817,
|
|
0.33333319425582886,
|
|
0.5394189953804016,
|
|
0.387096643447876,
|
|
0.2699999213218689,
|
|
0.5740739107131958,
|
|
0.47826072573661804,
|
|
0.38541653752326965,
|
|
0.559139609336853,
|
|
0.5847455859184265,
|
|
0.26041656732559204,
|
|
0.27173903584480286,
|
|
0.21556879580020905,
|
|
0.4120170772075653,
|
|
0.259109228849411,
|
|
0.370656281709671,
|
|
0.3775508999824524,
|
|
0.3414633274078369,
|
|
0.30051806569099426,
|
|
0.3370785415172577,
|
|
0.179775208234787,
|
|
0.256410151720047,
|
|
0.16184966266155243,
|
|
0.309859037399292,
|
|
0.497041255235672,
|
|
0.3504272401332855,
|
|
0.5236050486564636,
|
|
0.23809516429901123,
|
|
0.3636362552642822,
|
|
0.22999992966651917,
|
|
0.18461529910564423,
|
|
0.22522515058517456,
|
|
0.474226713180542,
|
|
0.5760868191719055,
|
|
0.368663489818573,
|
|
0.20161284506320953,
|
|
0.3119999170303345,
|
|
0.5999999642372131,
|
|
0.5291478633880615,
|
|
0.535353422164917,
|
|
0.07407402247190475,
|
|
0.5125626921653748,
|
|
0.3679999113082886,
|
|
0.38190943002700806,
|
|
0.33333325386047363,
|
|
0.6839826703071594,
|
|
0.4705880880355835,
|
|
0.4112148582935333,
|
|
0.35748788714408875,
|
|
0.14364632964134216,
|
|
0.22666659951210022,
|
|
0.23684203624725342,
|
|
0.3253587782382965,
|
|
0.652542233467102,
|
|
0.562211811542511,
|
|
0.4022987186908722,
|
|
0.5833331942558289,
|
|
0.14285708963871002,
|
|
0.28749987483024597,
|
|
0.26136353611946106,
|
|
0.6190475225448608,
|
|
0.6555553674697876,
|
|
0.2072538137435913,
|
|
0.1438848376274109,
|
|
0.29365071654319763,
|
|
0.13333328068256378,
|
|
0.28571417927742004,
|
|
0.6636362671852112,
|
|
0.33333322405815125,
|
|
0.22222213447093964,
|
|
0.39062491059303284,
|
|
0.3999999165534973,
|
|
0.39252325892448425,
|
|
0.236453115940094,
|
|
0.39999985694885254,
|
|
0.36448585987091064,
|
|
0.47474732995033264,
|
|
0.19999994337558746,
|
|
0.1052631139755249,
|
|
0.5454544425010681,
|
|
0.4608694612979889,
|
|
0.3418802320957184,
|
|
0.35467973351478577,
|
|
0.13333328068256378,
|
|
0.4236452281475067
|
|
],
|
|
"time": 161.435744038783,
|
|
"param": [
|
|
{
|
|
"p": 0.06078355386853218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06345469504594803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07670364528894424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0749671682715416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07077798992395401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07609792053699493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07978915423154831,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06752131134271622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0850801020860672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06932128220796585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0669509619474411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05563478171825409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0968354344367981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05608208104968071,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 3.486940383911133,
|
|
"val_loss": 2.684267044067383,
|
|
"acc": 36.89,
|
|
"f1": [
|
|
0.6233765482902527,
|
|
0.39560428261756897,
|
|
0.3260868787765503,
|
|
0.22360241413116455,
|
|
0.20588228106498718,
|
|
0.24999992549419403,
|
|
0.3440859317779541,
|
|
0.4056602716445923,
|
|
0.38095223903656006,
|
|
0.46363624930381775,
|
|
0.18279562890529633,
|
|
0.2870369255542755,
|
|
0.3372548520565033,
|
|
0.25547438859939575,
|
|
0.27049171924591064,
|
|
0.20714280009269714,
|
|
0.3406592309474945,
|
|
0.5213673710823059,
|
|
0.3703702688217163,
|
|
0.26959243416786194,
|
|
0.5982905030250549,
|
|
0.47619038820266724,
|
|
0.3707864284515381,
|
|
0.6031745076179504,
|
|
0.6666665077209473,
|
|
0.2446807622909546,
|
|
0.24793381989002228,
|
|
0.2526314854621887,
|
|
0.4780486822128296,
|
|
0.30769217014312744,
|
|
0.3862067759037018,
|
|
0.38766512274742126,
|
|
0.3692306876182556,
|
|
0.33466124534606934,
|
|
0.3374998867511749,
|
|
0.1142856702208519,
|
|
0.34254133701324463,
|
|
0.19867542386054993,
|
|
0.15624994039535522,
|
|
0.5294116139411926,
|
|
0.3692306876182556,
|
|
0.6210525035858154,
|
|
0.3285022974014282,
|
|
0.3733331859111786,
|
|
0.20270265638828278,
|
|
0.18045106530189514,
|
|
0.2541435658931732,
|
|
0.5090908408164978,
|
|
0.5086703896522522,
|
|
0.4034333825111389,
|
|
0.2173912227153778,
|
|
0.3551400303840637,
|
|
0.575916051864624,
|
|
0.5367964506149292,
|
|
0.5388126373291016,
|
|
0.14285708963871002,
|
|
0.5358850359916687,
|
|
0.3551400303840637,
|
|
0.33179715275764465,
|
|
0.35416656732559204,
|
|
0.735293984413147,
|
|
0.46428558230400085,
|
|
0.3964756429195404,
|
|
0.40404030680656433,
|
|
0.12030069530010223,
|
|
0.22317588329315186,
|
|
0.22105254232883453,
|
|
0.29885047674179077,
|
|
0.6839826703071594,
|
|
0.5999999046325684,
|
|
0.43850257992744446,
|
|
0.5524860620498657,
|
|
0.11612897366285324,
|
|
0.38190943002700806,
|
|
0.21621613204479218,
|
|
0.6145250201225281,
|
|
0.6396394968032837,
|
|
0.19607838988304138,
|
|
0.20809243619441986,
|
|
0.34394893050193787,
|
|
0.11999993026256561,
|
|
0.29850736260414124,
|
|
0.6635512709617615,
|
|
0.33333325386047363,
|
|
0.251428484916687,
|
|
0.4108106791973114,
|
|
0.4222221076488495,
|
|
0.33466124534606934,
|
|
0.16915416717529297,
|
|
0.3524903655052185,
|
|
0.27755096554756165,
|
|
0.5123152136802673,
|
|
0.19428564608097076,
|
|
0.20645155012607574,
|
|
0.5405403971672058,
|
|
0.4812833070755005,
|
|
0.364531934261322,
|
|
0.34905651211738586,
|
|
0.1395348161458969,
|
|
0.3975153863430023
|
|
],
|
|
"time": 163.24344770703465,
|
|
"param": [
|
|
{
|
|
"p": 0.06444356590509415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036478567868471146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0730837732553482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07585697621107101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0694533959031105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07813048362731934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0798259899020195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06655443459749222,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08733608573675156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07107020169496536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08158138394355774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07081802934408188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0912323147058487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054134808480739594,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 3.5631520748138428,
|
|
"val_loss": 2.726166248321533,
|
|
"acc": 35.8,
|
|
"f1": [
|
|
0.6769229769706726,
|
|
0.4155843257904053,
|
|
0.281406968832016,
|
|
0.2815532982349396,
|
|
0.19383254647254944,
|
|
0.26181814074516296,
|
|
0.3265305161476135,
|
|
0.37696322798728943,
|
|
0.39189180731773376,
|
|
0.4342104196548462,
|
|
0.20512813329696655,
|
|
0.23566873371601105,
|
|
0.32075464725494385,
|
|
0.2792791724205017,
|
|
0.29523801803588867,
|
|
0.25301194190979004,
|
|
0.3313608467578888,
|
|
0.49999988079071045,
|
|
0.31638407707214355,
|
|
0.3352600038051605,
|
|
0.5818180441856384,
|
|
0.47222211956977844,
|
|
0.36464083194732666,
|
|
0.5773194432258606,
|
|
0.6336632370948792,
|
|
0.25233638286590576,
|
|
0.27433618903160095,
|
|
0.16666659712791443,
|
|
0.47619032859802246,
|
|
0.30150744318962097,
|
|
0.3711339235305786,
|
|
0.3555554449558258,
|
|
0.36470577120780945,
|
|
0.32584258913993835,
|
|
0.29696962237358093,
|
|
0.21495321393013,
|
|
0.28947362303733826,
|
|
0.2283736616373062,
|
|
0.24999991059303284,
|
|
0.4688993990421295,
|
|
0.37426888942718506,
|
|
0.5791853666305542,
|
|
0.3314915895462036,
|
|
0.3983401656150818,
|
|
0.17959177494049072,
|
|
0.2244897186756134,
|
|
0.1683167666196823,
|
|
0.49372372031211853,
|
|
0.555065929889679,
|
|
0.3797467350959778,
|
|
0.18749992549419403,
|
|
0.3162054419517517,
|
|
0.5999999046325684,
|
|
0.5603111982345581,
|
|
0.48780474066734314,
|
|
0.10256403684616089,
|
|
0.49746179580688477,
|
|
0.30588221549987793,
|
|
0.3456788659095764,
|
|
0.3111110329627991,
|
|
0.679245114326477,
|
|
0.4678361415863037,
|
|
0.4973543584346771,
|
|
0.38251355290412903,
|
|
0.1240309551358223,
|
|
0.23129244148731232,
|
|
0.24291490018367767,
|
|
0.32160791754722595,
|
|
0.6695277690887451,
|
|
0.5627704858779907,
|
|
0.4024389386177063,
|
|
0.6220094561576843,
|
|
0.10945267230272293,
|
|
0.3367346227169037,
|
|
0.19318175315856934,
|
|
0.6224488615989685,
|
|
0.6025639772415161,
|
|
0.19178076088428497,
|
|
0.23232315480709076,
|
|
0.2767294645309448,
|
|
0.18404902517795563,
|
|
0.29752060770988464,
|
|
0.6138612627983093,
|
|
0.3265305161476135,
|
|
0.25396814942359924,
|
|
0.36046499013900757,
|
|
0.40329205989837646,
|
|
0.31347954273223877,
|
|
0.13422814011573792,
|
|
0.3801651895046234,
|
|
0.26724129915237427,
|
|
0.4573642313480377,
|
|
0.23963125050067902,
|
|
0.15135130286216736,
|
|
0.56043940782547,
|
|
0.43850257992744446,
|
|
0.25396814942359924,
|
|
0.3272726535797119,
|
|
0.13114747405052185,
|
|
0.3493974804878235
|
|
],
|
|
"time": 163.1217596931383,
|
|
"param": [
|
|
{
|
|
"p": 0.053345464169979095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06491696089506149,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0727149173617363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158516347408295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0724257379770279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07408639788627625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09455356746912003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06790905445814133,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06927891820669174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06828704476356506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06990084052085876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06322076171636581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09189945459365845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06587565690279007,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 3.7387869358062744,
|
|
"val_loss": 2.7746756076812744,
|
|
"acc": 36.13,
|
|
"f1": [
|
|
0.6335402131080627,
|
|
0.3798881769180298,
|
|
0.32432422041893005,
|
|
0.23300965130329132,
|
|
0.193548321723938,
|
|
0.2816900908946991,
|
|
0.34554967284202576,
|
|
0.3885713219642639,
|
|
0.35294109582901,
|
|
0.4814813435077667,
|
|
0.12499994784593582,
|
|
0.30864188075065613,
|
|
0.32195112109184265,
|
|
0.22784802317619324,
|
|
0.23280414938926697,
|
|
0.2147650271654129,
|
|
0.3720929026603699,
|
|
0.5445543527603149,
|
|
0.3775508999824524,
|
|
0.24793381989002228,
|
|
0.5641024708747864,
|
|
0.5026176571846008,
|
|
0.3861384987831116,
|
|
0.5333332419395447,
|
|
0.6581195592880249,
|
|
0.22388052940368652,
|
|
0.30357134342193604,
|
|
0.22317588329315186,
|
|
0.4516127407550812,
|
|
0.2719297707080841,
|
|
0.4043714702129364,
|
|
0.3833332657814026,
|
|
0.4069766402244568,
|
|
0.3150182366371155,
|
|
0.3367346227169037,
|
|
0.12676051259040833,
|
|
0.3313608467578888,
|
|
0.26728102564811707,
|
|
0.22916659712791443,
|
|
0.5425531268119812,
|
|
0.32231393456459045,
|
|
0.5913042426109314,
|
|
0.2888887822628021,
|
|
0.3549782335758209,
|
|
0.1857142299413681,
|
|
0.22784802317619324,
|
|
0.19999994337558746,
|
|
0.4741378724575043,
|
|
0.5023695826530457,
|
|
0.434782475233078,
|
|
0.19791658222675323,
|
|
0.29126206040382385,
|
|
0.5928853154182434,
|
|
0.5833332538604736,
|
|
0.45637571811676025,
|
|
0.1062801256775856,
|
|
0.4845814108848572,
|
|
0.3515150547027588,
|
|
0.3999999165534973,
|
|
0.33502528071403503,
|
|
0.666666567325592,
|
|
0.4502616822719574,
|
|
0.3980098366737366,
|
|
0.39999985694885254,
|
|
0.1642511636018753,
|
|
0.14765094220638275,
|
|
0.1438848376274109,
|
|
0.29032251238822937,
|
|
0.6938773989677429,
|
|
0.5898616909980774,
|
|
0.4271843731403351,
|
|
0.5859374403953552,
|
|
0.14364632964134216,
|
|
0.3999998867511749,
|
|
0.1940927654504776,
|
|
0.5937498807907104,
|
|
0.6956520080566406,
|
|
0.22033889591693878,
|
|
0.22857138514518738,
|
|
0.32558128237724304,
|
|
0.15920390188694,
|
|
0.31284910440444946,
|
|
0.600822925567627,
|
|
0.2765956223011017,
|
|
0.24358965456485748,
|
|
0.3881855607032776,
|
|
0.33684200048446655,
|
|
0.31531521677970886,
|
|
0.16993455588817596,
|
|
0.38281238079071045,
|
|
0.25668442249298096,
|
|
0.5268816351890564,
|
|
0.23272719979286194,
|
|
0.2138364166021347,
|
|
0.5389220714569092,
|
|
0.4827585518360138,
|
|
0.256410151720047,
|
|
0.3267972767353058,
|
|
0.14130428433418274,
|
|
0.37804868817329407
|
|
],
|
|
"time": 164.4189867945388,
|
|
"param": [
|
|
{
|
|
"p": 0.0628979280591011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0618179552257061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07305434346199036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07252172380685806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06315961480140686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07010562717914581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08527778834104538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07940896600484848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06497514247894287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07078809291124344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07618087530136108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07953834533691406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07976000010967255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060513608157634735,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 3.2387044429779053,
|
|
"val_loss": 2.7333695888519287,
|
|
"acc": 36.71,
|
|
"f1": [
|
|
0.6956520080566406,
|
|
0.3694266378879547,
|
|
0.28699544072151184,
|
|
0.23030294477939606,
|
|
0.17959177494049072,
|
|
0.23396219313144684,
|
|
0.3456788659095764,
|
|
0.3722943067550659,
|
|
0.39069753885269165,
|
|
0.4179103374481201,
|
|
0.12578611075878143,
|
|
0.29166656732559204,
|
|
0.34108519554138184,
|
|
0.24539868533611298,
|
|
0.21126753091812134,
|
|
0.2312137931585312,
|
|
0.3468207120895386,
|
|
0.5333332419395447,
|
|
0.43243229389190674,
|
|
0.3047617971897125,
|
|
0.5887095332145691,
|
|
0.48387086391448975,
|
|
0.323809415102005,
|
|
0.5312498211860657,
|
|
0.6206895112991333,
|
|
0.21874992549419403,
|
|
0.28846150636672974,
|
|
0.22222214937210083,
|
|
0.42051267623901367,
|
|
0.3350784480571747,
|
|
0.35862061381340027,
|
|
0.41379299759864807,
|
|
0.3950616121292114,
|
|
0.32142847776412964,
|
|
0.31638407707214355,
|
|
0.17808210849761963,
|
|
0.32160791754722595,
|
|
0.23236507177352905,
|
|
0.24822686612606049,
|
|
0.49710968136787415,
|
|
0.360248327255249,
|
|
0.6129031181335449,
|
|
0.3179486393928528,
|
|
0.3323076665401459,
|
|
0.19047614932060242,
|
|
0.18300646543502808,
|
|
0.2193547636270523,
|
|
0.5258214473724365,
|
|
0.5654449462890625,
|
|
0.41573023796081543,
|
|
0.21714277565479279,
|
|
0.3535352647304535,
|
|
0.6260160803794861,
|
|
0.5309733152389526,
|
|
0.5058822631835938,
|
|
0.09638547897338867,
|
|
0.4923075735569,
|
|
0.38596484065055847,
|
|
0.3465345501899719,
|
|
0.35467973351478577,
|
|
0.6990289688110352,
|
|
0.4277455508708954,
|
|
0.4579438269138336,
|
|
0.37864065170288086,
|
|
0.09523803740739822,
|
|
0.20408155024051666,
|
|
0.20320846140384674,
|
|
0.309859037399292,
|
|
0.7255812287330627,
|
|
0.5365853309631348,
|
|
0.4046241343021393,
|
|
0.5967741012573242,
|
|
0.1647058129310608,
|
|
0.37499988079071045,
|
|
0.1655171811580658,
|
|
0.6666665077209473,
|
|
0.679245114326477,
|
|
0.193548321723938,
|
|
0.26086950302124023,
|
|
0.25675666332244873,
|
|
0.11764701455831528,
|
|
0.3101603388786316,
|
|
0.6418603658676147,
|
|
0.3694266378879547,
|
|
0.27649760246276855,
|
|
0.4319247901439667,
|
|
0.3790321350097656,
|
|
0.37320560216903687,
|
|
0.18749994039535522,
|
|
0.37962955236434937,
|
|
0.3317534327507019,
|
|
0.5168538093566895,
|
|
0.30150744318962097,
|
|
0.21686740219593048,
|
|
0.5042734146118164,
|
|
0.45814967155456543,
|
|
0.21848730742931366,
|
|
0.3874998986721039,
|
|
0.13284127414226532,
|
|
0.3885713219642639
|
|
],
|
|
"time": 162.9219106035307,
|
|
"param": [
|
|
{
|
|
"p": 0.05858585983514786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04898489639163017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08087871968746185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06816833466291428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07555742561817169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07248952984809875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08218128234148026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08460135012865067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057149577885866165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07321152091026306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07858657091856003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07384628057479858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09036653488874435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05539213493466377,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 3.3281562328338623,
|
|
"val_loss": 2.793168067932129,
|
|
"acc": 36.78,
|
|
"f1": [
|
|
0.6794257164001465,
|
|
0.39778995513916016,
|
|
0.23469379544258118,
|
|
0.2255638688802719,
|
|
0.16666659712791443,
|
|
0.29245272278785706,
|
|
0.3786981403827667,
|
|
0.40935659408569336,
|
|
0.3905324339866638,
|
|
0.5031445622444153,
|
|
0.14371250569820404,
|
|
0.30541861057281494,
|
|
0.327868789434433,
|
|
0.2545453608036041,
|
|
0.25668442249298096,
|
|
0.22127652168273926,
|
|
0.3071160316467285,
|
|
0.49792519211769104,
|
|
0.36559128761291504,
|
|
0.29523801803588867,
|
|
0.623255729675293,
|
|
0.41874995827674866,
|
|
0.40740731358528137,
|
|
0.5609754920005798,
|
|
0.663461446762085,
|
|
0.24390234053134918,
|
|
0.2706766128540039,
|
|
0.3076922297477722,
|
|
0.4083768427371979,
|
|
0.30769217014312744,
|
|
0.3599999248981476,
|
|
0.33210325241088867,
|
|
0.3568074107170105,
|
|
0.31249991059303284,
|
|
0.33802807331085205,
|
|
0.20242910087108612,
|
|
0.26717549562454224,
|
|
0.18090447783470154,
|
|
0.25274714827537537,
|
|
0.5157230496406555,
|
|
0.2545453906059265,
|
|
0.5844747424125671,
|
|
0.33816415071487427,
|
|
0.3489360511302948,
|
|
0.2251655012369156,
|
|
0.18978095054626465,
|
|
0.24836592376232147,
|
|
0.5140186548233032,
|
|
0.5291478633880615,
|
|
0.42570269107818604,
|
|
0.2054053246974945,
|
|
0.26254817843437195,
|
|
0.6347824931144714,
|
|
0.5701355934143066,
|
|
0.5032256245613098,
|
|
0.10596020519733429,
|
|
0.46031734347343445,
|
|
0.38888877630233765,
|
|
0.37499985098838806,
|
|
0.31284910440444946,
|
|
0.7128711342811584,
|
|
0.4631577730178833,
|
|
0.4260353744029999,
|
|
0.3846152722835541,
|
|
0.14379078149795532,
|
|
0.23357658088207245,
|
|
0.17708326876163483,
|
|
0.19199992716312408,
|
|
0.722222089767456,
|
|
0.5378149747848511,
|
|
0.4226802885532379,
|
|
0.6030149459838867,
|
|
0.14358967542648315,
|
|
0.3999998867511749,
|
|
0.1696968972682953,
|
|
0.5319147706031799,
|
|
0.5724636912345886,
|
|
0.1789472997188568,
|
|
0.21390368044376373,
|
|
0.2676055133342743,
|
|
0.16279064118862152,
|
|
0.29743579030036926,
|
|
0.6802029013633728,
|
|
0.34883710741996765,
|
|
0.251082181930542,
|
|
0.4606740176677704,
|
|
0.40178558230400085,
|
|
0.3981480300426483,
|
|
0.16216209530830383,
|
|
0.3999998867511749,
|
|
0.28193822503089905,
|
|
0.5161289572715759,
|
|
0.2967032194137573,
|
|
0.19191910326480865,
|
|
0.5504586100578308,
|
|
0.45887434482574463,
|
|
0.33918121457099915,
|
|
0.4245808720588684,
|
|
0.13333328068256378,
|
|
0.3703702688217163
|
|
],
|
|
"time": 163.1525741489604,
|
|
"param": [
|
|
{
|
|
"p": 0.06401702016592026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06218535080552101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062444113194942474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07032915204763412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131369411945343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07578478008508682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07935682684183121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07772455364465714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07943139970302582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05901980400085449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07275348901748657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07249634712934494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08526182174682617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06788162142038345,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 3.3967480659484863,
|
|
"val_loss": 2.692730188369751,
|
|
"acc": 36.76,
|
|
"f1": [
|
|
0.6769229769706726,
|
|
0.4469272196292877,
|
|
0.28723397850990295,
|
|
0.2314814031124115,
|
|
0.1849314570426941,
|
|
0.2374998927116394,
|
|
0.31999990344047546,
|
|
0.3804876506328583,
|
|
0.45555540919303894,
|
|
0.46753236651420593,
|
|
0.1647058129310608,
|
|
0.2550334632396698,
|
|
0.3199998736381531,
|
|
0.2735848128795624,
|
|
0.2193547636270523,
|
|
0.22857137024402618,
|
|
0.3736262619495392,
|
|
0.5050503611564636,
|
|
0.39805811643600464,
|
|
0.2586750090122223,
|
|
0.6321242451667786,
|
|
0.49372372031211853,
|
|
0.37288129329681396,
|
|
0.5348835587501526,
|
|
0.6181817054748535,
|
|
0.24460424482822418,
|
|
0.2659573554992676,
|
|
0.22304826974868774,
|
|
0.42241373658180237,
|
|
0.2843601107597351,
|
|
0.3924049437046051,
|
|
0.37999987602233887,
|
|
0.34177201986312866,
|
|
0.3386242389678955,
|
|
0.3859647810459137,
|
|
0.21402208507061005,
|
|
0.3209875524044037,
|
|
0.2066115140914917,
|
|
0.2792791724205017,
|
|
0.5410627126693726,
|
|
0.32635971903800964,
|
|
0.6067414879798889,
|
|
0.2758620083332062,
|
|
0.33606547117233276,
|
|
0.2061854749917984,
|
|
0.20858889818191528,
|
|
0.25730982422828674,
|
|
0.5199998617172241,
|
|
0.5743588209152222,
|
|
0.39999985694885254,
|
|
0.1916666179895401,
|
|
0.33050838112831116,
|
|
0.6159998774528503,
|
|
0.5599998831748962,
|
|
0.5287355184555054,
|
|
0.10227267444133759,
|
|
0.48913031816482544,
|
|
0.4177214205265045,
|
|
0.34745752811431885,
|
|
0.3722943067550659,
|
|
0.7037035822868347,
|
|
0.5027931928634644,
|
|
0.4042551815509796,
|
|
0.3794870972633362,
|
|
0.09333327412605286,
|
|
0.24175815284252167,
|
|
0.20168060064315796,
|
|
0.26666656136512756,
|
|
0.6788989305496216,
|
|
0.5999999046325684,
|
|
0.43093910813331604,
|
|
0.6009388566017151,
|
|
0.08571423590183258,
|
|
0.3495934009552002,
|
|
0.17142851650714874,
|
|
0.5485230684280396,
|
|
0.6435642242431641,
|
|
0.19289332628250122,
|
|
0.21582727134227753,
|
|
0.3209875524044037,
|
|
0.18867920339107513,
|
|
0.3444443643093109,
|
|
0.6560845375061035,
|
|
0.36815908551216125,
|
|
0.2999999225139618,
|
|
0.4322032928466797,
|
|
0.4411763548851013,
|
|
0.4123710095882416,
|
|
0.18279562890529633,
|
|
0.3809523284435272,
|
|
0.34579432010650635,
|
|
0.4312267005443573,
|
|
0.2488037496805191,
|
|
0.1844659447669983,
|
|
0.5714284181594849,
|
|
0.45918354392051697,
|
|
0.29508185386657715,
|
|
0.3636362552642822,
|
|
0.1029411256313324,
|
|
0.3278687596321106
|
|
],
|
|
"time": 163.12526219058782,
|
|
"param": [
|
|
{
|
|
"p": 0.06098294258117676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06357986479997635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07411863654851913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0678751990199089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07453170418739319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07831285893917084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08626392483711243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0771338939666748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06544111669063568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05379869043827057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07784167677164078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08364935964345932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08266431093215942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053805943578481674,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 3.5844650268554688,
|
|
"val_loss": 2.9387123584747314,
|
|
"acc": 36.42,
|
|
"f1": [
|
|
0.7021275758743286,
|
|
0.3878786563873291,
|
|
0.3057323694229126,
|
|
0.2127658873796463,
|
|
0.1818181276321411,
|
|
0.2404370754957199,
|
|
0.3369564116001129,
|
|
0.40540534257888794,
|
|
0.3823528587818146,
|
|
0.4886362552642822,
|
|
0.11904755234718323,
|
|
0.24489787220954895,
|
|
0.3861384987831116,
|
|
0.23048320412635803,
|
|
0.265060156583786,
|
|
0.2621358335018158,
|
|
0.2904563546180725,
|
|
0.5151513814926147,
|
|
0.4230768084526062,
|
|
0.24590153992176056,
|
|
0.6590906977653503,
|
|
0.4519229531288147,
|
|
0.3675675094127655,
|
|
0.5688071846961975,
|
|
0.6885244846343994,
|
|
0.2576685845851898,
|
|
0.2739725410938263,
|
|
0.22818784415721893,
|
|
0.4198893904685974,
|
|
0.2973976731300354,
|
|
0.38497641682624817,
|
|
0.3636362850666046,
|
|
0.362499862909317,
|
|
0.3563217520713806,
|
|
0.358024537563324,
|
|
0.19188186526298523,
|
|
0.2868216037750244,
|
|
0.210526242852211,
|
|
0.21714277565479279,
|
|
0.5371427536010742,
|
|
0.3348415493965149,
|
|
0.5517240166664124,
|
|
0.23376618325710297,
|
|
0.35616424679756165,
|
|
0.238805890083313,
|
|
0.16993455588817596,
|
|
0.21118006110191345,
|
|
0.4832712709903717,
|
|
0.5544553399085999,
|
|
0.44036686420440674,
|
|
0.20430098474025726,
|
|
0.26268652081489563,
|
|
0.5685278177261353,
|
|
0.5093631744384766,
|
|
0.5412842631340027,
|
|
0.09937881678342819,
|
|
0.4566209018230438,
|
|
0.32989683747291565,
|
|
0.3489360511302948,
|
|
0.35714274644851685,
|
|
0.6633662581443787,
|
|
0.423912912607193,
|
|
0.4347825050354004,
|
|
0.32330816984176636,
|
|
0.09929072856903076,
|
|
0.22950810194015503,
|
|
0.16883111000061035,
|
|
0.31901830434799194,
|
|
0.6877826452255249,
|
|
0.5811964869499207,
|
|
0.4502163529396057,
|
|
0.6095237135887146,
|
|
0.12931029498577118,
|
|
0.26027390360832214,
|
|
0.25125616788864136,
|
|
0.6363635063171387,
|
|
0.635944664478302,
|
|
0.1509433388710022,
|
|
0.19753079116344452,
|
|
0.3370785713195801,
|
|
0.1734103411436081,
|
|
0.34977567195892334,
|
|
0.657534122467041,
|
|
0.3152172863483429,
|
|
0.21705420315265656,
|
|
0.4158414602279663,
|
|
0.41176459193229675,
|
|
0.4301074147224426,
|
|
0.16666661202907562,
|
|
0.33451950550079346,
|
|
0.31088075041770935,
|
|
0.5510202646255493,
|
|
0.2513660192489624,
|
|
0.22459883987903595,
|
|
0.5658535361289978,
|
|
0.4852069914340973,
|
|
0.3384614586830139,
|
|
0.38888877630233765,
|
|
0.13829779624938965,
|
|
0.3398691415786743
|
|
],
|
|
"time": 164.55734008643776,
|
|
"param": [
|
|
{
|
|
"p": 0.07013523578643799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06380761414766312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07020900398492813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06843429803848267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0582718625664711,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0700322613120079,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08285991847515106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06881456822156906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07942839711904526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06040264666080475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06941037625074387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08696403354406357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08682581037282944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06440383940935135,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 3.6232314109802246,
|
|
"val_loss": 2.506596803665161,
|
|
"acc": 36.37,
|
|
"f1": [
|
|
0.642857015132904,
|
|
0.45833322405815125,
|
|
0.2843136191368103,
|
|
0.22421517968177795,
|
|
0.18333326280117035,
|
|
0.2692306935787201,
|
|
0.33333325386047363,
|
|
0.36842095851898193,
|
|
0.3837208151817322,
|
|
0.48837196826934814,
|
|
0.1360543668270111,
|
|
0.23140490055084229,
|
|
0.38043469190597534,
|
|
0.2758619785308838,
|
|
0.29585790634155273,
|
|
0.19135798513889313,
|
|
0.358024537563324,
|
|
0.5120771527290344,
|
|
0.3771427571773529,
|
|
0.30952370166778564,
|
|
0.6161615252494812,
|
|
0.5365853309631348,
|
|
0.36190465092658997,
|
|
0.5157230496406555,
|
|
0.6261681318283081,
|
|
0.2276422083377838,
|
|
0.24864855408668518,
|
|
0.2601625323295593,
|
|
0.42931926250457764,
|
|
0.32402223348617554,
|
|
0.40641695261001587,
|
|
0.3478259742259979,
|
|
0.3050846755504608,
|
|
0.3727271258831024,
|
|
0.3743841052055359,
|
|
0.16748763620853424,
|
|
0.2887323200702667,
|
|
0.24528293311595917,
|
|
0.18633535504341125,
|
|
0.5165561437606812,
|
|
0.3444443643093109,
|
|
0.46792444586753845,
|
|
0.2794759273529053,
|
|
0.3485476076602936,
|
|
0.23076915740966797,
|
|
0.24161066114902496,
|
|
0.1764705330133438,
|
|
0.5026736855506897,
|
|
0.5483869910240173,
|
|
0.3999999165534973,
|
|
0.21518979966640472,
|
|
0.35714274644851685,
|
|
0.6210044622421265,
|
|
0.5529952645301819,
|
|
0.553571343421936,
|
|
0.11920525878667831,
|
|
0.4218180775642395,
|
|
0.3215685188770294,
|
|
0.37696322798728943,
|
|
0.3239435851573944,
|
|
0.7311826348304749,
|
|
0.45859864354133606,
|
|
0.4631577730178833,
|
|
0.35897424817085266,
|
|
0.18579228222370148,
|
|
0.20987647771835327,
|
|
0.1835748255252838,
|
|
0.21333324909210205,
|
|
0.7399998903274536,
|
|
0.5550238490104675,
|
|
0.47826072573661804,
|
|
0.5999999046325684,
|
|
0.1103447824716568,
|
|
0.34977567195892334,
|
|
0.22399993240833282,
|
|
0.6027396321296692,
|
|
0.639269232749939,
|
|
0.14860676229000092,
|
|
0.1866666078567505,
|
|
0.30468741059303284,
|
|
0.14379078149795532,
|
|
0.3478259742259979,
|
|
0.600822925567627,
|
|
0.3050846457481384,
|
|
0.22818784415721893,
|
|
0.3975902497768402,
|
|
0.36734679341316223,
|
|
0.4059404730796814,
|
|
0.19101116061210632,
|
|
0.40191373229026794,
|
|
0.3319147825241089,
|
|
0.5096152424812317,
|
|
0.1550387144088745,
|
|
0.2262442708015442,
|
|
0.579234778881073,
|
|
0.44537800550460815,
|
|
0.30065348744392395,
|
|
0.35483863949775696,
|
|
0.19999992847442627,
|
|
0.38095226883888245
|
|
],
|
|
"time": 163.6840809993446,
|
|
"param": [
|
|
{
|
|
"p": 0.06709951907396317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06295308470726013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0682077407836914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08082307875156403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08366595208644867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06975339353084564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07602789252996445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07560160011053085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06465663015842438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06585635989904404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07072607427835464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0720449909567833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08380738645792007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05877629294991493,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 3.9784374237060547,
|
|
"val_loss": 2.8654825687408447,
|
|
"acc": 36.11,
|
|
"f1": [
|
|
0.6853931546211243,
|
|
0.36990585923194885,
|
|
0.23225797712802887,
|
|
0.2524271011352539,
|
|
0.14689259231090546,
|
|
0.28444433212280273,
|
|
0.3529410660266876,
|
|
0.44444432854652405,
|
|
0.3157894015312195,
|
|
0.4204544126987457,
|
|
0.12857137620449066,
|
|
0.29189181327819824,
|
|
0.3517586886882782,
|
|
0.2707422971725464,
|
|
0.23469379544258118,
|
|
0.16790121793746948,
|
|
0.3483870029449463,
|
|
0.5523808598518372,
|
|
0.4036695957183838,
|
|
0.2705313265323639,
|
|
0.6435642242431641,
|
|
0.48484838008880615,
|
|
0.3675212860107422,
|
|
0.594594419002533,
|
|
0.653658390045166,
|
|
0.22499993443489075,
|
|
0.309278279542923,
|
|
0.2127658873796463,
|
|
0.4472048580646515,
|
|
0.2683981955051422,
|
|
0.3786981403827667,
|
|
0.3692306578159332,
|
|
0.36180898547172546,
|
|
0.3372548520565033,
|
|
0.35454532504081726,
|
|
0.1333332657814026,
|
|
0.2872926890850067,
|
|
0.20858889818191528,
|
|
0.18749994039535522,
|
|
0.5149698853492737,
|
|
0.3675212860107422,
|
|
0.6024094820022583,
|
|
0.26206889748573303,
|
|
0.3431371748447418,
|
|
0.15909084677696228,
|
|
0.19230762124061584,
|
|
0.21590900421142578,
|
|
0.4615383744239807,
|
|
0.5555554032325745,
|
|
0.4249998927116394,
|
|
0.23287664353847504,
|
|
0.27303746342658997,
|
|
0.6350710391998291,
|
|
0.5412842631340027,
|
|
0.49999988079071045,
|
|
0.10404618829488754,
|
|
0.5463916063308716,
|
|
0.39490434527397156,
|
|
0.3820223808288574,
|
|
0.36585354804992676,
|
|
0.6859902143478394,
|
|
0.44943806529045105,
|
|
0.4311925768852234,
|
|
0.3904760777950287,
|
|
0.09876536577939987,
|
|
0.17142851650714874,
|
|
0.14953264594078064,
|
|
0.26027390360832214,
|
|
0.7120417356491089,
|
|
0.5769229531288147,
|
|
0.36871495842933655,
|
|
0.6098653674125671,
|
|
0.1081080436706543,
|
|
0.3823528587818146,
|
|
0.17679551243782043,
|
|
0.624390184879303,
|
|
0.6511626243591309,
|
|
0.213483065366745,
|
|
0.23754781484603882,
|
|
0.30270257592201233,
|
|
0.13483139872550964,
|
|
0.3147207200527191,
|
|
0.6543776988983154,
|
|
0.2967032194137573,
|
|
0.20134222507476807,
|
|
0.3999998867511749,
|
|
0.40796008706092834,
|
|
0.3874344527721405,
|
|
0.18947364389896393,
|
|
0.3425924777984619,
|
|
0.3350784480571747,
|
|
0.5399999022483826,
|
|
0.2843601107597351,
|
|
0.22619038820266724,
|
|
0.5572138428688049,
|
|
0.46413490176200867,
|
|
0.3350784480571747,
|
|
0.38251355290412903,
|
|
0.12999993562698364,
|
|
0.34482747316360474
|
|
],
|
|
"time": 162.3137642601505,
|
|
"param": [
|
|
{
|
|
"p": 0.06885471194982529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05651472881436348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07898913323879242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06414378434419632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06746043264865875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08522089570760727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07860147207975388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07629565894603729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06656285375356674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06627962738275528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07090755552053452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06926058232784271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09108215570449829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05982651561498642,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 3.450220823287964,
|
|
"val_loss": 2.8864526748657227,
|
|
"acc": 37.05,
|
|
"f1": [
|
|
0.6893202662467957,
|
|
0.4153004288673401,
|
|
0.2983424663543701,
|
|
0.2333332598209381,
|
|
0.165217325091362,
|
|
0.2649571895599365,
|
|
0.3409090042114258,
|
|
0.3763439953327179,
|
|
0.36269423365592957,
|
|
0.4699452221393585,
|
|
0.15300540626049042,
|
|
0.2613064646720886,
|
|
0.3951611816883087,
|
|
0.33962252736091614,
|
|
0.2566037178039551,
|
|
0.1951218843460083,
|
|
0.3566878139972687,
|
|
0.5463916063308716,
|
|
0.33548372983932495,
|
|
0.2840908169746399,
|
|
0.6560845375061035,
|
|
0.5229355692863464,
|
|
0.34177201986312866,
|
|
0.5780345797538757,
|
|
0.6358972787857056,
|
|
0.2272726595401764,
|
|
0.26136353611946106,
|
|
0.19736838340759277,
|
|
0.41818171739578247,
|
|
0.29585790634155273,
|
|
0.3899998664855957,
|
|
0.3979056477546692,
|
|
0.33333325386047363,
|
|
0.38341957330703735,
|
|
0.3319500982761383,
|
|
0.17241372168064117,
|
|
0.3265305161476135,
|
|
0.2208588421344757,
|
|
0.24034328758716583,
|
|
0.4918031394481659,
|
|
0.32713744044303894,
|
|
0.5614033937454224,
|
|
0.3076922297477722,
|
|
0.34374991059303284,
|
|
0.22818785905838013,
|
|
0.2681563198566437,
|
|
0.21621613204479218,
|
|
0.5238093733787537,
|
|
0.5030673146247864,
|
|
0.43523305654525757,
|
|
0.18713442981243134,
|
|
0.30555543303489685,
|
|
0.6181817054748535,
|
|
0.5764191746711731,
|
|
0.5139663219451904,
|
|
0.11063823103904724,
|
|
0.5274723768234253,
|
|
0.4186045527458191,
|
|
0.3502824008464813,
|
|
0.32432422041893005,
|
|
0.7053138613700867,
|
|
0.5120771527290344,
|
|
0.4565216302871704,
|
|
0.31939154863357544,
|
|
0.08955218642950058,
|
|
0.22748807072639465,
|
|
0.2099999338388443,
|
|
0.2716048061847687,
|
|
0.6930691599845886,
|
|
0.5080644488334656,
|
|
0.42639580368995667,
|
|
0.6218487024307251,
|
|
0.12857137620449066,
|
|
0.41666656732559204,
|
|
0.20105813443660736,
|
|
0.5555554032325745,
|
|
0.6515835523605347,
|
|
0.2066115140914917,
|
|
0.23414628207683563,
|
|
0.3168315887451172,
|
|
0.18884113430976868,
|
|
0.2944784462451935,
|
|
0.675555408000946,
|
|
0.30857133865356445,
|
|
0.3272726535797119,
|
|
0.40251561999320984,
|
|
0.35772350430488586,
|
|
0.385650098323822,
|
|
0.18269222974777222,
|
|
0.37499985098838806,
|
|
0.368663489818573,
|
|
0.5221673846244812,
|
|
0.21794864535331726,
|
|
0.18518511950969696,
|
|
0.5099600553512573,
|
|
0.44559577107429504,
|
|
0.35748788714408875,
|
|
0.41340771317481995,
|
|
0.13888883590698242,
|
|
0.44970402121543884
|
|
],
|
|
"time": 163.74302460066974,
|
|
"param": [
|
|
{
|
|
"p": 0.05257198587059975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05585423484444618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07541414350271225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07619236409664154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07412480562925339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08165914565324783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07756825536489487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07866286486387253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06832689046859741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0704951211810112,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07520800083875656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07546867430210114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08151339739561081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05694015324115753,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 3.6756820678710938,
|
|
"val_loss": 2.8784279823303223,
|
|
"acc": 36.25,
|
|
"f1": [
|
|
0.6769229769706726,
|
|
0.3942306339740753,
|
|
0.3269230127334595,
|
|
0.20689648389816284,
|
|
0.16766461730003357,
|
|
0.3003951609134674,
|
|
0.3417084515094757,
|
|
0.40404030680656433,
|
|
0.33035704493522644,
|
|
0.4670657217502594,
|
|
0.119999960064888,
|
|
0.29245272278785706,
|
|
0.3842363655567169,
|
|
0.23529404401779175,
|
|
0.3248729705810547,
|
|
0.20720712840557098,
|
|
0.2983870208263397,
|
|
0.5188678503036499,
|
|
0.35502949357032776,
|
|
0.23076920211315155,
|
|
0.585152804851532,
|
|
0.4933919608592987,
|
|
0.33027511835098267,
|
|
0.5769229531288147,
|
|
0.6079294085502625,
|
|
0.20382159948349,
|
|
0.2214532196521759,
|
|
0.20909084379673004,
|
|
0.4454147219657898,
|
|
0.27551010251045227,
|
|
0.378109335899353,
|
|
0.3559320867061615,
|
|
0.3678159713745117,
|
|
0.3980098366737366,
|
|
0.3482586145401001,
|
|
0.13483139872550964,
|
|
0.3456788659095764,
|
|
0.16249993443489075,
|
|
0.23204411566257477,
|
|
0.524590015411377,
|
|
0.3274335563182831,
|
|
0.5786800384521484,
|
|
0.29032251238822937,
|
|
0.3313608467578888,
|
|
0.22881349921226501,
|
|
0.19209031760692596,
|
|
0.18072283267974854,
|
|
0.5277776718139648,
|
|
0.5066665410995483,
|
|
0.37696322798728943,
|
|
0.17801040410995483,
|
|
0.3419688045978546,
|
|
0.5943394899368286,
|
|
0.601625919342041,
|
|
0.5118482112884521,
|
|
0.11249993741512299,
|
|
0.5060240030288696,
|
|
0.3798881769180298,
|
|
0.3361343741416931,
|
|
0.3299999237060547,
|
|
0.6785712838172913,
|
|
0.4713374376296997,
|
|
0.4269661605358124,
|
|
0.4129031002521515,
|
|
0.1103447824716568,
|
|
0.24742262065410614,
|
|
0.10218973457813263,
|
|
0.3295453190803528,
|
|
0.6905827522277832,
|
|
0.5249999165534973,
|
|
0.38095223903656006,
|
|
0.6099998950958252,
|
|
0.10650881379842758,
|
|
0.3152172863483429,
|
|
0.16774186491966248,
|
|
0.6153844594955444,
|
|
0.6530610918998718,
|
|
0.18264833092689514,
|
|
0.188888818025589,
|
|
0.32539674639701843,
|
|
0.1818181276321411,
|
|
0.32258057594299316,
|
|
0.6052630543708801,
|
|
0.29885047674179077,
|
|
0.22485199570655823,
|
|
0.3853210210800171,
|
|
0.41176459193229675,
|
|
0.3289472758769989,
|
|
0.1993355005979538,
|
|
0.36529669165611267,
|
|
0.2887699604034424,
|
|
0.5888887047767639,
|
|
0.2258063703775406,
|
|
0.2116401493549347,
|
|
0.5447153449058533,
|
|
0.45248857140541077,
|
|
0.3060108423233032,
|
|
0.3625729978084564,
|
|
0.1481480747461319,
|
|
0.37288129329681396
|
|
],
|
|
"time": 159.88624728284776,
|
|
"param": [
|
|
{
|
|
"p": 0.06630025058984756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07107144594192505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07372704893350601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056614797562360764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06317076832056046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07576166093349457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0898139700293541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07796105742454529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07097514718770981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07283186167478561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08113867044448853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06539381295442581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07332753390073776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0619119293987751,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 151,
|
|
"train_loss": 3.880525588989258,
|
|
"val_loss": 2.6714820861816406,
|
|
"acc": 35.98,
|
|
"f1": [
|
|
0.6799998879432678,
|
|
0.4242422580718994,
|
|
0.2754489779472351,
|
|
0.21333326399326324,
|
|
0.14117640256881714,
|
|
0.2641508877277374,
|
|
0.32558128237724304,
|
|
0.3609755337238312,
|
|
0.321428507566452,
|
|
0.4469272196292877,
|
|
0.08484841883182526,
|
|
0.23280414938926697,
|
|
0.345177561044693,
|
|
0.25688064098358154,
|
|
0.22727267444133759,
|
|
0.2558138370513916,
|
|
0.34782594442367554,
|
|
0.4913792312145233,
|
|
0.34523800015449524,
|
|
0.3478259742259979,
|
|
0.5990337133407593,
|
|
0.5437787175178528,
|
|
0.34482747316360474,
|
|
0.5281383991241455,
|
|
0.6326529383659363,
|
|
0.23204411566257477,
|
|
0.26600977778434753,
|
|
0.2526314854621887,
|
|
0.43749991059303284,
|
|
0.2783504128456116,
|
|
0.4085105359554291,
|
|
0.36956512928009033,
|
|
0.34482747316360474,
|
|
0.3100774586200714,
|
|
0.3414632976055145,
|
|
0.13664589822292328,
|
|
0.3133639991283417,
|
|
0.2418300211429596,
|
|
0.21495321393013,
|
|
0.4699452221393585,
|
|
0.3885713219642639,
|
|
0.5894736051559448,
|
|
0.25418055057525635,
|
|
0.3552122712135315,
|
|
0.18823520839214325,
|
|
0.15068486332893372,
|
|
0.2374998927116394,
|
|
0.4413144290447235,
|
|
0.49785396456718445,
|
|
0.423611044883728,
|
|
0.21839071810245514,
|
|
0.2941175699234009,
|
|
0.6039214134216309,
|
|
0.5851062536239624,
|
|
0.5079363584518433,
|
|
0.12206566333770752,
|
|
0.4736841320991516,
|
|
0.3694266378879547,
|
|
0.36686381697654724,
|
|
0.32989683747291565,
|
|
0.6818180680274963,
|
|
0.4720495045185089,
|
|
0.4324323236942291,
|
|
0.37623751163482666,
|
|
0.1081080436706543,
|
|
0.17073164880275726,
|
|
0.194871723651886,
|
|
0.26206886768341064,
|
|
0.7564765214920044,
|
|
0.603351891040802,
|
|
0.4413144290447235,
|
|
0.5841582417488098,
|
|
0.07407402247190475,
|
|
0.4257424473762512,
|
|
0.16455689072608948,
|
|
0.5787232518196106,
|
|
0.6435642242431641,
|
|
0.08888883143663406,
|
|
0.24418595433235168,
|
|
0.2887699604034424,
|
|
0.14634141325950623,
|
|
0.3363635540008545,
|
|
0.6598983407020569,
|
|
0.3654821515083313,
|
|
0.2550334632396698,
|
|
0.3744291365146637,
|
|
0.3957218527793884,
|
|
0.4469272196292877,
|
|
0.19298237562179565,
|
|
0.3529410660266876,
|
|
0.29743579030036926,
|
|
0.4947367310523987,
|
|
0.15999992191791534,
|
|
0.21590900421142578,
|
|
0.5856351852416992,
|
|
0.488262802362442,
|
|
0.3018867075443268,
|
|
0.2634730041027069,
|
|
0.16080394387245178,
|
|
0.3555554449558258
|
|
],
|
|
"time": 161.7962317848578,
|
|
"param": [
|
|
{
|
|
"p": 0.06988637149333954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06842372566461563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06906399130821228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0634932741522789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07743004709482193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07474101334810257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06647052615880966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08241141587495804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07217320054769516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0625200867652893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08254335075616837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07850459963083267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07567515224218369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05666319280862808,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 152,
|
|
"train_loss": 3.3283307552337646,
|
|
"val_loss": 2.720825672149658,
|
|
"acc": 36.59,
|
|
"f1": [
|
|
0.7301585674285889,
|
|
0.3800903856754303,
|
|
0.31638407707214355,
|
|
0.2543351650238037,
|
|
0.2054053246974945,
|
|
0.2656249403953552,
|
|
0.3316061198711395,
|
|
0.41340771317481995,
|
|
0.32142847776412964,
|
|
0.44705867767333984,
|
|
0.14545448124408722,
|
|
0.27096763253211975,
|
|
0.2977345883846283,
|
|
0.2613064646720886,
|
|
0.2804426848888397,
|
|
0.18699179589748383,
|
|
0.33333322405815125,
|
|
0.5046727657318115,
|
|
0.3121386468410492,
|
|
0.2739725410938263,
|
|
0.5989846587181091,
|
|
0.4857141971588135,
|
|
0.33684200048446655,
|
|
0.5561496019363403,
|
|
0.6666665077209473,
|
|
0.2456139326095581,
|
|
0.28971952199935913,
|
|
0.26086950302124023,
|
|
0.4271843731403351,
|
|
0.26315781474113464,
|
|
0.3783782720565796,
|
|
0.36820071935653687,
|
|
0.4302324652671814,
|
|
0.33333322405815125,
|
|
0.3557691276073456,
|
|
0.13924044370651245,
|
|
0.3478259742259979,
|
|
0.23834188282489777,
|
|
0.21323524415493011,
|
|
0.5599998831748962,
|
|
0.3352600038051605,
|
|
0.6060605049133301,
|
|
0.29365071654319763,
|
|
0.3428570330142975,
|
|
0.17346931993961334,
|
|
0.220779150724411,
|
|
0.2705313265323639,
|
|
0.4854367673397064,
|
|
0.5299144387245178,
|
|
0.41314542293548584,
|
|
0.23170723021030426,
|
|
0.2949307858943939,
|
|
0.6319998502731323,
|
|
0.5876287817955017,
|
|
0.5408161878585815,
|
|
0.10126575827598572,
|
|
0.5049503445625305,
|
|
0.385650098323822,
|
|
0.387096643447876,
|
|
0.3508770763874054,
|
|
0.7319586277008057,
|
|
0.4840763211250305,
|
|
0.40552979707717896,
|
|
0.4361701011657715,
|
|
0.13471496105194092,
|
|
0.23129244148731232,
|
|
0.20895515382289886,
|
|
0.27428561449050903,
|
|
0.7282050251960754,
|
|
0.5652172565460205,
|
|
0.46534639596939087,
|
|
0.5833331942558289,
|
|
0.13131305575370789,
|
|
0.38190943002700806,
|
|
0.20338977873325348,
|
|
0.5919281840324402,
|
|
0.6741572022438049,
|
|
0.14893612265586853,
|
|
0.24074065685272217,
|
|
0.3203882575035095,
|
|
0.17105256021022797,
|
|
0.2959999144077301,
|
|
0.6486485004425049,
|
|
0.36585354804992676,
|
|
0.2962961792945862,
|
|
0.35454532504081726,
|
|
0.4705880880355835,
|
|
0.40677955746650696,
|
|
0.17721512913703918,
|
|
0.33599987626075745,
|
|
0.259109228849411,
|
|
0.488262802362442,
|
|
0.11851847171783447,
|
|
0.16999994218349457,
|
|
0.5730992555618286,
|
|
0.4398338794708252,
|
|
0.3276835083961487,
|
|
0.3277309536933899,
|
|
0.13265299797058105,
|
|
0.34177201986312866
|
|
],
|
|
"time": 162.7529063075781,
|
|
"param": [
|
|
{
|
|
"p": 0.077416330575943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07128067314624786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0732758641242981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06190298870205879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05138106644153595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07306274771690369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07373551279306412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08340828865766525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08217453211545944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058766454458236694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06550480425357819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0745316743850708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0856785923242569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06788043677806854,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 153,
|
|
"train_loss": 3.9255807399749756,
|
|
"val_loss": 2.5753180980682373,
|
|
"acc": 36.27,
|
|
"f1": [
|
|
0.702702522277832,
|
|
0.43749991059303284,
|
|
0.3121386468410492,
|
|
0.1891890913248062,
|
|
0.14705875515937805,
|
|
0.3211008310317993,
|
|
0.33333322405815125,
|
|
0.3953487277030945,
|
|
0.31468522548675537,
|
|
0.48587560653686523,
|
|
0.11188805103302002,
|
|
0.20304562151432037,
|
|
0.37499991059303284,
|
|
0.22058817744255066,
|
|
0.2470587193965912,
|
|
0.1782177835702896,
|
|
0.31788066029548645,
|
|
0.48301875591278076,
|
|
0.358024537563324,
|
|
0.28571417927742004,
|
|
0.5853657722473145,
|
|
0.4626865088939667,
|
|
0.31884047389030457,
|
|
0.5714284181594849,
|
|
0.6268655061721802,
|
|
0.2470587193965912,
|
|
0.3101603388786316,
|
|
0.2386830598115921,
|
|
0.4259258210659027,
|
|
0.3272726535797119,
|
|
0.3886638879776001,
|
|
0.3733331859111786,
|
|
0.3636362552642822,
|
|
0.37614670395851135,
|
|
0.34126976132392883,
|
|
0.1546391248703003,
|
|
0.2999999225139618,
|
|
0.17021268606185913,
|
|
0.2512076497077942,
|
|
0.5121949315071106,
|
|
0.35955044627189636,
|
|
0.5911328792572021,
|
|
0.3301886022090912,
|
|
0.30903783440589905,
|
|
0.2165604531764984,
|
|
0.25339359045028687,
|
|
0.16901402175426483,
|
|
0.5132741928100586,
|
|
0.4835163652896881,
|
|
0.43181803822517395,
|
|
0.23423415422439575,
|
|
0.28999990224838257,
|
|
0.5662099123001099,
|
|
0.5375493168830872,
|
|
0.572916567325592,
|
|
0.09569370746612549,
|
|
0.5181816816329956,
|
|
0.3953487277030945,
|
|
0.3482586145401001,
|
|
0.35897424817085266,
|
|
0.6871793866157532,
|
|
0.5310733318328857,
|
|
0.44047608971595764,
|
|
0.35897424817085266,
|
|
0.1153845563530922,
|
|
0.20462042093276978,
|
|
0.14857135713100433,
|
|
0.2842104732990265,
|
|
0.7282050251960754,
|
|
0.6018517017364502,
|
|
0.45544540882110596,
|
|
0.5971562266349792,
|
|
0.1258740872144699,
|
|
0.32258057594299316,
|
|
0.1656804084777832,
|
|
0.5887848734855652,
|
|
0.663461446762085,
|
|
0.140350803732872,
|
|
0.23853203654289246,
|
|
0.36046499013900757,
|
|
0.15111105144023895,
|
|
0.25301194190979004,
|
|
0.6334840059280396,
|
|
0.39999985694885254,
|
|
0.21192045509815216,
|
|
0.4129553437232971,
|
|
0.36296290159225464,
|
|
0.36619704961776733,
|
|
0.19689112901687622,
|
|
0.3408070504665375,
|
|
0.2762430012226105,
|
|
0.510416567325592,
|
|
0.22459883987903595,
|
|
0.20987647771835327,
|
|
0.5812807083129883,
|
|
0.47169798612594604,
|
|
0.31155768036842346,
|
|
0.3482586145401001,
|
|
0.16161610186100006,
|
|
0.33333322405815125
|
|
],
|
|
"time": 164.51863303314894,
|
|
"param": [
|
|
{
|
|
"p": 0.05605488270521164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05587388202548027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07795408368110657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07788912206888199,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06692645698785782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06852659583091736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07975184172391891,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07406868785619736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07381410151720047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0654555931687355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08082417398691177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08391658216714859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07264614850282669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06629792600870132,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 154,
|
|
"train_loss": 3.382485866546631,
|
|
"val_loss": 2.6089060306549072,
|
|
"acc": 36.79,
|
|
"f1": [
|
|
0.6880732178688049,
|
|
0.3314284682273865,
|
|
0.2962961792945862,
|
|
0.20325198769569397,
|
|
0.16049376130104065,
|
|
0.2621358335018158,
|
|
0.31764698028564453,
|
|
0.3999999165534973,
|
|
0.2838283181190491,
|
|
0.46739116311073303,
|
|
0.13836471736431122,
|
|
0.2830187678337097,
|
|
0.42156851291656494,
|
|
0.31914883852005005,
|
|
0.2444443702697754,
|
|
0.1731601059436798,
|
|
0.2923975884914398,
|
|
0.5326631665229797,
|
|
0.36686381697654724,
|
|
0.25179845094680786,
|
|
0.6338796615600586,
|
|
0.4677965044975281,
|
|
0.3478259742259979,
|
|
0.5714284777641296,
|
|
0.6018517017364502,
|
|
0.2731706500053406,
|
|
0.27884605526924133,
|
|
0.21256029605865479,
|
|
0.4351463317871094,
|
|
0.31764698028564453,
|
|
0.3804876506328583,
|
|
0.4352940320968628,
|
|
0.32388654351234436,
|
|
0.3315507173538208,
|
|
0.37185919284820557,
|
|
0.13017743825912476,
|
|
0.3113771378993988,
|
|
0.23463678359985352,
|
|
0.21590900421142578,
|
|
0.517646849155426,
|
|
0.3703702688217163,
|
|
0.5741626024246216,
|
|
0.26086947321891785,
|
|
0.36633655428886414,
|
|
0.1951218843460083,
|
|
0.23655906319618225,
|
|
0.2829267382621765,
|
|
0.4675323963165283,
|
|
0.5388126373291016,
|
|
0.40476179122924805,
|
|
0.23595495522022247,
|
|
0.3470318615436554,
|
|
0.6285712718963623,
|
|
0.5683058500289917,
|
|
0.5599998831748962,
|
|
0.1130434200167656,
|
|
0.5373133420944214,
|
|
0.38251355290412903,
|
|
0.3577980697154999,
|
|
0.3362067937850952,
|
|
0.7022221088409424,
|
|
0.548076868057251,
|
|
0.4549761712551117,
|
|
0.3999998867511749,
|
|
0.10970457643270493,
|
|
0.1940297782421112,
|
|
0.17834389209747314,
|
|
0.2584269046783447,
|
|
0.7064219117164612,
|
|
0.5375493168830872,
|
|
0.43523305654525757,
|
|
0.6339284181594849,
|
|
0.11864400655031204,
|
|
0.3387977182865143,
|
|
0.19736838340759277,
|
|
0.6028706431388855,
|
|
0.613065242767334,
|
|
0.1450776606798172,
|
|
0.2549018859863281,
|
|
0.3428570628166199,
|
|
0.17679551243782043,
|
|
0.2786068916320801,
|
|
0.6602869629859924,
|
|
0.3195265531539917,
|
|
0.24580998718738556,
|
|
0.3843415677547455,
|
|
0.40975597500801086,
|
|
0.3934425115585327,
|
|
0.2095237374305725,
|
|
0.37096765637397766,
|
|
0.3364485204219818,
|
|
0.522612988948822,
|
|
0.20779214799404144,
|
|
0.21538454294204712,
|
|
0.6009851098060608,
|
|
0.42914968729019165,
|
|
0.2692306637763977,
|
|
0.3783782720565796,
|
|
0.15999993681907654,
|
|
0.34042543172836304
|
|
],
|
|
"time": 162.41712463833392,
|
|
"param": [
|
|
{
|
|
"p": 0.0563727542757988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050527725368738174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0751786157488823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06821899116039276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06781183928251266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08449389040470123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09225203096866608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07548055797815323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06600438058376312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713416114449501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061805788427591324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08376428484916687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08219995349645615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06454752385616302,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 155,
|
|
"train_loss": 3.5554981231689453,
|
|
"val_loss": 2.829261064529419,
|
|
"acc": 37.01,
|
|
"f1": [
|
|
0.6772485375404358,
|
|
0.43243229389190674,
|
|
0.31390124559402466,
|
|
0.1798941045999527,
|
|
0.15384608507156372,
|
|
0.2629106938838959,
|
|
0.31999990344047546,
|
|
0.38132283091545105,
|
|
0.4023667275905609,
|
|
0.43999987840652466,
|
|
0.14765094220638275,
|
|
0.2890172600746155,
|
|
0.3942306339740753,
|
|
0.30150744318962097,
|
|
0.253807008266449,
|
|
0.25777769088745117,
|
|
0.31818172335624695,
|
|
0.5080644488334656,
|
|
0.3542855978012085,
|
|
0.27338123321533203,
|
|
0.6263735294342041,
|
|
0.4509090185165405,
|
|
0.35714274644851685,
|
|
0.5728154182434082,
|
|
0.6488887667655945,
|
|
0.22485199570655823,
|
|
0.22480614483356476,
|
|
0.2782607972621918,
|
|
0.4210525453090668,
|
|
0.28749987483024597,
|
|
0.4222221076488495,
|
|
0.38862547278404236,
|
|
0.37894728779792786,
|
|
0.29864245653152466,
|
|
0.34254133701324463,
|
|
0.1809523105621338,
|
|
0.33333322405815125,
|
|
0.2258063703775406,
|
|
0.25555548071861267,
|
|
0.5084744095802307,
|
|
0.33476385474205017,
|
|
0.579710066318512,
|
|
0.2758619785308838,
|
|
0.32432422041893005,
|
|
0.2211054563522339,
|
|
0.2176164984703064,
|
|
0.1777777075767517,
|
|
0.5112106204032898,
|
|
0.5588234066963196,
|
|
0.41711217164993286,
|
|
0.24324318766593933,
|
|
0.30621999502182007,
|
|
0.6481480002403259,
|
|
0.5361700654029846,
|
|
0.4867255389690399,
|
|
0.09090902656316757,
|
|
0.5454544425010681,
|
|
0.38095226883888245,
|
|
0.36871495842933655,
|
|
0.3113771378993988,
|
|
0.7184464335441589,
|
|
0.48044681549072266,
|
|
0.43428558111190796,
|
|
0.35193121433258057,
|
|
0.09022551029920578,
|
|
0.2536584436893463,
|
|
0.1868131160736084,
|
|
0.320441871881485,
|
|
0.7014216780662537,
|
|
0.6073297262191772,
|
|
0.4292236268520355,
|
|
0.5938863754272461,
|
|
0.1257142275571823,
|
|
0.3775508999824524,
|
|
0.20588228106498718,
|
|
0.6055043935775757,
|
|
0.6231154203414917,
|
|
0.19689112901687622,
|
|
0.20792071521282196,
|
|
0.2780747711658478,
|
|
0.12676051259040833,
|
|
0.3493449091911316,
|
|
0.6822428703308105,
|
|
0.33333322405815125,
|
|
0.21582727134227753,
|
|
0.4266665577888489,
|
|
0.4910178482532501,
|
|
0.4338623583316803,
|
|
0.17333325743675232,
|
|
0.37768232822418213,
|
|
0.28440356254577637,
|
|
0.4217686057090759,
|
|
0.18848159909248352,
|
|
0.21556879580020905,
|
|
0.5764704942703247,
|
|
0.42708319425582886,
|
|
0.2941175699234009,
|
|
0.3487178385257721,
|
|
0.10389603674411774,
|
|
0.4180789887905121
|
|
],
|
|
"time": 163.21167611237615,
|
|
"param": [
|
|
{
|
|
"p": 0.07400821149349213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062492839992046356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07644463330507278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07295769453048706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.078687883913517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05873652547597885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07606015354394913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06447988003492355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08174345642328262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05775152146816254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07250744104385376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07819025963544846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08166524022817612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06427431851625443,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 156,
|
|
"train_loss": 3.525998592376709,
|
|
"val_loss": 2.927274227142334,
|
|
"acc": 35.52,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.3975153863430023,
|
|
0.2727271616458893,
|
|
0.15384608507156372,
|
|
0.10447756201028824,
|
|
0.24719089269638062,
|
|
0.3276835083961487,
|
|
0.3841806650161743,
|
|
0.3419688045978546,
|
|
0.45054933428764343,
|
|
0.13235288858413696,
|
|
0.22818784415721893,
|
|
0.29677411913871765,
|
|
0.26041656732559204,
|
|
0.21714277565479279,
|
|
0.2524271011352539,
|
|
0.36180898547172546,
|
|
0.5250964164733887,
|
|
0.33333325386047363,
|
|
0.31249991059303284,
|
|
0.6292133331298828,
|
|
0.5023695826530457,
|
|
0.32258057594299316,
|
|
0.5660375952720642,
|
|
0.6528496146202087,
|
|
0.20689646899700165,
|
|
0.24999989569187164,
|
|
0.19011402130126953,
|
|
0.4242422580718994,
|
|
0.25249162316322327,
|
|
0.37914684414863586,
|
|
0.35624995827674866,
|
|
0.4238409399986267,
|
|
0.36046499013900757,
|
|
0.32231393456459045,
|
|
0.16666661202907562,
|
|
0.30769217014312744,
|
|
0.21874994039535522,
|
|
0.20895516872406006,
|
|
0.4810125231742859,
|
|
0.35714274644851685,
|
|
0.5463413596153259,
|
|
0.2366863340139389,
|
|
0.3225805461406708,
|
|
0.20437949895858765,
|
|
0.21951214969158173,
|
|
0.2075471132993698,
|
|
0.5045044422149658,
|
|
0.5882351994514465,
|
|
0.413043349981308,
|
|
0.16267937421798706,
|
|
0.3196720480918884,
|
|
0.6173911690711975,
|
|
0.553571343421936,
|
|
0.5370368957519531,
|
|
0.08333327621221542,
|
|
0.48034927248954773,
|
|
0.36046499013900757,
|
|
0.36046499013900757,
|
|
0.30769217014312744,
|
|
0.7136148810386658,
|
|
0.4469272196292877,
|
|
0.41095879673957825,
|
|
0.3841806650161743,
|
|
0.1766381412744522,
|
|
0.2333332747220993,
|
|
0.17679551243782043,
|
|
0.2482757866382599,
|
|
0.6528924107551575,
|
|
0.4981948435306549,
|
|
0.46363624930381775,
|
|
0.563535749912262,
|
|
0.1126759946346283,
|
|
0.37499988079071045,
|
|
0.1379309892654419,
|
|
0.5938863754272461,
|
|
0.6600984334945679,
|
|
0.1240309551358223,
|
|
0.18348616361618042,
|
|
0.3133639991283417,
|
|
0.13888882100582123,
|
|
0.31284910440444946,
|
|
0.6190474629402161,
|
|
0.3211008310317993,
|
|
0.2933332324028015,
|
|
0.359550416469574,
|
|
0.39166659116744995,
|
|
0.33587780594825745,
|
|
0.14084501564502716,
|
|
0.39655160903930664,
|
|
0.29032251238822937,
|
|
0.5317917466163635,
|
|
0.2559240758419037,
|
|
0.193548321723938,
|
|
0.6021503806114197,
|
|
0.43715834617614746,
|
|
0.2838708758354187,
|
|
0.3196720480918884,
|
|
0.11353705823421478,
|
|
0.38356152176856995
|
|
],
|
|
"time": 161.75276098027825,
|
|
"param": [
|
|
{
|
|
"p": 0.06880388408899307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06426532566547394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07469356805086136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07992282509803772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134313136339188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07054425776004791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0736505314707756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07623492926359177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06823203712701797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06913329660892487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05205937474966049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0705624595284462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09408443421125412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06646991521120071,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 157,
|
|
"train_loss": 3.570939302444458,
|
|
"val_loss": 3.043462038040161,
|
|
"acc": 36.73,
|
|
"f1": [
|
|
0.6627905368804932,
|
|
0.425531804561615,
|
|
0.29629620909690857,
|
|
0.18309852480888367,
|
|
0.15624994039535522,
|
|
0.25274714827537537,
|
|
0.33976826071739197,
|
|
0.40609124302864075,
|
|
0.39583319425582886,
|
|
0.4352940320968628,
|
|
0.20118334889411926,
|
|
0.26415085792541504,
|
|
0.39449530839920044,
|
|
0.18897630274295807,
|
|
0.23584897816181183,
|
|
0.20192298293113708,
|
|
0.37696322798728943,
|
|
0.4754716157913208,
|
|
0.3809523284435272,
|
|
0.30555546283721924,
|
|
0.5577688217163086,
|
|
0.49999988079071045,
|
|
0.324607253074646,
|
|
0.562211811542511,
|
|
0.6513760089874268,
|
|
0.21794864535331726,
|
|
0.2699999213218689,
|
|
0.25210076570510864,
|
|
0.46808499097824097,
|
|
0.31249991059303284,
|
|
0.3503648638725281,
|
|
0.3678159713745117,
|
|
0.3820223808288574,
|
|
0.3171805441379547,
|
|
0.32911381125450134,
|
|
0.1485147923231125,
|
|
0.28813549876213074,
|
|
0.20731700956821442,
|
|
0.24489787220954895,
|
|
0.4598538875579834,
|
|
0.39106133580207825,
|
|
0.5933012366294861,
|
|
0.2718445658683777,
|
|
0.3143811821937561,
|
|
0.16455689072608948,
|
|
0.22471901774406433,
|
|
0.2374998927116394,
|
|
0.4824560582637787,
|
|
0.48120296001434326,
|
|
0.4180789887905121,
|
|
0.21857915818691254,
|
|
0.326315701007843,
|
|
0.5770750045776367,
|
|
0.6187844276428223,
|
|
0.5398228764533997,
|
|
0.10666660219430923,
|
|
0.5302324295043945,
|
|
0.36649200320243835,
|
|
0.33333319425582886,
|
|
0.3170730471611023,
|
|
0.7096772789955139,
|
|
0.48684197664260864,
|
|
0.4232363998889923,
|
|
0.3523315489292145,
|
|
0.09022551029920578,
|
|
0.18309852480888367,
|
|
0.21568624675273895,
|
|
0.30303019285202026,
|
|
0.7461138963699341,
|
|
0.5989303588867188,
|
|
0.4434387683868408,
|
|
0.6195651292800903,
|
|
0.15730330348014832,
|
|
0.39603951573371887,
|
|
0.17241372168064117,
|
|
0.622641384601593,
|
|
0.6486485004425049,
|
|
0.20320846140384674,
|
|
0.2305295318365097,
|
|
0.30996301770210266,
|
|
0.16267937421798706,
|
|
0.306122362613678,
|
|
0.6568626165390015,
|
|
0.329268217086792,
|
|
0.28235283493995667,
|
|
0.38053086400032043,
|
|
0.4861876964569092,
|
|
0.35454532504081726,
|
|
0.17757000029087067,
|
|
0.39215680956840515,
|
|
0.28925609588623047,
|
|
0.48447185754776,
|
|
0.2312137931585312,
|
|
0.22702695429325104,
|
|
0.5688071846961975,
|
|
0.44444432854652405,
|
|
0.2798353135585785,
|
|
0.32352930307388306,
|
|
0.13043470680713654,
|
|
0.40641695261001587
|
|
],
|
|
"time": 163.55372626986355,
|
|
"param": [
|
|
{
|
|
"p": 0.06893491744995117,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05796362832188606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07576251775026321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07750006765127182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07573957741260529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06602947413921356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0729566439986229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07102245092391968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0651944950222969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06440593302249908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07020335644483566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08394315093755722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09716901928186417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0531747005879879,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 158,
|
|
"train_loss": 3.9114468097686768,
|
|
"val_loss": 2.471604108810425,
|
|
"acc": 36.18,
|
|
"f1": [
|
|
0.6893202662467957,
|
|
0.39111098647117615,
|
|
0.29629620909690857,
|
|
0.20242910087108612,
|
|
0.1630900651216507,
|
|
0.2636362612247467,
|
|
0.3216782510280609,
|
|
0.3917524814605713,
|
|
0.41379299759864807,
|
|
0.4808742105960846,
|
|
0.08759118616580963,
|
|
0.2700421214103699,
|
|
0.30232545733451843,
|
|
0.21839071810245514,
|
|
0.2612611949443817,
|
|
0.251428484916687,
|
|
0.3905324339866638,
|
|
0.49999988079071045,
|
|
0.37125736474990845,
|
|
0.2621721923351288,
|
|
0.6043955087661743,
|
|
0.5276594758033752,
|
|
0.3711339235305786,
|
|
0.5258214473724365,
|
|
0.5840706825256348,
|
|
0.25116273760795593,
|
|
0.29245272278785706,
|
|
0.21296289563179016,
|
|
0.43575406074523926,
|
|
0.32467523217201233,
|
|
0.4088396728038788,
|
|
0.36956506967544556,
|
|
0.39560428261756897,
|
|
0.3319837152957916,
|
|
0.3356642425060272,
|
|
0.17204295098781586,
|
|
0.35978829860687256,
|
|
0.21678318083286285,
|
|
0.24427475035190582,
|
|
0.5423727631568909,
|
|
0.3699999153614044,
|
|
0.553571343421936,
|
|
0.24615375697612762,
|
|
0.33333325386047363,
|
|
0.15789467096328735,
|
|
0.20224712789058685,
|
|
0.24580998718738556,
|
|
0.4903845191001892,
|
|
0.5670101642608643,
|
|
0.38709667325019836,
|
|
0.18947362899780273,
|
|
0.28762534260749817,
|
|
0.6194028258323669,
|
|
0.5531913638114929,
|
|
0.5550238490104675,
|
|
0.07881767302751541,
|
|
0.5395347476005554,
|
|
0.3583814203739166,
|
|
0.38709667325019836,
|
|
0.3083699643611908,
|
|
0.6632652282714844,
|
|
0.4731181561946869,
|
|
0.46938762068748474,
|
|
0.38271594047546387,
|
|
0.119999960064888,
|
|
0.2559240758419037,
|
|
0.15294109284877777,
|
|
0.30303022265434265,
|
|
0.707547128200531,
|
|
0.5422221422195435,
|
|
0.45595842599868774,
|
|
0.6093748807907104,
|
|
0.1333332657814026,
|
|
0.38524580001831055,
|
|
0.19251330196857452,
|
|
0.5298506021499634,
|
|
0.6064514517784119,
|
|
0.17333325743675232,
|
|
0.23469379544258118,
|
|
0.31034475564956665,
|
|
0.17218534648418427,
|
|
0.293436199426651,
|
|
0.6699506640434265,
|
|
0.28571417927742004,
|
|
0.24113468825817108,
|
|
0.4299064576625824,
|
|
0.40677958726882935,
|
|
0.3370785415172577,
|
|
0.21301770210266113,
|
|
0.3453814387321472,
|
|
0.2914571762084961,
|
|
0.4835163354873657,
|
|
0.19095470011234283,
|
|
0.18497103452682495,
|
|
0.5512819290161133,
|
|
0.3943660855293274,
|
|
0.2714284658432007,
|
|
0.3354036211967468,
|
|
0.13461533188819885,
|
|
0.3389829397201538
|
|
],
|
|
"time": 162.94988416787237,
|
|
"param": [
|
|
{
|
|
"p": 0.059547290205955505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06703813374042511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07473237812519073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0705658495426178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042093485593795776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08307997137308121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08598539978265762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08202498406171799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07603664696216583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06291822344064713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06754113733768463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08035705983638763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07957081496715546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06850853562355042,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 159,
|
|
"train_loss": 3.283461809158325,
|
|
"val_loss": 2.5989508628845215,
|
|
"acc": 36.21,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.41340771317481995,
|
|
0.3057323694229126,
|
|
0.2389935851097107,
|
|
0.1290322095155716,
|
|
0.23788540065288544,
|
|
0.3678159713745117,
|
|
0.37623751163482666,
|
|
0.3265305459499359,
|
|
0.5095540285110474,
|
|
0.15172408521175385,
|
|
0.2488037496805191,
|
|
0.3723403513431549,
|
|
0.1898733526468277,
|
|
0.23602473735809326,
|
|
0.23484840989112854,
|
|
0.3435581922531128,
|
|
0.48837199807167053,
|
|
0.41052618622779846,
|
|
0.2844826877117157,
|
|
0.6262625455856323,
|
|
0.4562736749649048,
|
|
0.3659573495388031,
|
|
0.5228756666183472,
|
|
0.6425337791442871,
|
|
0.18934904038906097,
|
|
0.27096763253211975,
|
|
0.24454142153263092,
|
|
0.4253392219543457,
|
|
0.34042540192604065,
|
|
0.3285713195800781,
|
|
0.3636362552642822,
|
|
0.4210525155067444,
|
|
0.32950183749198914,
|
|
0.34389129281044006,
|
|
0.11111104488372803,
|
|
0.309278279542923,
|
|
0.23863628506660461,
|
|
0.2530611455440521,
|
|
0.5084744095802307,
|
|
0.3261801600456238,
|
|
0.5321099162101746,
|
|
0.3025209605693817,
|
|
0.3675675094127655,
|
|
0.1914892941713333,
|
|
0.2681563198566437,
|
|
0.1938774734735489,
|
|
0.48192763328552246,
|
|
0.5238093733787537,
|
|
0.43518510460853577,
|
|
0.2295081466436386,
|
|
0.24615375697612762,
|
|
0.5395347476005554,
|
|
0.5437787175178528,
|
|
0.5537188649177551,
|
|
0.0970873162150383,
|
|
0.4841269254684448,
|
|
0.3703702688217163,
|
|
0.34920626878738403,
|
|
0.3348415493965149,
|
|
0.6930691599845886,
|
|
0.4814813435077667,
|
|
0.46999987959861755,
|
|
0.3975153863430023,
|
|
0.119999960064888,
|
|
0.2686566412448883,
|
|
0.17358486354351044,
|
|
0.24999989569187164,
|
|
0.7346937656402588,
|
|
0.5327867269515991,
|
|
0.45976996421813965,
|
|
0.5887445211410522,
|
|
0.12182734906673431,
|
|
0.3950616121292114,
|
|
0.1932772397994995,
|
|
0.6741572022438049,
|
|
0.649484395980835,
|
|
0.14184391498565674,
|
|
0.24034328758716583,
|
|
0.327868789434433,
|
|
0.145695298910141,
|
|
0.27920225262641907,
|
|
0.6700506210327148,
|
|
0.27777770161628723,
|
|
0.2269502729177475,
|
|
0.38888880610466003,
|
|
0.40579700469970703,
|
|
0.36190465092658997,
|
|
0.18390797078609467,
|
|
0.36051490902900696,
|
|
0.28289467096328735,
|
|
0.5464479923248291,
|
|
0.16853927075862885,
|
|
0.2127658873796463,
|
|
0.602040708065033,
|
|
0.4236452281475067,
|
|
0.26136353611946106,
|
|
0.3295453190803528,
|
|
0.1626015603542328,
|
|
0.358024537563324
|
|
],
|
|
"time": 162.8276257896796,
|
|
"param": [
|
|
{
|
|
"p": 0.06095439940690994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06509148329496384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06385352462530136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08395462483167648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06634248793125153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07504605501890182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06397999078035355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08231209963560104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07616287469863892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0708102136850357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07560736685991287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06998156756162643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08130057156085968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06460265070199966,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 160,
|
|
"train_loss": 3.354332447052002,
|
|
"val_loss": 2.9032962322235107,
|
|
"acc": 36.34,
|
|
"f1": [
|
|
0.7120417356491089,
|
|
0.35365843772888184,
|
|
0.37563440203666687,
|
|
0.18300646543502808,
|
|
0.16560502350330353,
|
|
0.22996509075164795,
|
|
0.36792439222335815,
|
|
0.3905324339866638,
|
|
0.3259258568286896,
|
|
0.49710968136787415,
|
|
0.10144922137260437,
|
|
0.27322396636009216,
|
|
0.3428570628166199,
|
|
0.23129244148731232,
|
|
0.27472516894340515,
|
|
0.2621358335018158,
|
|
0.3465345501899719,
|
|
0.5208331942558289,
|
|
0.39130425453186035,
|
|
0.300429105758667,
|
|
0.5627704858779907,
|
|
0.5026176571846008,
|
|
0.3301886022090912,
|
|
0.497041255235672,
|
|
0.5976094603538513,
|
|
0.2138364166021347,
|
|
0.2933332324028015,
|
|
0.18390797078609467,
|
|
0.4186045527458191,
|
|
0.345177561044693,
|
|
0.385650098323822,
|
|
0.4205606281757355,
|
|
0.3878786563873291,
|
|
0.38427940011024475,
|
|
0.3034055233001709,
|
|
0.14583328366279602,
|
|
0.30392149090766907,
|
|
0.19323663413524628,
|
|
0.23124995827674866,
|
|
0.429447740316391,
|
|
0.3703702688217163,
|
|
0.5865383148193359,
|
|
0.31428563594818115,
|
|
0.32679733633995056,
|
|
0.21052628755569458,
|
|
0.20858889818191528,
|
|
0.2673795819282532,
|
|
0.4972374439239502,
|
|
0.5120771527290344,
|
|
0.4509802758693695,
|
|
0.1390373706817627,
|
|
0.28310492634773254,
|
|
0.6146787405014038,
|
|
0.6341462135314941,
|
|
0.5121949315071106,
|
|
0.11764700710773468,
|
|
0.5523808598518372,
|
|
0.35341355204582214,
|
|
0.3113771378993988,
|
|
0.32258057594299316,
|
|
0.6854459643363953,
|
|
0.48927029967308044,
|
|
0.4519229531288147,
|
|
0.4248703718185425,
|
|
0.14218004047870636,
|
|
0.2444443702697754,
|
|
0.16666659712791443,
|
|
0.2682925760746002,
|
|
0.7053138613700867,
|
|
0.47761186957359314,
|
|
0.40999990701675415,
|
|
0.6101694107055664,
|
|
0.20161284506320953,
|
|
0.3463686406612396,
|
|
0.20809243619441986,
|
|
0.6044443249702454,
|
|
0.6540283560752869,
|
|
0.16249993443489075,
|
|
0.22935770452022552,
|
|
0.33918121457099915,
|
|
0.1398600935935974,
|
|
0.31034475564956665,
|
|
0.6442306041717529,
|
|
0.30057793855667114,
|
|
0.1836734265089035,
|
|
0.3878786563873291,
|
|
0.3743841052055359,
|
|
0.36206886172294617,
|
|
0.12598420679569244,
|
|
0.33793097734451294,
|
|
0.2929935157299042,
|
|
0.5111110210418701,
|
|
0.213483065366745,
|
|
0.12857137620449066,
|
|
0.49999988079071045,
|
|
0.4226802885532379,
|
|
0.33532923460006714,
|
|
0.3609755337238312,
|
|
0.1494252234697342,
|
|
0.36464083194732666
|
|
],
|
|
"time": 163.92785950843245,
|
|
"param": [
|
|
{
|
|
"p": 0.06516611576080322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06647509336471558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06995393335819244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07201549410820007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06780663132667542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06787032634019852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07926305383443832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08219971507787704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07040302455425262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06082233041524887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07029299437999725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07395005971193314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08809107542037964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06569015234708786,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 161,
|
|
"train_loss": 3.506005048751831,
|
|
"val_loss": 2.579596757888794,
|
|
"acc": 35.83,
|
|
"f1": [
|
|
0.7213113307952881,
|
|
0.3908045291900635,
|
|
0.28048771619796753,
|
|
0.20202013850212097,
|
|
0.17391297221183777,
|
|
0.2783504128456116,
|
|
0.30120471119880676,
|
|
0.4050631821155548,
|
|
0.3999998867511749,
|
|
0.4999998211860657,
|
|
0.1764705330133438,
|
|
0.23529404401779175,
|
|
0.3831774890422821,
|
|
0.253807008266449,
|
|
0.309278279542923,
|
|
0.24580998718738556,
|
|
0.36559128761291504,
|
|
0.5024629235267639,
|
|
0.32369929552078247,
|
|
0.29508185386657715,
|
|
0.5925924181938171,
|
|
0.5338981747627258,
|
|
0.37426888942718506,
|
|
0.5527637004852295,
|
|
0.666666567325592,
|
|
0.2276422381401062,
|
|
0.2598869204521179,
|
|
0.21897804737091064,
|
|
0.3999999165534973,
|
|
0.2871793806552887,
|
|
0.39560428261756897,
|
|
0.3694778084754944,
|
|
0.30656924843788147,
|
|
0.29437223076820374,
|
|
0.3367346227169037,
|
|
0.175572469830513,
|
|
0.335570365190506,
|
|
0.20289847254753113,
|
|
0.2272726446390152,
|
|
0.5248867273330688,
|
|
0.3287670314311981,
|
|
0.5744680166244507,
|
|
0.26086947321891785,
|
|
0.3709090054035187,
|
|
0.18404902517795563,
|
|
0.22093015909194946,
|
|
0.21965309977531433,
|
|
0.47899147868156433,
|
|
0.4549018442630768,
|
|
0.4176705777645111,
|
|
0.2193547636270523,
|
|
0.32124343514442444,
|
|
0.5886523723602295,
|
|
0.5652172565460205,
|
|
0.5172412395477295,
|
|
0.13265299797058105,
|
|
0.46808499097824097,
|
|
0.40476179122924805,
|
|
0.2746478021144867,
|
|
0.3535352647304535,
|
|
0.6804978251457214,
|
|
0.4223601520061493,
|
|
0.4766837954521179,
|
|
0.4111110270023346,
|
|
0.1546391248703003,
|
|
0.18811874091625214,
|
|
0.16279062628746033,
|
|
0.29665064811706543,
|
|
0.6666665077209473,
|
|
0.5948716402053833,
|
|
0.43373486399650574,
|
|
0.5922329425811768,
|
|
0.13978487253189087,
|
|
0.3803277909755707,
|
|
0.1052631139755249,
|
|
0.5463413596153259,
|
|
0.6329112648963928,
|
|
0.17333325743675232,
|
|
0.24137921631336212,
|
|
0.31205663084983826,
|
|
0.1818181276321411,
|
|
0.29824554920196533,
|
|
0.6451612114906311,
|
|
0.26206886768341064,
|
|
0.2258063703775406,
|
|
0.367346853017807,
|
|
0.4043714702129364,
|
|
0.3688523471355438,
|
|
0.1360543668270111,
|
|
0.3376622498035431,
|
|
0.28925609588623047,
|
|
0.4914284646511078,
|
|
0.24864855408668518,
|
|
0.1818181276321411,
|
|
0.6071426868438721,
|
|
0.41666656732559204,
|
|
0.23529404401779175,
|
|
0.3118278682231903,
|
|
0.12875531613826752,
|
|
0.37125736474990845
|
|
],
|
|
"time": 161.19056547619402,
|
|
"param": [
|
|
{
|
|
"p": 0.06994510442018509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06541936844587326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07077130675315857,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0533527135848999,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07284142822027206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133445143699646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09106764942407608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07628972828388214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0720074325799942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07207395136356354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06972748786211014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07081954926252365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0732855498790741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07106424123048782,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 162,
|
|
"train_loss": 3.343158006668091,
|
|
"val_loss": 2.798185110092163,
|
|
"acc": 36.76,
|
|
"f1": [
|
|
0.7142855525016785,
|
|
0.390243798494339,
|
|
0.30107519030570984,
|
|
0.2025315761566162,
|
|
0.12121206521987915,
|
|
0.28099164366722107,
|
|
0.3157894015312195,
|
|
0.4095236659049988,
|
|
0.39153432846069336,
|
|
0.4598929286003113,
|
|
0.11851847171783447,
|
|
0.2843601107597351,
|
|
0.3843136429786682,
|
|
0.26751580834388733,
|
|
0.2816900908946991,
|
|
0.2548261880874634,
|
|
0.3203882575035095,
|
|
0.5244443416595459,
|
|
0.28947359323501587,
|
|
0.3167419731616974,
|
|
0.6486485004425049,
|
|
0.48799988627433777,
|
|
0.3409090042114258,
|
|
0.5502644181251526,
|
|
0.6444442868232727,
|
|
0.21301770210266113,
|
|
0.2873562276363373,
|
|
0.239999920129776,
|
|
0.41666656732559204,
|
|
0.30357134342193604,
|
|
0.40476179122924805,
|
|
0.368230938911438,
|
|
0.3478260338306427,
|
|
0.3314915895462036,
|
|
0.3166022300720215,
|
|
0.14765094220638275,
|
|
0.3387977182865143,
|
|
0.2099446803331375,
|
|
0.20863303542137146,
|
|
0.4936707317829132,
|
|
0.3736262619495392,
|
|
0.5894736051559448,
|
|
0.2588233947753906,
|
|
0.3686273694038391,
|
|
0.22471901774406433,
|
|
0.228571355342865,
|
|
0.2612611949443817,
|
|
0.5087717771530151,
|
|
0.5326631665229797,
|
|
0.4111110270023346,
|
|
0.19827578961849213,
|
|
0.30666661262512207,
|
|
0.6169153451919556,
|
|
0.6103284358978271,
|
|
0.5032256245613098,
|
|
0.12121205776929855,
|
|
0.5092591643333435,
|
|
0.39603951573371887,
|
|
0.3636362552642822,
|
|
0.29032251238822937,
|
|
0.6899998784065247,
|
|
0.5067872405052185,
|
|
0.41414129734039307,
|
|
0.4210525155067444,
|
|
0.1282050609588623,
|
|
0.21698106825351715,
|
|
0.13924044370651245,
|
|
0.3152172863483429,
|
|
0.7136148810386658,
|
|
0.5234374403953552,
|
|
0.4358973503112793,
|
|
0.6111109852790833,
|
|
0.1395348161458969,
|
|
0.4279474914073944,
|
|
0.18072283267974854,
|
|
0.6181816458702087,
|
|
0.6124400496482849,
|
|
0.09333327412605286,
|
|
0.23809516429901123,
|
|
0.30331745743751526,
|
|
0.1481480896472931,
|
|
0.28971952199935913,
|
|
0.6305417418479919,
|
|
0.3184078335762024,
|
|
0.23913034796714783,
|
|
0.4028776288032532,
|
|
0.4114284813404083,
|
|
0.3649121820926666,
|
|
0.21259836852550507,
|
|
0.34615376591682434,
|
|
0.306122362613678,
|
|
0.5227271318435669,
|
|
0.23225797712802887,
|
|
0.208791121840477,
|
|
0.5520360469818115,
|
|
0.45833322405815125,
|
|
0.34999990463256836,
|
|
0.31802111864089966,
|
|
0.11494245380163193,
|
|
0.41379299759864807
|
|
],
|
|
"time": 163.22499461006373,
|
|
"param": [
|
|
{
|
|
"p": 0.07173842191696167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06995154917240143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0835401639342308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07389077544212341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05775228887796402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06701095402240753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.079640232026577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06336508691310883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07503017038106918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07213450223207474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0685768723487854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07166000455617905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08659984171390533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059109166264534,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 163,
|
|
"train_loss": 3.9155113697052,
|
|
"val_loss": 2.8462424278259277,
|
|
"acc": 36.64,
|
|
"f1": [
|
|
0.6947367191314697,
|
|
0.3692306876182556,
|
|
0.2906976044178009,
|
|
0.10218973457813263,
|
|
0.15819202363491058,
|
|
0.27777767181396484,
|
|
0.2790696620941162,
|
|
0.3703702688217163,
|
|
0.3726707398891449,
|
|
0.43333321809768677,
|
|
0.16184966266155243,
|
|
0.21333324909210205,
|
|
0.38775497674942017,
|
|
0.30392149090766907,
|
|
0.265682578086853,
|
|
0.20125779509544373,
|
|
0.32804223895072937,
|
|
0.5398228764533997,
|
|
0.37681150436401367,
|
|
0.2786884307861328,
|
|
0.5806450843811035,
|
|
0.48401811718940735,
|
|
0.3431371748447418,
|
|
0.5513511896133423,
|
|
0.6766167879104614,
|
|
0.2424241602420807,
|
|
0.2705881595611572,
|
|
0.2588234543800354,
|
|
0.47368407249450684,
|
|
0.3060108423233032,
|
|
0.34905651211738586,
|
|
0.3843136429786682,
|
|
0.3402060866355896,
|
|
0.3779526650905609,
|
|
0.3442622125148773,
|
|
0.210526242852211,
|
|
0.3076922297477722,
|
|
0.19417467713356018,
|
|
0.27102795243263245,
|
|
0.47398826479911804,
|
|
0.3786981403827667,
|
|
0.5837318897247314,
|
|
0.24074065685272217,
|
|
0.3344946801662445,
|
|
0.1379309892654419,
|
|
0.239520862698555,
|
|
0.21848732233047485,
|
|
0.5045870542526245,
|
|
0.5161289572715759,
|
|
0.41884803771972656,
|
|
0.2233501821756363,
|
|
0.30350184440612793,
|
|
0.5887848734855652,
|
|
0.579710066318512,
|
|
0.5483869910240173,
|
|
0.11764698475599289,
|
|
0.5333331823348999,
|
|
0.37333324551582336,
|
|
0.33939382433891296,
|
|
0.33992087841033936,
|
|
0.6893202662467957,
|
|
0.4814813435077667,
|
|
0.47826072573661804,
|
|
0.3957218527793884,
|
|
0.13017743825912476,
|
|
0.27999991178512573,
|
|
0.1635219305753708,
|
|
0.24460424482822418,
|
|
0.6785712838172913,
|
|
0.5743588209152222,
|
|
0.4385963976383209,
|
|
0.6134452819824219,
|
|
0.15873010456562042,
|
|
0.3942306339740753,
|
|
0.14598533511161804,
|
|
0.5999999046325684,
|
|
0.6299998760223389,
|
|
0.16279064118862152,
|
|
0.2736841142177582,
|
|
0.3369564116001129,
|
|
0.18181811273097992,
|
|
0.2592591643333435,
|
|
0.5928853154182434,
|
|
0.3778800964355469,
|
|
0.26573416590690613,
|
|
0.3677128851413727,
|
|
0.41592907905578613,
|
|
0.42857128381729126,
|
|
0.13580238819122314,
|
|
0.34615376591682434,
|
|
0.2760942280292511,
|
|
0.49746179580688477,
|
|
0.210526242852211,
|
|
0.216666579246521,
|
|
0.5462961196899414,
|
|
0.43349742889404297,
|
|
0.3113771378993988,
|
|
0.33333322405815125,
|
|
0.14084503054618835,
|
|
0.40641695261001587
|
|
],
|
|
"time": 163.4514502044767,
|
|
"param": [
|
|
{
|
|
"p": 0.0538751445710659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06930013746023178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07060182094573975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09321808069944382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06789212673902512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164279371500015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06964627653360367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0776839479804039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06941051781177521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06590257585048676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07462985068559647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06143808364868164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08002698421478271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07473164796829224,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 164,
|
|
"train_loss": 3.7748630046844482,
|
|
"val_loss": 2.7746024131774902,
|
|
"acc": 36.29,
|
|
"f1": [
|
|
0.6388887763023376,
|
|
0.4155843257904053,
|
|
0.2882882058620453,
|
|
0.23893800377845764,
|
|
0.14583328366279602,
|
|
0.28855711221694946,
|
|
0.33333322405815125,
|
|
0.33121007680892944,
|
|
0.38862547278404236,
|
|
0.44578301906585693,
|
|
0.11042939126491547,
|
|
0.2929935157299042,
|
|
0.43850257992744446,
|
|
0.2660549581050873,
|
|
0.28426387906074524,
|
|
0.21316610276699066,
|
|
0.358024537563324,
|
|
0.4734298884868622,
|
|
0.4414413571357727,
|
|
0.30939218401908875,
|
|
0.5951218605041504,
|
|
0.4947367310523987,
|
|
0.35602086782455444,
|
|
0.5462554097175598,
|
|
0.6666665077209473,
|
|
0.21301770210266113,
|
|
0.29951682686805725,
|
|
0.23015865683555603,
|
|
0.4411763548851013,
|
|
0.30588221549987793,
|
|
0.35978829860687256,
|
|
0.34224584698677063,
|
|
0.3425924777984619,
|
|
0.3363635540008545,
|
|
0.3790321350097656,
|
|
0.19298237562179565,
|
|
0.3065692186355591,
|
|
0.20394733548164368,
|
|
0.21649475395679474,
|
|
0.502282977104187,
|
|
0.37804868817329407,
|
|
0.5842695236206055,
|
|
0.28571420907974243,
|
|
0.3626372814178467,
|
|
0.15189866721630096,
|
|
0.20858889818191528,
|
|
0.2660943269729614,
|
|
0.48068660497665405,
|
|
0.5339365601539612,
|
|
0.47619035840034485,
|
|
0.18404902517795563,
|
|
0.34972667694091797,
|
|
0.6098653674125671,
|
|
0.5596328973770142,
|
|
0.4606740176677704,
|
|
0.12422355264425278,
|
|
0.4723246097564697,
|
|
0.4105958938598633,
|
|
0.35071080923080444,
|
|
0.35185176134109497,
|
|
0.7363182306289673,
|
|
0.48044681549072266,
|
|
0.44571414589881897,
|
|
0.39631327986717224,
|
|
0.143540620803833,
|
|
0.24999991059303284,
|
|
0.20091316103935242,
|
|
0.251428484916687,
|
|
0.6995514035224915,
|
|
0.5276594758033752,
|
|
0.4424777626991272,
|
|
0.5901637673377991,
|
|
0.11764700710773468,
|
|
0.3555554449558258,
|
|
0.20689648389816284,
|
|
0.5779815316200256,
|
|
0.6424869298934937,
|
|
0.16216209530830383,
|
|
0.2065216600894928,
|
|
0.2983870208263397,
|
|
0.14285708963871002,
|
|
0.2845849096775055,
|
|
0.635944664478302,
|
|
0.3041473925113678,
|
|
0.2456139326095581,
|
|
0.38095223903656006,
|
|
0.4573989808559418,
|
|
0.38918909430503845,
|
|
0.16842098534107208,
|
|
0.3841806650161743,
|
|
0.21621614694595337,
|
|
0.49999988079071045,
|
|
0.25104594230651855,
|
|
0.20779213309288025,
|
|
0.5319147706031799,
|
|
0.44036686420440674,
|
|
0.32335323095321655,
|
|
0.3084111213684082,
|
|
0.13407814502716064,
|
|
0.35862061381340027
|
|
],
|
|
"time": 162.07716043293476,
|
|
"param": [
|
|
{
|
|
"p": 0.07094979286193848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06924202293157578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06997594982385635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06571552157402039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07178939878940582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08153089880943298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08388776332139969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07907295972108841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05548526719212532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06679761409759521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062337059527635574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07531028240919113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07934841513633728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06855696439743042,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 165,
|
|
"train_loss": 3.9780492782592773,
|
|
"val_loss": 2.923785448074341,
|
|
"acc": 36.47,
|
|
"f1": [
|
|
0.6516852378845215,
|
|
0.3999998867511749,
|
|
0.30567678809165955,
|
|
0.23255810141563416,
|
|
0.23204411566257477,
|
|
0.28712859749794006,
|
|
0.34254133701324463,
|
|
0.4174756109714508,
|
|
0.3470318615436554,
|
|
0.44808733463287354,
|
|
0.16374263167381287,
|
|
0.2941175699234009,
|
|
0.3319147825241089,
|
|
0.2783504128456116,
|
|
0.2784809470176697,
|
|
0.2686566412448883,
|
|
0.3431951701641083,
|
|
0.507771909236908,
|
|
0.4215245544910431,
|
|
0.2745097279548645,
|
|
0.5779815316200256,
|
|
0.49785396456718445,
|
|
0.33777767419815063,
|
|
0.5714284777641296,
|
|
0.624390184879303,
|
|
0.21111102402210236,
|
|
0.26666656136512756,
|
|
0.24154582619667053,
|
|
0.4705880880355835,
|
|
0.31775689125061035,
|
|
0.351351261138916,
|
|
0.3618420362472534,
|
|
0.31939154863357544,
|
|
0.32075464725494385,
|
|
0.3542855978012085,
|
|
0.11764701455831528,
|
|
0.3267972767353058,
|
|
0.15950913727283478,
|
|
0.2751321792602539,
|
|
0.46242761611938477,
|
|
0.3599999248981476,
|
|
0.5550238490104675,
|
|
0.2622949779033661,
|
|
0.362499862909317,
|
|
0.17567561566829681,
|
|
0.18999992311000824,
|
|
0.2677823603153229,
|
|
0.4954127371311188,
|
|
0.5572138428688049,
|
|
0.4432430863380432,
|
|
0.2165604531764984,
|
|
0.2745096981525421,
|
|
0.6160336136817932,
|
|
0.5123965740203857,
|
|
0.5090908408164978,
|
|
0.12422355264425278,
|
|
0.534031331539154,
|
|
0.4204544126987457,
|
|
0.39548009634017944,
|
|
0.35146433115005493,
|
|
0.7089946269989014,
|
|
0.39160826802253723,
|
|
0.4431816637516022,
|
|
0.41379302740097046,
|
|
0.14634139835834503,
|
|
0.1854303926229477,
|
|
0.15909084677696228,
|
|
0.26804113388061523,
|
|
0.6551722884178162,
|
|
0.5541123747825623,
|
|
0.43555545806884766,
|
|
0.6037734746932983,
|
|
0.15458931028842926,
|
|
0.3722943067550659,
|
|
0.14012733101844788,
|
|
0.5526314973831177,
|
|
0.6106193661689758,
|
|
0.22680403292179108,
|
|
0.23589736223220825,
|
|
0.2762430012226105,
|
|
0.14473678171634674,
|
|
0.3069306015968323,
|
|
0.62135910987854,
|
|
0.30107519030570984,
|
|
0.23463678359985352,
|
|
0.3644067049026489,
|
|
0.39826828241348267,
|
|
0.4034333825111389,
|
|
0.2314814031124115,
|
|
0.3694778084754944,
|
|
0.2572613060474396,
|
|
0.5492226481437683,
|
|
0.15116271376609802,
|
|
0.193548321723938,
|
|
0.5614033341407776,
|
|
0.40157467126846313,
|
|
0.3431371748447418,
|
|
0.3442622125148773,
|
|
0.1528661698102951,
|
|
0.3974357545375824
|
|
],
|
|
"time": 160.6241799555719,
|
|
"param": [
|
|
{
|
|
"p": 0.06010614335536957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06375756114721298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07250940799713135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07106536626815796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06999820470809937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07551487535238266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08805041760206223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07418091595172882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07003750652074814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06655767560005188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07586053758859634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07494748383760452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061419419944286346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07599444687366486,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 166,
|
|
"train_loss": 3.3684403896331787,
|
|
"val_loss": 2.7148401737213135,
|
|
"acc": 35.64,
|
|
"f1": [
|
|
0.6278025507926941,
|
|
0.4198893904685974,
|
|
0.3421051502227783,
|
|
0.2415093332529068,
|
|
0.20091316103935242,
|
|
0.29906532168388367,
|
|
0.3121386468410492,
|
|
0.3421051800251007,
|
|
0.33333319425582886,
|
|
0.4623654782772064,
|
|
0.12121206521987915,
|
|
0.2584269046783447,
|
|
0.3576641380786896,
|
|
0.26900574564933777,
|
|
0.22891558706760406,
|
|
0.23157887160778046,
|
|
0.3707316219806671,
|
|
0.47474732995033264,
|
|
0.3557691276073456,
|
|
0.34972667694091797,
|
|
0.624390184879303,
|
|
0.4728681445121765,
|
|
0.3387977182865143,
|
|
0.5638296604156494,
|
|
0.639593780040741,
|
|
0.22916659712791443,
|
|
0.30851057171821594,
|
|
0.23863628506660461,
|
|
0.425531804561615,
|
|
0.28571417927742004,
|
|
0.3926379084587097,
|
|
0.3499998450279236,
|
|
0.35359105467796326,
|
|
0.29885047674179077,
|
|
0.3644443452358246,
|
|
0.18348616361618042,
|
|
0.37575745582580566,
|
|
0.18285706639289856,
|
|
0.20487797260284424,
|
|
0.5057469606399536,
|
|
0.38578668236732483,
|
|
0.5596328973770142,
|
|
0.29245272278785706,
|
|
0.31046923995018005,
|
|
0.20588228106498718,
|
|
0.2475246638059616,
|
|
0.23300965130329132,
|
|
0.43720918893814087,
|
|
0.5423727631568909,
|
|
0.40322571992874146,
|
|
0.16312050819396973,
|
|
0.2468353807926178,
|
|
0.595419704914093,
|
|
0.4736841320991516,
|
|
0.5137613415718079,
|
|
0.1226993277668953,
|
|
0.4366196393966675,
|
|
0.35616424679756165,
|
|
0.3421051502227783,
|
|
0.28260859847068787,
|
|
0.7177032232284546,
|
|
0.4588233530521393,
|
|
0.4418603479862213,
|
|
0.4596272110939026,
|
|
0.16580304503440857,
|
|
0.1029411256313324,
|
|
0.1729728877544403,
|
|
0.2753622233867645,
|
|
0.6889951229095459,
|
|
0.6012268662452698,
|
|
0.39805811643600464,
|
|
0.5904760956764221,
|
|
0.09999994188547134,
|
|
0.371900737285614,
|
|
0.14399996399879456,
|
|
0.5903083086013794,
|
|
0.6227543354034424,
|
|
0.1639343649148941,
|
|
0.21568621695041656,
|
|
0.2934781610965729,
|
|
0.14666660130023956,
|
|
0.3228345811367035,
|
|
0.5775861144065857,
|
|
0.3135133981704712,
|
|
0.2173912525177002,
|
|
0.36734679341316223,
|
|
0.36501890420913696,
|
|
0.3720929026603699,
|
|
0.13432830572128296,
|
|
0.3300970196723938,
|
|
0.21857915818691254,
|
|
0.46153831481933594,
|
|
0.20689648389816284,
|
|
0.1481480747461319,
|
|
0.5526314377784729,
|
|
0.4684683382511139,
|
|
0.29523801803588867,
|
|
0.32330816984176636,
|
|
0.1497325599193573,
|
|
0.38216549158096313
|
|
],
|
|
"time": 162.82111960742623,
|
|
"param": [
|
|
{
|
|
"p": 0.06916237622499466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07108628004789352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08583661168813705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06747996807098389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06685752421617508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0773230493068695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08306004106998444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06926286965608597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07418432086706161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07192760705947876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06283359229564667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08143087476491928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04228660464286804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07726819813251495,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 167,
|
|
"train_loss": 3.313605308532715,
|
|
"val_loss": 2.626126766204834,
|
|
"acc": 36.21,
|
|
"f1": [
|
|
0.702702522277832,
|
|
0.4158414602279663,
|
|
0.28712859749794006,
|
|
0.2234041839838028,
|
|
0.1758241057395935,
|
|
0.31775689125061035,
|
|
0.34177201986312866,
|
|
0.4177776873111725,
|
|
0.35467973351478577,
|
|
0.4861876964569092,
|
|
0.17616572976112366,
|
|
0.27083322405815125,
|
|
0.3351954519748688,
|
|
0.25906726717948914,
|
|
0.24999991059303284,
|
|
0.2549799978733063,
|
|
0.314606636762619,
|
|
0.5321887135505676,
|
|
0.4022345542907715,
|
|
0.3168315887451172,
|
|
0.6249998807907104,
|
|
0.49999988079071045,
|
|
0.32075464725494385,
|
|
0.5683058500289917,
|
|
0.6280191540718079,
|
|
0.24096375703811646,
|
|
0.2513660192489624,
|
|
0.2525251507759094,
|
|
0.4262293875217438,
|
|
0.33532923460006714,
|
|
0.3320156931877136,
|
|
0.3609755337238312,
|
|
0.3285022974014282,
|
|
0.3557691276073456,
|
|
0.36065563559532166,
|
|
0.09580832719802856,
|
|
0.31067952513694763,
|
|
0.16666659712791443,
|
|
0.23529404401779175,
|
|
0.4914284646511078,
|
|
0.36158180236816406,
|
|
0.5511109828948975,
|
|
0.2888887822628021,
|
|
0.27814561128616333,
|
|
0.14432983100414276,
|
|
0.19565211236476898,
|
|
0.15384608507156372,
|
|
0.4696355164051056,
|
|
0.4836064279079437,
|
|
0.38502663373947144,
|
|
0.20792071521282196,
|
|
0.29508188366889954,
|
|
0.6280990242958069,
|
|
0.5281383991241455,
|
|
0.5488370656967163,
|
|
0.15204671025276184,
|
|
0.504132091999054,
|
|
0.3468207120895386,
|
|
0.38497641682624817,
|
|
0.32388654351234436,
|
|
0.7238093614578247,
|
|
0.49999988079071045,
|
|
0.4186045527458191,
|
|
0.39090898633003235,
|
|
0.12565438449382782,
|
|
0.21940921247005463,
|
|
0.17525766789913177,
|
|
0.2424241602420807,
|
|
0.7628865242004395,
|
|
0.5544553399085999,
|
|
0.436893105506897,
|
|
0.6262625455856323,
|
|
0.10112354159355164,
|
|
0.3399999141693115,
|
|
0.16783210635185242,
|
|
0.6321242451667786,
|
|
0.666666567325592,
|
|
0.1971830278635025,
|
|
0.24210518598556519,
|
|
0.24489788711071014,
|
|
0.1509433388710022,
|
|
0.27118635177612305,
|
|
0.6454544067382812,
|
|
0.3090128004550934,
|
|
0.2812499403953552,
|
|
0.3771427571773529,
|
|
0.35897424817085266,
|
|
0.423912912607193,
|
|
0.2574256360530853,
|
|
0.36144569516181946,
|
|
0.25994688272476196,
|
|
0.5365853309631348,
|
|
0.1989527940750122,
|
|
0.216666579246521,
|
|
0.5388599634170532,
|
|
0.4631577730178833,
|
|
0.2541435658931732,
|
|
0.3510637581348419,
|
|
0.13223135471343994,
|
|
0.39520949125289917
|
|
],
|
|
"time": 162.49140272289515,
|
|
"param": [
|
|
{
|
|
"p": 0.05872642248868942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06871995329856873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07047977298498154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06318087875843048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07605700939893723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07570453733205795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06770721822977066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08965513110160828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07605448365211487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07359438389539719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06588190048933029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07634952664375305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06992761045694351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06796121597290039,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 168,
|
|
"train_loss": 3.4055516719818115,
|
|
"val_loss": 2.8925750255584717,
|
|
"acc": 36.14,
|
|
"f1": [
|
|
0.5999998450279236,
|
|
0.4102562665939331,
|
|
0.2533332407474518,
|
|
0.21556879580020905,
|
|
0.13245026767253876,
|
|
0.27173903584480286,
|
|
0.28148138523101807,
|
|
0.38541653752326965,
|
|
0.36842095851898193,
|
|
0.4662575423717499,
|
|
0.14012733101844788,
|
|
0.2577318847179413,
|
|
0.3398691415786743,
|
|
0.27777770161628723,
|
|
0.262857049703598,
|
|
0.20289850234985352,
|
|
0.35714274644851685,
|
|
0.48803818225860596,
|
|
0.36158180236816406,
|
|
0.30409345030784607,
|
|
0.5876776576042175,
|
|
0.4907405972480774,
|
|
0.32352936267852783,
|
|
0.5520831942558289,
|
|
0.6483515501022339,
|
|
0.22499993443489075,
|
|
0.3169397711753845,
|
|
0.21596238017082214,
|
|
0.4607328474521637,
|
|
0.3409090042114258,
|
|
0.37735840678215027,
|
|
0.3926939368247986,
|
|
0.36559128761291504,
|
|
0.3178293704986572,
|
|
0.33599987626075745,
|
|
0.16666661202907562,
|
|
0.28358203172683716,
|
|
0.2212388664484024,
|
|
0.2378377616405487,
|
|
0.497041255235672,
|
|
0.32820504903793335,
|
|
0.568720281124115,
|
|
0.26666656136512756,
|
|
0.3148687481880188,
|
|
0.22099439799785614,
|
|
0.23280414938926697,
|
|
0.20512813329696655,
|
|
0.4782607853412628,
|
|
0.5888323187828064,
|
|
0.4163264036178589,
|
|
0.18749994039535522,
|
|
0.2904563546180725,
|
|
0.5593868494033813,
|
|
0.5463413596153259,
|
|
0.5371427536010742,
|
|
0.12307687103748322,
|
|
0.5098037719726562,
|
|
0.3540668785572052,
|
|
0.3076922297477722,
|
|
0.3148147463798523,
|
|
0.6872245073318481,
|
|
0.4699452221393585,
|
|
0.46428558230400085,
|
|
0.3999999165534973,
|
|
0.16513754427433014,
|
|
0.23300965130329132,
|
|
0.16853927075862885,
|
|
0.30303022265434265,
|
|
0.6515835523605347,
|
|
0.5887848734855652,
|
|
0.37914684414863586,
|
|
0.6051281094551086,
|
|
0.1307188868522644,
|
|
0.4041449725627899,
|
|
0.1885245442390442,
|
|
0.5679011344909668,
|
|
0.6599999070167542,
|
|
0.1957446187734604,
|
|
0.2938387989997864,
|
|
0.346320241689682,
|
|
0.16793887317180634,
|
|
0.28099164366722107,
|
|
0.6320753693580627,
|
|
0.3362830877304077,
|
|
0.2176869958639145,
|
|
0.3738316595554352,
|
|
0.3931623101234436,
|
|
0.37735840678215027,
|
|
0.19689112901687622,
|
|
0.36893191933631897,
|
|
0.3370785713195801,
|
|
0.47715723514556885,
|
|
0.2508249878883362,
|
|
0.17857135832309723,
|
|
0.5116277933120728,
|
|
0.45283007621765137,
|
|
0.29702961444854736,
|
|
0.3510637581348419,
|
|
0.13714279234409332,
|
|
0.3892616331577301
|
|
],
|
|
"time": 162.8983738431707,
|
|
"param": [
|
|
{
|
|
"p": 0.06309174001216888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06487800180912018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08586981147527695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06583992391824722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06197771430015564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0588887520134449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08842161297798157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07403739541769028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06852054595947266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07197180390357971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06424101442098618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07809292525053024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08587978780269623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0682888999581337,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 169,
|
|
"train_loss": 3.2573838233947754,
|
|
"val_loss": 2.6497385501861572,
|
|
"acc": 36.71,
|
|
"f1": [
|
|
0.6631577014923096,
|
|
0.3926379084587097,
|
|
0.30125513672828674,
|
|
0.1558440923690796,
|
|
0.1612902730703354,
|
|
0.26515141129493713,
|
|
0.3522011637687683,
|
|
0.4183672070503235,
|
|
0.3586955666542053,
|
|
0.4766837954521179,
|
|
0.20560741424560547,
|
|
0.26262614130973816,
|
|
0.3881855607032776,
|
|
0.24277448654174805,
|
|
0.24844713509082794,
|
|
0.2105262279510498,
|
|
0.3482586145401001,
|
|
0.5046727657318115,
|
|
0.33333322405815125,
|
|
0.24822686612606049,
|
|
0.6519335508346558,
|
|
0.49792519211769104,
|
|
0.3934425115585327,
|
|
0.5619046092033386,
|
|
0.6526314616203308,
|
|
0.24154582619667053,
|
|
0.29166659712791443,
|
|
0.2870812714099884,
|
|
0.42156851291656494,
|
|
0.33720916509628296,
|
|
0.3703702688217163,
|
|
0.3208555281162262,
|
|
0.31168824434280396,
|
|
0.31645557284355164,
|
|
0.3867923319339752,
|
|
0.17361107468605042,
|
|
0.3598325252532959,
|
|
0.2690582275390625,
|
|
0.2371133416891098,
|
|
0.5443785786628723,
|
|
0.3592231869697571,
|
|
0.5617020726203918,
|
|
0.28723397850990295,
|
|
0.3711339235305786,
|
|
0.21698106825351715,
|
|
0.23809516429901123,
|
|
0.26519328355789185,
|
|
0.5213673710823059,
|
|
0.4772725999355316,
|
|
0.4411763548851013,
|
|
0.16666659712791443,
|
|
0.31999990344047546,
|
|
0.642857015132904,
|
|
0.5511109828948975,
|
|
0.5699998736381531,
|
|
0.12345672398805618,
|
|
0.5139663219451904,
|
|
0.3692306876182556,
|
|
0.3636362552642822,
|
|
0.34254133701324463,
|
|
0.6889951229095459,
|
|
0.5157893896102905,
|
|
0.42528724670410156,
|
|
0.4232803285121918,
|
|
0.13402055203914642,
|
|
0.2406638264656067,
|
|
0.1499999314546585,
|
|
0.26666659116744995,
|
|
0.7340423464775085,
|
|
0.5851062536239624,
|
|
0.4307691156864166,
|
|
0.5689654350280762,
|
|
0.11042939126491547,
|
|
0.34389129281044006,
|
|
0.17283941805362701,
|
|
0.5774056911468506,
|
|
0.6521738171577454,
|
|
0.21090902388095856,
|
|
0.23204411566257477,
|
|
0.25675666332244873,
|
|
0.1775147169828415,
|
|
0.3369174897670746,
|
|
0.6310158967971802,
|
|
0.2937852144241333,
|
|
0.26136353611946106,
|
|
0.39639630913734436,
|
|
0.418032705783844,
|
|
0.38157883286476135,
|
|
0.1768706887960434,
|
|
0.42857128381729126,
|
|
0.274073988199234,
|
|
0.4878047704696655,
|
|
0.2731706500053406,
|
|
0.2272726446390152,
|
|
0.57297283411026,
|
|
0.47899147868156433,
|
|
0.3473052978515625,
|
|
0.3515150547027588,
|
|
0.16814152896404266,
|
|
0.3707864284515381
|
|
],
|
|
"time": 163.93778899870813,
|
|
"param": [
|
|
{
|
|
"p": 0.07303091883659363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06094441935420036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06669501215219498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0721634179353714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08237560838460922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06336704641580582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08126220852136612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07825970649719238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06818953901529312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06817185878753662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06897518038749695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07888827472925186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712384432554245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06643838435411453,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 170,
|
|
"train_loss": 3.3159148693084717,
|
|
"val_loss": 2.8420944213867188,
|
|
"acc": 36.14,
|
|
"f1": [
|
|
0.6943003535270691,
|
|
0.37623751163482666,
|
|
0.30541861057281494,
|
|
0.20571422576904297,
|
|
0.12941168248653412,
|
|
0.24999992549419403,
|
|
0.3793102502822876,
|
|
0.3431951701641083,
|
|
0.38251355290412903,
|
|
0.4260353744029999,
|
|
0.17708326876163483,
|
|
0.31746023893356323,
|
|
0.3282441794872284,
|
|
0.27118635177612305,
|
|
0.26519328355789185,
|
|
0.23958325386047363,
|
|
0.3387977182865143,
|
|
0.4525546431541443,
|
|
0.36607131361961365,
|
|
0.2935778796672821,
|
|
0.6236557960510254,
|
|
0.5352111458778381,
|
|
0.37499991059303284,
|
|
0.5279186367988586,
|
|
0.653465211391449,
|
|
0.20338976383209229,
|
|
0.25531908869743347,
|
|
0.23478256165981293,
|
|
0.4210525155067444,
|
|
0.32911381125450134,
|
|
0.34513264894485474,
|
|
0.38775497674942017,
|
|
0.4102562963962555,
|
|
0.33992087841033936,
|
|
0.35460981726646423,
|
|
0.1548386514186859,
|
|
0.32160791754722595,
|
|
0.16216209530830383,
|
|
0.21993118524551392,
|
|
0.4899998903274536,
|
|
0.31999990344047546,
|
|
0.6009851098060608,
|
|
0.35294109582901,
|
|
0.3543306291103363,
|
|
0.20792071521282196,
|
|
0.15652169287204742,
|
|
0.24175815284252167,
|
|
0.43333324790000916,
|
|
0.5399999022483826,
|
|
0.3874344527721405,
|
|
0.23045262694358826,
|
|
0.3168315887451172,
|
|
0.5714284777641296,
|
|
0.5526314973831177,
|
|
0.5232557058334351,
|
|
0.12765952944755554,
|
|
0.48756206035614014,
|
|
0.3315507173538208,
|
|
0.31999990344047546,
|
|
0.2758619785308838,
|
|
0.6699027419090271,
|
|
0.48314592242240906,
|
|
0.4623654782772064,
|
|
0.4096384644508362,
|
|
0.10071936994791031,
|
|
0.23529404401779175,
|
|
0.23414628207683563,
|
|
0.27173903584480286,
|
|
0.6874998211860657,
|
|
0.5508472919464111,
|
|
0.4200912117958069,
|
|
0.5454544425010681,
|
|
0.14285707473754883,
|
|
0.3636362850666046,
|
|
0.09756092727184296,
|
|
0.5666665434837341,
|
|
0.5725190043449402,
|
|
0.24390234053134918,
|
|
0.19883033633232117,
|
|
0.24598921835422516,
|
|
0.14598533511161804,
|
|
0.26794248819351196,
|
|
0.6041665077209473,
|
|
0.387096643447876,
|
|
0.23893800377845764,
|
|
0.4210525155067444,
|
|
0.38738730549812317,
|
|
0.3775508999824524,
|
|
0.20731700956821442,
|
|
0.32679733633995056,
|
|
0.2909089922904968,
|
|
0.502923846244812,
|
|
0.19318175315856934,
|
|
0.19875767827033997,
|
|
0.535353422164917,
|
|
0.42512065172195435,
|
|
0.29813653230667114,
|
|
0.35467973351478577,
|
|
0.14285708963871002,
|
|
0.36144572496414185
|
|
],
|
|
"time": 164.1486733518541,
|
|
"param": [
|
|
{
|
|
"p": 0.06980717927217484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0757785439491272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07169691473245621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06954841315746307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0613873191177845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07039263844490051,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07623925805091858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07538273930549622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08534562587738037,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06983421742916107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07002221047878265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06934668868780136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07266043871641159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06255781650543213,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 171,
|
|
"train_loss": 3.6488378047943115,
|
|
"val_loss": 2.6747429370880127,
|
|
"acc": 36.38,
|
|
"f1": [
|
|
0.6120688319206238,
|
|
0.41340771317481995,
|
|
0.2810809910297394,
|
|
0.21649475395679474,
|
|
0.16249993443489075,
|
|
0.23208186030387878,
|
|
0.3798881769180298,
|
|
0.3885713219642639,
|
|
0.37288129329681396,
|
|
0.44943806529045105,
|
|
0.10144922137260437,
|
|
0.2914571762084961,
|
|
0.36051490902900696,
|
|
0.20289847254753113,
|
|
0.23312875628471375,
|
|
0.24580998718738556,
|
|
0.33913031220436096,
|
|
0.510416567325592,
|
|
0.3905324339866638,
|
|
0.28085100650787354,
|
|
0.6407765746116638,
|
|
0.4436362683773041,
|
|
0.37433144450187683,
|
|
0.4401293992996216,
|
|
0.5536330938339233,
|
|
0.27218925952911377,
|
|
0.24580998718738556,
|
|
0.1818181276321411,
|
|
0.4454975128173828,
|
|
0.3026314675807953,
|
|
0.3720929026603699,
|
|
0.3734438419342041,
|
|
0.39583319425582886,
|
|
0.34782594442367554,
|
|
0.34523800015449524,
|
|
0.14358967542648315,
|
|
0.33064505457878113,
|
|
0.22891558706760406,
|
|
0.2792791724205017,
|
|
0.4402514398097992,
|
|
0.31932762265205383,
|
|
0.5109488368034363,
|
|
0.2888887822628021,
|
|
0.3420289158821106,
|
|
0.14864858984947205,
|
|
0.1499999463558197,
|
|
0.2784809172153473,
|
|
0.4867255389690399,
|
|
0.5538460612297058,
|
|
0.41758227348327637,
|
|
0.1916166990995407,
|
|
0.25510191917419434,
|
|
0.5454544425010681,
|
|
0.5784311890602112,
|
|
0.5561496019363403,
|
|
0.11167506128549576,
|
|
0.5333332419395447,
|
|
0.34883710741996765,
|
|
0.36082467436790466,
|
|
0.4088396728038788,
|
|
0.6083332300186157,
|
|
0.4942527115345001,
|
|
0.4265401363372803,
|
|
0.33463025093078613,
|
|
0.13636358082294464,
|
|
0.2176869958639145,
|
|
0.21004560589790344,
|
|
0.31279608607292175,
|
|
0.663461446762085,
|
|
0.48484840989112854,
|
|
0.41269823908805847,
|
|
0.5401459336280823,
|
|
0.1015227735042572,
|
|
0.3733331859111786,
|
|
0.18999992311000824,
|
|
0.6046510338783264,
|
|
0.6562498807907104,
|
|
0.17112290859222412,
|
|
0.2193547636270523,
|
|
0.16417904198169708,
|
|
0.18064509332180023,
|
|
0.28855711221694946,
|
|
0.6238530874252319,
|
|
0.3414633274078369,
|
|
0.19580411911010742,
|
|
0.4411763548851013,
|
|
0.3599999248981476,
|
|
0.3899998664855957,
|
|
0.1971830427646637,
|
|
0.3728812634944916,
|
|
0.30578503012657166,
|
|
0.47210294008255005,
|
|
0.20689648389816284,
|
|
0.22330091893672943,
|
|
0.5271965861320496,
|
|
0.45161277055740356,
|
|
0.36464083194732666,
|
|
0.360248327255249,
|
|
0.19318175315856934,
|
|
0.3999998867511749
|
|
],
|
|
"time": 164.65324426908046,
|
|
"param": [
|
|
{
|
|
"p": 0.07195834070444107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06639266014099121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08070346713066101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07289279252290726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06221454218029976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07045529782772064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07789985835552216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06652113050222397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07327672839164734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07222842425107956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07388238608837128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07221560180187225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07911396771669388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06024476885795593,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 172,
|
|
"train_loss": 3.3541200160980225,
|
|
"val_loss": 2.672271251678467,
|
|
"acc": 36.22,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.4135337173938751,
|
|
0.2745096981525421,
|
|
0.15714280307292938,
|
|
0.19157081842422485,
|
|
0.29665064811706543,
|
|
0.30120471119880676,
|
|
0.37288129329681396,
|
|
0.37426888942718506,
|
|
0.4632767140865326,
|
|
0.16304342448711395,
|
|
0.2890624403953552,
|
|
0.3565216362476349,
|
|
0.2513660192489624,
|
|
0.2173912227153778,
|
|
0.25233638286590576,
|
|
0.358024537563324,
|
|
0.47572803497314453,
|
|
0.3979056477546692,
|
|
0.2944161295890808,
|
|
0.6095237135887146,
|
|
0.48056527972221375,
|
|
0.3386242389678955,
|
|
0.5412842631340027,
|
|
0.5693948864936829,
|
|
0.22222213447093964,
|
|
0.30303019285202026,
|
|
0.2583731412887573,
|
|
0.3999998867511749,
|
|
0.329268217086792,
|
|
0.3726707398891449,
|
|
0.35443025827407837,
|
|
0.3361343741416931,
|
|
0.35502949357032776,
|
|
0.3542434275150299,
|
|
0.1078430786728859,
|
|
0.32402223348617554,
|
|
0.2025315761566162,
|
|
0.20444436371326447,
|
|
0.4907974302768707,
|
|
0.3304346799850464,
|
|
0.5816324949264526,
|
|
0.2727271318435669,
|
|
0.33962249755859375,
|
|
0.24175815284252167,
|
|
0.23463678359985352,
|
|
0.1971830427646637,
|
|
0.4866918921470642,
|
|
0.5473682880401611,
|
|
0.39062491059303284,
|
|
0.22598862648010254,
|
|
0.35294109582901,
|
|
0.5497629642486572,
|
|
0.5812807083129883,
|
|
0.572916567325592,
|
|
0.10483863949775696,
|
|
0.5308055877685547,
|
|
0.3850930631160736,
|
|
0.38834938406944275,
|
|
0.36051490902900696,
|
|
0.7171715497970581,
|
|
0.4897957742214203,
|
|
0.4163264036178589,
|
|
0.3842363655567169,
|
|
0.1548386514186859,
|
|
0.20895515382289886,
|
|
0.14925366640090942,
|
|
0.19047611951828003,
|
|
0.6666665077209473,
|
|
0.5894736051559448,
|
|
0.44444435834884644,
|
|
0.5405403971672058,
|
|
0.11881181597709656,
|
|
0.38666659593582153,
|
|
0.15384609997272491,
|
|
0.592920184135437,
|
|
0.6519335508346558,
|
|
0.2333332747220993,
|
|
0.2649005651473999,
|
|
0.25373128056526184,
|
|
0.1748633086681366,
|
|
0.3037974238395691,
|
|
0.6562498807907104,
|
|
0.290502667427063,
|
|
0.20408158004283905,
|
|
0.4257424473762512,
|
|
0.4365480840206146,
|
|
0.4022345542907715,
|
|
0.17610056698322296,
|
|
0.3433475196361542,
|
|
0.2909090518951416,
|
|
0.44444435834884644,
|
|
0.19108274579048157,
|
|
0.16766461730003357,
|
|
0.5714284181594849,
|
|
0.3999998867511749,
|
|
0.28571417927742004,
|
|
0.36871495842933655,
|
|
0.19251330196857452,
|
|
0.31506839394569397
|
|
],
|
|
"time": 164.52925698831677,
|
|
"param": [
|
|
{
|
|
"p": 0.0694570541381836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0630384311079979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07412197440862656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07736135274171829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0559774711728096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06882788240909576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07521265000104904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08307374268770218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06644026935100555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06515944004058838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07319863140583038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08305510878562927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07484807074069977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07022782415151596,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 173,
|
|
"train_loss": 4.112794399261475,
|
|
"val_loss": 2.785634994506836,
|
|
"acc": 37.04,
|
|
"f1": [
|
|
0.6910993456840515,
|
|
0.43349742889404297,
|
|
0.309278279542923,
|
|
0.228571355342865,
|
|
0.1970442682504654,
|
|
0.30939218401908875,
|
|
0.3402060866355896,
|
|
0.40641695261001587,
|
|
0.38674020767211914,
|
|
0.48809507489204407,
|
|
0.14659680426120758,
|
|
0.2944784462451935,
|
|
0.3636362552642822,
|
|
0.28112441301345825,
|
|
0.24999991059303284,
|
|
0.22660093009471893,
|
|
0.39195966720581055,
|
|
0.5408161878585815,
|
|
0.362790584564209,
|
|
0.262711763381958,
|
|
0.6122447848320007,
|
|
0.49107134342193604,
|
|
0.40609124302864075,
|
|
0.5414363145828247,
|
|
0.6320753693580627,
|
|
0.22222216427326202,
|
|
0.21897803246974945,
|
|
0.2605363130569458,
|
|
0.4530385434627533,
|
|
0.3431951701641083,
|
|
0.4046241343021393,
|
|
0.37209296226501465,
|
|
0.3369564116001129,
|
|
0.2928570806980133,
|
|
0.36619704961776733,
|
|
0.16597503423690796,
|
|
0.33333322405815125,
|
|
0.21839071810245514,
|
|
0.23188398778438568,
|
|
0.46153831481933594,
|
|
0.31226757168769836,
|
|
0.548076868057251,
|
|
0.29508185386657715,
|
|
0.35675665736198425,
|
|
0.12949636578559875,
|
|
0.2264150232076645,
|
|
0.24864855408668518,
|
|
0.46788978576660156,
|
|
0.4974091649055481,
|
|
0.45595842599868774,
|
|
0.21259836852550507,
|
|
0.3157893717288971,
|
|
0.6126124858856201,
|
|
0.5326631665229797,
|
|
0.5276594758033752,
|
|
0.11188805103302002,
|
|
0.5363127589225769,
|
|
0.38578668236732483,
|
|
0.3670884966850281,
|
|
0.3478259742259979,
|
|
0.6874998807907104,
|
|
0.5425531268119812,
|
|
0.4120602011680603,
|
|
0.42253509163856506,
|
|
0.1438848376274109,
|
|
0.24137921631336212,
|
|
0.20168060064315796,
|
|
0.36448585987091064,
|
|
0.5877861380577087,
|
|
0.5291827917098999,
|
|
0.3999998867511749,
|
|
0.6347824931144714,
|
|
0.07692302018404007,
|
|
0.40191373229026794,
|
|
0.17964066565036774,
|
|
0.5371899604797363,
|
|
0.6124400496482849,
|
|
0.20576126873493195,
|
|
0.2526314854621887,
|
|
0.31999990344047546,
|
|
0.19780214130878448,
|
|
0.25510191917419434,
|
|
0.6299998760223389,
|
|
0.30392149090766907,
|
|
0.2723003923892975,
|
|
0.44351452589035034,
|
|
0.3760683238506317,
|
|
0.3809523284435272,
|
|
0.1556885540485382,
|
|
0.43956032395362854,
|
|
0.38095229864120483,
|
|
0.4818180501461029,
|
|
0.19753079116344452,
|
|
0.15999992191791534,
|
|
0.5812807083129883,
|
|
0.45263150334358215,
|
|
0.3304346799850464,
|
|
0.3478260338306427,
|
|
0.13407814502716064,
|
|
0.3957218527793884
|
|
],
|
|
"time": 166.0932791279629,
|
|
"param": [
|
|
{
|
|
"p": 0.0557977519929409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0638657808303833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07434320449829102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07482132315635681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0727638229727745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06493741273880005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07738842815160751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08776357769966125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0635097548365593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07439897954463959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07922885566949844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06373626738786697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0639079362154007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08353691548109055,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 174,
|
|
"train_loss": 3.8605284690856934,
|
|
"val_loss": 2.9378626346588135,
|
|
"acc": 35.91,
|
|
"f1": [
|
|
0.7014216780662537,
|
|
0.4183672070503235,
|
|
0.3295453190803528,
|
|
0.20264311134815216,
|
|
0.15706801414489746,
|
|
0.294820636510849,
|
|
0.3304346799850464,
|
|
0.38216549158096313,
|
|
0.3580785095691681,
|
|
0.45348823070526123,
|
|
0.19685034453868866,
|
|
0.2386830598115921,
|
|
0.42162150144577026,
|
|
0.29473677277565,
|
|
0.24999988079071045,
|
|
0.19528615474700928,
|
|
0.3636362552642822,
|
|
0.5147678852081299,
|
|
0.3861384987831116,
|
|
0.3370785713195801,
|
|
0.6363635063171387,
|
|
0.4795917272567749,
|
|
0.29906532168388367,
|
|
0.5344826579093933,
|
|
0.6570047736167908,
|
|
0.20388342440128326,
|
|
0.30337071418762207,
|
|
0.21359217166900635,
|
|
0.39603951573371887,
|
|
0.25870639085769653,
|
|
0.34042540192604065,
|
|
0.38931289315223694,
|
|
0.36046499013900757,
|
|
0.3428570628166199,
|
|
0.34920623898506165,
|
|
0.10909084975719452,
|
|
0.29824554920196533,
|
|
0.2340424805879593,
|
|
0.19999991357326508,
|
|
0.4756755530834198,
|
|
0.2930402159690857,
|
|
0.5856351852416992,
|
|
0.2914571762084961,
|
|
0.3865545094013214,
|
|
0.16766461730003357,
|
|
0.23312875628471375,
|
|
0.20909084379673004,
|
|
0.45081958174705505,
|
|
0.5320196151733398,
|
|
0.38399991393089294,
|
|
0.18064509332180023,
|
|
0.3179486393928528,
|
|
0.5595853924751282,
|
|
0.5497629642486572,
|
|
0.5209301114082336,
|
|
0.11428564786911011,
|
|
0.49999988079071045,
|
|
0.3678159713745117,
|
|
0.3376622498035431,
|
|
0.2528734505176544,
|
|
0.6923075318336487,
|
|
0.372413694858551,
|
|
0.4530385434627533,
|
|
0.35772350430488586,
|
|
0.16507931053638458,
|
|
0.2560974657535553,
|
|
0.16455689072608948,
|
|
0.3179915249347687,
|
|
0.7363182306289673,
|
|
0.5888887047767639,
|
|
0.4363635182380676,
|
|
0.5869563817977905,
|
|
0.16666659712791443,
|
|
0.23129244148731232,
|
|
0.17218534648418427,
|
|
0.49999988079071045,
|
|
0.6783624887466431,
|
|
0.21857915818691254,
|
|
0.2580644488334656,
|
|
0.31034475564956665,
|
|
0.1898733526468277,
|
|
0.26751580834388733,
|
|
0.6243385076522827,
|
|
0.291139155626297,
|
|
0.26027390360832214,
|
|
0.4507041275501251,
|
|
0.382978618144989,
|
|
0.32291656732559204,
|
|
0.0666666254401207,
|
|
0.4034333825111389,
|
|
0.3383083641529083,
|
|
0.47933873534202576,
|
|
0.24844713509082794,
|
|
0.2099999338388443,
|
|
0.5683058500289917,
|
|
0.447368323802948,
|
|
0.36464083194732666,
|
|
0.3440859317779541,
|
|
0.1762113720178604,
|
|
0.37333324551582336
|
|
],
|
|
"time": 163.78301801439375,
|
|
"param": [
|
|
{
|
|
"p": 0.0656009316444397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06263419985771179,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0792979896068573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07430446892976761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08388800173997879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712444931268692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09042245149612427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07347143441438675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06996499001979828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051323819905519485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06186571717262268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071353018283844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06757979840040207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07704867422580719,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 175,
|
|
"train_loss": 3.872311592102051,
|
|
"val_loss": 2.7927398681640625,
|
|
"acc": 36.23,
|
|
"f1": [
|
|
0.7099998593330383,
|
|
0.42253509163856506,
|
|
0.23376615345478058,
|
|
0.25112098455429077,
|
|
0.17004041373729706,
|
|
0.26341456174850464,
|
|
0.3369564116001129,
|
|
0.4096384644508362,
|
|
0.3842363655567169,
|
|
0.46376800537109375,
|
|
0.09999993443489075,
|
|
0.23841053247451782,
|
|
0.33333325386047363,
|
|
0.2357722967863083,
|
|
0.2547169029712677,
|
|
0.2065216600894928,
|
|
0.3459458649158478,
|
|
0.5106382369995117,
|
|
0.3820223808288574,
|
|
0.35121941566467285,
|
|
0.6358972787857056,
|
|
0.5279186367988586,
|
|
0.3803679943084717,
|
|
0.5446008443832397,
|
|
0.6603772640228271,
|
|
0.22499993443489075,
|
|
0.2075471132993698,
|
|
0.24113468825817108,
|
|
0.4725273549556732,
|
|
0.31249991059303284,
|
|
0.38150280714035034,
|
|
0.3926939368247986,
|
|
0.3166666030883789,
|
|
0.3161763846874237,
|
|
0.3523315489292145,
|
|
0.15609751641750336,
|
|
0.31441038846969604,
|
|
0.23107562959194183,
|
|
0.1951218992471695,
|
|
0.5435895919799805,
|
|
0.38636353611946106,
|
|
0.5825241804122925,
|
|
0.271493136882782,
|
|
0.3414633274078369,
|
|
0.16993455588817596,
|
|
0.2795697748661041,
|
|
0.206060528755188,
|
|
0.49549540877342224,
|
|
0.561576247215271,
|
|
0.38674020767211914,
|
|
0.20289847254753113,
|
|
0.3021581470966339,
|
|
0.5685278177261353,
|
|
0.5922329425811768,
|
|
0.5327867269515991,
|
|
0.10050245374441147,
|
|
0.517857015132904,
|
|
0.3934425115585327,
|
|
0.36559128761291504,
|
|
0.3135133981704712,
|
|
0.7120417356491089,
|
|
0.5365853309631348,
|
|
0.42727261781692505,
|
|
0.360248327255249,
|
|
0.12499995529651642,
|
|
0.21459220349788666,
|
|
0.16346149146556854,
|
|
0.33333325386047363,
|
|
0.6446279287338257,
|
|
0.5833331942558289,
|
|
0.44047608971595764,
|
|
0.6010361909866333,
|
|
0.11594197899103165,
|
|
0.39999985694885254,
|
|
0.18292675912380219,
|
|
0.6274508833885193,
|
|
0.6549705862998962,
|
|
0.20320846140384674,
|
|
0.2559240758419037,
|
|
0.3253011107444763,
|
|
0.15642453730106354,
|
|
0.2583731412887573,
|
|
0.6387433409690857,
|
|
0.3473052978515625,
|
|
0.24999994039535522,
|
|
0.41592907905578613,
|
|
0.43153515458106995,
|
|
0.3398691415786743,
|
|
0.15957440435886383,
|
|
0.35398221015930176,
|
|
0.26666659116744995,
|
|
0.5414363145828247,
|
|
0.220779150724411,
|
|
0.20740735530853271,
|
|
0.5570775270462036,
|
|
0.40718549489974976,
|
|
0.29166659712791443,
|
|
0.314606636762619,
|
|
0.13829779624938965,
|
|
0.3832334280014038
|
|
],
|
|
"time": 162.48115606419742,
|
|
"param": [
|
|
{
|
|
"p": 0.06773758679628372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0596456453204155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07665815204381943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05810027942061424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07258190959692001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0780557170510292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07639513164758682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07377371937036514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06717436015605927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07924789935350418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06987334042787552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07982689887285233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06915445625782013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07177495211362839,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 176,
|
|
"train_loss": 3.2264537811279297,
|
|
"val_loss": 2.777268409729004,
|
|
"acc": 36.37,
|
|
"f1": [
|
|
0.6511626243591309,
|
|
0.4292236268520355,
|
|
0.29585790634155273,
|
|
0.18064509332180023,
|
|
0.15920390188694,
|
|
0.2477063536643982,
|
|
0.3268481194972992,
|
|
0.362499862909317,
|
|
0.41717782616615295,
|
|
0.4433496594429016,
|
|
0.15294109284877777,
|
|
0.2890172600746155,
|
|
0.36909863352775574,
|
|
0.2541435658931732,
|
|
0.213483065366745,
|
|
0.27350419759750366,
|
|
0.3707864284515381,
|
|
0.5833332538604736,
|
|
0.390243798494339,
|
|
0.28571417927742004,
|
|
0.6600984334945679,
|
|
0.49999988079071045,
|
|
0.36448585987091064,
|
|
0.4835163354873657,
|
|
0.679245114326477,
|
|
0.21621613204479218,
|
|
0.22352932393550873,
|
|
0.23744283616542816,
|
|
0.40727266669273376,
|
|
0.3267325758934021,
|
|
0.3636362850666046,
|
|
0.32362452149391174,
|
|
0.3175964951515198,
|
|
0.3669723868370056,
|
|
0.3024389147758484,
|
|
0.1858406364917755,
|
|
0.2656249403953552,
|
|
0.2736841142177582,
|
|
0.2366863340139389,
|
|
0.45714274048805237,
|
|
0.3351350426673889,
|
|
0.594594419002533,
|
|
0.32369929552078247,
|
|
0.3627450466156006,
|
|
0.13138681650161743,
|
|
0.23841053247451782,
|
|
0.1914892941713333,
|
|
0.47970473766326904,
|
|
0.5188678503036499,
|
|
0.4565216302871704,
|
|
0.20338977873325348,
|
|
0.29189181327819824,
|
|
0.5833331942558289,
|
|
0.5469387173652649,
|
|
0.5133689045906067,
|
|
0.10714280605316162,
|
|
0.5110130310058594,
|
|
0.40206170082092285,
|
|
0.36464083194732666,
|
|
0.32558128237724304,
|
|
0.6607928276062012,
|
|
0.4361701011657715,
|
|
0.4186045527458191,
|
|
0.38461530208587646,
|
|
0.12598420679569244,
|
|
0.24999989569187164,
|
|
0.13157887756824493,
|
|
0.2758619785308838,
|
|
0.6666665077209473,
|
|
0.5812807083129883,
|
|
0.38578668236732483,
|
|
0.5855854153633118,
|
|
0.1648350954055786,
|
|
0.42201822996139526,
|
|
0.18719203770160675,
|
|
0.6071427464485168,
|
|
0.6741572022438049,
|
|
0.1844659447669983,
|
|
0.21118006110191345,
|
|
0.3370785713195801,
|
|
0.20320846140384674,
|
|
0.2580644190311432,
|
|
0.6349205374717712,
|
|
0.32352936267852783,
|
|
0.22702695429325104,
|
|
0.41048023104667664,
|
|
0.37623751163482666,
|
|
0.3879309296607971,
|
|
0.16216209530830383,
|
|
0.36144569516181946,
|
|
0.28834348917007446,
|
|
0.49999988079071045,
|
|
0.16374263167381287,
|
|
0.1983470320701599,
|
|
0.5607475638389587,
|
|
0.40394076704978943,
|
|
0.28571420907974243,
|
|
0.3523808717727661,
|
|
0.13513506948947906,
|
|
0.39378228783607483
|
|
],
|
|
"time": 162.73097166325897,
|
|
"param": [
|
|
{
|
|
"p": 0.07170458883047104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06939263641834259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06779806315898895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07520761340856552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05607534572482109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07558023184537888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08176597207784653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07508979737758636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06836533546447754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07406054437160492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06752078235149384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07661140710115433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07180845737457275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06901907920837402,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 177,
|
|
"train_loss": 3.8396573066711426,
|
|
"val_loss": 2.4915685653686523,
|
|
"acc": 36.24,
|
|
"f1": [
|
|
0.6796115040779114,
|
|
0.4410255253314972,
|
|
0.30588221549987793,
|
|
0.20987647771835327,
|
|
0.17699109017848969,
|
|
0.23841053247451782,
|
|
0.35365843772888184,
|
|
0.32911381125450134,
|
|
0.35443025827407837,
|
|
0.48888877034187317,
|
|
0.14634139835834503,
|
|
0.23636355996131897,
|
|
0.31506839394569397,
|
|
0.26415085792541504,
|
|
0.1749999076128006,
|
|
0.251308798789978,
|
|
0.34042540192604065,
|
|
0.5240174531936646,
|
|
0.33128824830055237,
|
|
0.2987011969089508,
|
|
0.6132074594497681,
|
|
0.44202888011932373,
|
|
0.3565216362476349,
|
|
0.5599998831748962,
|
|
0.5901638269424438,
|
|
0.21989519894123077,
|
|
0.2797926664352417,
|
|
0.24324318766593933,
|
|
0.46391740441322327,
|
|
0.30541861057281494,
|
|
0.37499991059303284,
|
|
0.32888880372047424,
|
|
0.32258057594299316,
|
|
0.3319147825241089,
|
|
0.31284910440444946,
|
|
0.1467180997133255,
|
|
0.31632643938064575,
|
|
0.20765019953250885,
|
|
0.20833326876163483,
|
|
0.46511611342430115,
|
|
0.3082190752029419,
|
|
0.5784311890602112,
|
|
0.2999999225139618,
|
|
0.31168824434280396,
|
|
0.14173223078250885,
|
|
0.2545453608036041,
|
|
0.23584897816181183,
|
|
0.5377357006072998,
|
|
0.5685278177261353,
|
|
0.40358731150627136,
|
|
0.22857137024402618,
|
|
0.32835814356803894,
|
|
0.5849055051803589,
|
|
0.6078430414199829,
|
|
0.5786800384521484,
|
|
0.13281244039535522,
|
|
0.510416567325592,
|
|
0.3654821515083313,
|
|
0.36956506967544556,
|
|
0.33333322405815125,
|
|
0.6994534134864807,
|
|
0.4459458291530609,
|
|
0.45320188999176025,
|
|
0.3523315489292145,
|
|
0.17857135832309723,
|
|
0.22222213447093964,
|
|
0.20805364847183228,
|
|
0.2580644488334656,
|
|
0.6666665077209473,
|
|
0.5517240166664124,
|
|
0.38862547278404236,
|
|
0.6350710391998291,
|
|
0.16363631188869476,
|
|
0.4085105359554291,
|
|
0.2117646485567093,
|
|
0.6399998664855957,
|
|
0.6372547745704651,
|
|
0.19047611951828003,
|
|
0.20689648389816284,
|
|
0.2873562276363373,
|
|
0.19923365116119385,
|
|
0.28925609588623047,
|
|
0.6702701449394226,
|
|
0.30357134342193604,
|
|
0.2647058069705963,
|
|
0.43523305654525757,
|
|
0.4215245544910431,
|
|
0.35359105467796326,
|
|
0.17117109894752502,
|
|
0.3861384987831116,
|
|
0.31390124559402466,
|
|
0.5145629644393921,
|
|
0.1717790812253952,
|
|
0.19209031760692596,
|
|
0.5619046092033386,
|
|
0.4343433380126953,
|
|
0.3267325758934021,
|
|
0.33333325386047363,
|
|
0.15668198466300964,
|
|
0.4069766402244568
|
|
],
|
|
"time": 163.46987607236952,
|
|
"param": [
|
|
{
|
|
"p": 0.07164514809846878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07891888916492462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07704434543848038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06221170723438263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059183117002248764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07172571867704391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06308995187282562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07865722477436066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07877098768949509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06541910767555237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06056666374206543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07785142958164215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08076031506061554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07415536046028137,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 178,
|
|
"train_loss": 3.718468189239502,
|
|
"val_loss": 2.695263385772705,
|
|
"acc": 36.56,
|
|
"f1": [
|
|
0.6734693050384521,
|
|
0.4260868728160858,
|
|
0.31632643938064575,
|
|
0.22619038820266724,
|
|
0.1899440735578537,
|
|
0.319248765707016,
|
|
0.3474177420139313,
|
|
0.35616424679756165,
|
|
0.38028159737586975,
|
|
0.47826072573661804,
|
|
0.15028895437717438,
|
|
0.2374998927116394,
|
|
0.3248729705810547,
|
|
0.31730762124061584,
|
|
0.27380943298339844,
|
|
0.24505920708179474,
|
|
0.38095223903656006,
|
|
0.5169490575790405,
|
|
0.3832334280014038,
|
|
0.34482747316360474,
|
|
0.6146787405014038,
|
|
0.48550716042518616,
|
|
0.3469386696815491,
|
|
0.5846152901649475,
|
|
0.6570047736167908,
|
|
0.2485205978155136,
|
|
0.23437495529651642,
|
|
0.2376236915588379,
|
|
0.3820223808288574,
|
|
0.2758619785308838,
|
|
0.34108519554138184,
|
|
0.3522725999355316,
|
|
0.36842095851898193,
|
|
0.3478259742259979,
|
|
0.3517586886882782,
|
|
0.15053758025169373,
|
|
0.30456843972206116,
|
|
0.2340424805879593,
|
|
0.24680845439434052,
|
|
0.49999988079071045,
|
|
0.2834644913673401,
|
|
0.5614033937454224,
|
|
0.2824857831001282,
|
|
0.3473052978515625,
|
|
0.18905465304851532,
|
|
0.220779150724411,
|
|
0.1898733526468277,
|
|
0.5066665410995483,
|
|
0.5443785786628723,
|
|
0.4311925768852234,
|
|
0.19266046583652496,
|
|
0.3418802320957184,
|
|
0.6194689869880676,
|
|
0.5671641230583191,
|
|
0.5123152136802673,
|
|
0.12682920694351196,
|
|
0.44444435834884644,
|
|
0.3568463623523712,
|
|
0.34513264894485474,
|
|
0.3386242389678955,
|
|
0.678413987159729,
|
|
0.44047608971595764,
|
|
0.45833322405815125,
|
|
0.39285704493522644,
|
|
0.09859149903059006,
|
|
0.23312875628471375,
|
|
0.20814472436904907,
|
|
0.2191779911518097,
|
|
0.6926827430725098,
|
|
0.6073297262191772,
|
|
0.41628947854042053,
|
|
0.5938863754272461,
|
|
0.11363628506660461,
|
|
0.31638407707214355,
|
|
0.1749999076128006,
|
|
0.5982142090797424,
|
|
0.610878586769104,
|
|
0.17948710918426514,
|
|
0.24413138628005981,
|
|
0.2290075570344925,
|
|
0.198198139667511,
|
|
0.2843136191368103,
|
|
0.6304346323013306,
|
|
0.3267325758934021,
|
|
0.2446807622909546,
|
|
0.4022345542907715,
|
|
0.3843415677547455,
|
|
0.3904760777950287,
|
|
0.16766461730003357,
|
|
0.4319247901439667,
|
|
0.2965778410434723,
|
|
0.46808499097824097,
|
|
0.12080531567335129,
|
|
0.20118334889411926,
|
|
0.5066665410995483,
|
|
0.4529913365840912,
|
|
0.3068180978298187,
|
|
0.37373724579811096,
|
|
0.1391940712928772,
|
|
0.4545453190803528
|
|
],
|
|
"time": 161.34357549156994,
|
|
"param": [
|
|
{
|
|
"p": 0.06385944038629532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07764158397912979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07635188102722168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0807112455368042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06323900073766708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06792701035737991,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07607992738485336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07133597880601883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06279808282852173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06037895753979683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07873231917619705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06939906626939774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0778978019952774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07364770025014877,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 179,
|
|
"train_loss": 3.6705873012542725,
|
|
"val_loss": 2.841708183288574,
|
|
"acc": 36.44,
|
|
"f1": [
|
|
0.6698563694953918,
|
|
0.42931926250457764,
|
|
0.36158180236816406,
|
|
0.22950810194015503,
|
|
0.16560502350330353,
|
|
0.21698106825351715,
|
|
0.35443025827407837,
|
|
0.3703702688217163,
|
|
0.37373724579811096,
|
|
0.44444435834884644,
|
|
0.13664589822292328,
|
|
0.31249991059303284,
|
|
0.3493449091911316,
|
|
0.3050846457481384,
|
|
0.2550334632396698,
|
|
0.24050623178482056,
|
|
0.37185919284820557,
|
|
0.46956515312194824,
|
|
0.3057323694229126,
|
|
0.33333322405815125,
|
|
0.562211811542511,
|
|
0.4999998211860657,
|
|
0.3647797703742981,
|
|
0.5727270841598511,
|
|
0.6637166738510132,
|
|
0.20883527398109436,
|
|
0.21999992430210114,
|
|
0.23030294477939606,
|
|
0.4232803285121918,
|
|
0.34883710741996765,
|
|
0.3568074107170105,
|
|
0.3510637581348419,
|
|
0.3285022974014282,
|
|
0.31279608607292175,
|
|
0.36190465092658997,
|
|
0.1773398518562317,
|
|
0.3084576427936554,
|
|
0.20645155012607574,
|
|
0.2413792610168457,
|
|
0.5217390060424805,
|
|
0.3517586886882782,
|
|
0.5388126373291016,
|
|
0.3068180978298187,
|
|
0.38139525055885315,
|
|
0.1641024947166443,
|
|
0.2584269046783447,
|
|
0.25730982422828674,
|
|
0.45522376894950867,
|
|
0.5648146867752075,
|
|
0.41148313879966736,
|
|
0.24034328758716583,
|
|
0.3290042281150818,
|
|
0.5177663564682007,
|
|
0.5627704858779907,
|
|
0.4927534759044647,
|
|
0.13095231354236603,
|
|
0.4942527115345001,
|
|
0.40764322876930237,
|
|
0.3707316219806671,
|
|
0.37450188398361206,
|
|
0.7195766568183899,
|
|
0.5439329743385315,
|
|
0.4363635182380676,
|
|
0.3999998867511749,
|
|
0.12711858749389648,
|
|
0.198198139667511,
|
|
0.23966935276985168,
|
|
0.3304346799850464,
|
|
0.666666567325592,
|
|
0.5673075914382935,
|
|
0.41840997338294983,
|
|
0.5809522867202759,
|
|
0.10138242691755295,
|
|
0.3482586145401001,
|
|
0.1641024947166443,
|
|
0.6122447848320007,
|
|
0.6307052373886108,
|
|
0.1764705330133438,
|
|
0.23300965130329132,
|
|
0.3050846457481384,
|
|
0.19565212726593018,
|
|
0.292307585477829,
|
|
0.6354165077209473,
|
|
0.3352600038051605,
|
|
0.2206895798444748,
|
|
0.37735840678215027,
|
|
0.38095229864120483,
|
|
0.396135151386261,
|
|
0.19587622582912445,
|
|
0.39004138112068176,
|
|
0.25992774963378906,
|
|
0.4974091649055481,
|
|
0.1558440923690796,
|
|
0.15135130286216736,
|
|
0.5699998736381531,
|
|
0.37499991059303284,
|
|
0.3168315887451172,
|
|
0.3502824008464813,
|
|
0.1052631139755249,
|
|
0.434782475233078
|
|
],
|
|
"time": 161.74410836864263,
|
|
"param": [
|
|
{
|
|
"p": 0.07117879390716553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07871533185243607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08153311163187027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0850713774561882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0642726942896843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05695682391524315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08291045576334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07288377732038498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06660165637731552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06451785564422607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04584536328911781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06736624240875244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08861886709928513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07352767139673233,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 180,
|
|
"train_loss": 3.3946800231933594,
|
|
"val_loss": 2.7527527809143066,
|
|
"acc": 36.3,
|
|
"f1": [
|
|
0.6910993456840515,
|
|
0.40490788221359253,
|
|
0.28712859749794006,
|
|
0.14193542301654816,
|
|
0.21505369246006012,
|
|
0.271493136882782,
|
|
0.3119265139102936,
|
|
0.39999985694885254,
|
|
0.37914684414863586,
|
|
0.4607841968536377,
|
|
0.0967741385102272,
|
|
0.21582727134227753,
|
|
0.36065563559532166,
|
|
0.2575756907463074,
|
|
0.21256029605865479,
|
|
0.2592591643333435,
|
|
0.3510637581348419,
|
|
0.44444435834884644,
|
|
0.35443025827407837,
|
|
0.3096773326396942,
|
|
0.6037734746932983,
|
|
0.49214646220207214,
|
|
0.3551400303840637,
|
|
0.5365853309631348,
|
|
0.5999999642372131,
|
|
0.2244897186756134,
|
|
0.2780747711658478,
|
|
0.27083322405815125,
|
|
0.4549354910850525,
|
|
0.3043477535247803,
|
|
0.40975597500801086,
|
|
0.35978829860687256,
|
|
0.36904752254486084,
|
|
0.3804876506328583,
|
|
0.3301886022090912,
|
|
0.15238089859485626,
|
|
0.32558128237724304,
|
|
0.21014487743377686,
|
|
0.23628684878349304,
|
|
0.46938762068748474,
|
|
0.3542855978012085,
|
|
0.5978259444236755,
|
|
0.28571417927742004,
|
|
0.3636362552642822,
|
|
0.15310998260974884,
|
|
0.24999991059303284,
|
|
0.22784802317619324,
|
|
0.48529404401779175,
|
|
0.5345621109008789,
|
|
0.45320188999176025,
|
|
0.21145367622375488,
|
|
0.292035311460495,
|
|
0.525345504283905,
|
|
0.5209301114082336,
|
|
0.5123965740203857,
|
|
0.0874999463558197,
|
|
0.5042734146118164,
|
|
0.41249990463256836,
|
|
0.3636362552642822,
|
|
0.2592591345310211,
|
|
0.7246376276016235,
|
|
0.4577113389968872,
|
|
0.43555545806884766,
|
|
0.425531804561615,
|
|
0.1029411256313324,
|
|
0.2202642410993576,
|
|
0.13636359572410583,
|
|
0.2716048061847687,
|
|
0.6756755113601685,
|
|
0.6060605049133301,
|
|
0.42477864027023315,
|
|
0.5921786427497864,
|
|
0.1395348161458969,
|
|
0.3760683238506317,
|
|
0.21782170236110687,
|
|
0.5363982915878296,
|
|
0.6625765562057495,
|
|
0.17573215067386627,
|
|
0.24580998718738556,
|
|
0.35714277625083923,
|
|
0.17993073165416718,
|
|
0.2191779911518097,
|
|
0.6467660069465637,
|
|
0.3129250705242157,
|
|
0.26262614130973816,
|
|
0.3874344527721405,
|
|
0.4265401363372803,
|
|
0.4410255253314972,
|
|
0.1647058129310608,
|
|
0.3934425115585327,
|
|
0.36448585987091064,
|
|
0.5164318084716797,
|
|
0.18947362899780273,
|
|
0.1612902730703354,
|
|
0.5699998736381531,
|
|
0.3957218527793884,
|
|
0.28187909722328186,
|
|
0.29365071654319763,
|
|
0.11904755234718323,
|
|
0.4223601520061493
|
|
],
|
|
"time": 162.9906550841406,
|
|
"param": [
|
|
{
|
|
"p": 0.07671961933374405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06748050451278687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08169253170490265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07302594929933548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06511829048395157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06869460642337799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07683724164962769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07099772244691849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07999676465988159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06754515320062637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06866491585969925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07015533000230789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06420008838176727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06887128949165344,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 181,
|
|
"train_loss": 3.517664909362793,
|
|
"val_loss": 2.952866792678833,
|
|
"acc": 36.63,
|
|
"f1": [
|
|
0.6306304931640625,
|
|
0.4154588282108307,
|
|
0.3107568919658661,
|
|
0.14705875515937805,
|
|
0.17573215067386627,
|
|
0.23958325386047363,
|
|
0.33918121457099915,
|
|
0.3832334280014038,
|
|
0.36956506967544556,
|
|
0.4380951225757599,
|
|
0.11475405097007751,
|
|
0.3022221326828003,
|
|
0.37499988079071045,
|
|
0.22556383907794952,
|
|
0.24175815284252167,
|
|
0.19672125577926636,
|
|
0.31896543502807617,
|
|
0.5126049518585205,
|
|
0.3800903856754303,
|
|
0.3076922297477722,
|
|
0.5999999046325684,
|
|
0.5395347476005554,
|
|
0.35051536560058594,
|
|
0.5741626024246216,
|
|
0.657142698764801,
|
|
0.2105262726545334,
|
|
0.23318377137184143,
|
|
0.28048771619796753,
|
|
0.44571414589881897,
|
|
0.32584258913993835,
|
|
0.44067782163619995,
|
|
0.34848475456237793,
|
|
0.3463686406612396,
|
|
0.38766512274742126,
|
|
0.33789944648742676,
|
|
0.20168060064315796,
|
|
0.28688517212867737,
|
|
0.2368420511484146,
|
|
0.24999988079071045,
|
|
0.5578945875167847,
|
|
0.3398057222366333,
|
|
0.5660375952720642,
|
|
0.3316582143306732,
|
|
0.3696681261062622,
|
|
0.17449656128883362,
|
|
0.2025315761566162,
|
|
0.2456139624118805,
|
|
0.43835610151290894,
|
|
0.5524860620498657,
|
|
0.4362138509750366,
|
|
0.17272719740867615,
|
|
0.30769217014312744,
|
|
0.5776172876358032,
|
|
0.6019416451454163,
|
|
0.5308055877685547,
|
|
0.13636356592178345,
|
|
0.48192763328552246,
|
|
0.3979056477546692,
|
|
0.3373492956161499,
|
|
0.28402355313301086,
|
|
0.7035174369812012,
|
|
0.4886362552642822,
|
|
0.41666656732559204,
|
|
0.3975902497768402,
|
|
0.13114747405052185,
|
|
0.23041465878486633,
|
|
0.21259836852550507,
|
|
0.30697670578956604,
|
|
0.7263681292533875,
|
|
0.5673075914382935,
|
|
0.4043714702129364,
|
|
0.6176469922065735,
|
|
0.1103447824716568,
|
|
0.32222211360931396,
|
|
0.18652844429016113,
|
|
0.5714284777641296,
|
|
0.5791853666305542,
|
|
0.18536579608917236,
|
|
0.22907482087612152,
|
|
0.3043477535247803,
|
|
0.15053758025169373,
|
|
0.2901553809642792,
|
|
0.6190475225448608,
|
|
0.29714274406433105,
|
|
0.22222213447093964,
|
|
0.43575406074523926,
|
|
0.38862547278404236,
|
|
0.36718741059303284,
|
|
0.20512813329696655,
|
|
0.3246752619743347,
|
|
0.3703702688217163,
|
|
0.4766353964805603,
|
|
0.1989527940750122,
|
|
0.12244893610477448,
|
|
0.5123965740203857,
|
|
0.44210511445999146,
|
|
0.3370785713195801,
|
|
0.3515150547027588,
|
|
0.06329108029603958,
|
|
0.4361701011657715
|
|
],
|
|
"time": 163.62661210540682,
|
|
"param": [
|
|
{
|
|
"p": 0.0720771998167038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07142040133476257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06856018304824829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07523588836193085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0688709244132042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08047852665185928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07095064222812653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07638533413410187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07066437602043152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06513141840696335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07039206475019455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07871118932962418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05631536245346069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07480651885271072,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 182,
|
|
"train_loss": 3.032046318054199,
|
|
"val_loss": 2.784339666366577,
|
|
"acc": 36.74,
|
|
"f1": [
|
|
0.6896550059318542,
|
|
0.4361701011657715,
|
|
0.28999990224838257,
|
|
0.1951218843460083,
|
|
0.1365852952003479,
|
|
0.3013697862625122,
|
|
0.32748526334762573,
|
|
0.3276835083961487,
|
|
0.3733331859111786,
|
|
0.42708319425582886,
|
|
0.16999994218349457,
|
|
0.30208322405815125,
|
|
0.37944653630256653,
|
|
0.31764698028564453,
|
|
0.2699999213218689,
|
|
0.21960778534412384,
|
|
0.3272726535797119,
|
|
0.5145226716995239,
|
|
0.37499988079071045,
|
|
0.3389829397201538,
|
|
0.573839545249939,
|
|
0.5398228764533997,
|
|
0.38144323229789734,
|
|
0.579234778881073,
|
|
0.6236557960510254,
|
|
0.21428564190864563,
|
|
0.2275448441505432,
|
|
0.2566370666027069,
|
|
0.45833322405815125,
|
|
0.30555543303489685,
|
|
0.4191615581512451,
|
|
0.3706895411014557,
|
|
0.3953487277030945,
|
|
0.31012651324272156,
|
|
0.3899998664855957,
|
|
0.16249993443489075,
|
|
0.30065348744392395,
|
|
0.24719089269638062,
|
|
0.24516120553016663,
|
|
0.556212842464447,
|
|
0.3399999141693115,
|
|
0.5576921701431274,
|
|
0.29166656732559204,
|
|
0.3636362552642822,
|
|
0.19999994337558746,
|
|
0.22360241413116455,
|
|
0.21004560589790344,
|
|
0.5020919442176819,
|
|
0.5284972786903381,
|
|
0.447368323802948,
|
|
0.1754385381937027,
|
|
0.2938387989997864,
|
|
0.5979380011558533,
|
|
0.5454544425010681,
|
|
0.5549131631851196,
|
|
0.15068486332893372,
|
|
0.5507245063781738,
|
|
0.37962955236434937,
|
|
0.35643553733825684,
|
|
0.2775118350982666,
|
|
0.722222089767456,
|
|
0.4343433380126953,
|
|
0.42790690064430237,
|
|
0.37914684414863586,
|
|
0.15686267614364624,
|
|
0.20320846140384674,
|
|
0.2129276990890503,
|
|
0.256410151720047,
|
|
0.7037035822868347,
|
|
0.5741626024246216,
|
|
0.4347825050354004,
|
|
0.5856351852416992,
|
|
0.13496926426887512,
|
|
0.4377681314945221,
|
|
0.19209031760692596,
|
|
0.6298341155052185,
|
|
0.6138612627983093,
|
|
0.13991764187812805,
|
|
0.18834073841571808,
|
|
0.3247862458229065,
|
|
0.14705877006053925,
|
|
0.2783504128456116,
|
|
0.6212764978408813,
|
|
0.34374991059303284,
|
|
0.22222216427326202,
|
|
0.42512065172195435,
|
|
0.4292682111263275,
|
|
0.37894728779792786,
|
|
0.20359273254871368,
|
|
0.41106709837913513,
|
|
0.2938387989997864,
|
|
0.48648640513420105,
|
|
0.20689646899700165,
|
|
0.2176164984703064,
|
|
0.5775399804115295,
|
|
0.423912912607193,
|
|
0.3940885663032532,
|
|
0.3013697862625122,
|
|
0.12093015760183334,
|
|
0.3957218527793884
|
|
],
|
|
"time": 162.10247211251408,
|
|
"param": [
|
|
{
|
|
"p": 0.06022312864661217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06850720196962357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0704510509967804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07522597908973694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07057710736989975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07518791407346725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08045440167188644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0722137838602066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07480911910533905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0643397867679596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0714893564581871,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07492606341838837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07223445177078247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06936067342758179,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 183,
|
|
"train_loss": 3.834385871887207,
|
|
"val_loss": 2.7700536251068115,
|
|
"acc": 36.6,
|
|
"f1": [
|
|
0.6859902143478394,
|
|
0.4085105359554291,
|
|
0.2934781610965729,
|
|
0.2244897335767746,
|
|
0.1635219305753708,
|
|
0.2673795819282532,
|
|
0.30046939849853516,
|
|
0.3841806650161743,
|
|
0.3454544246196747,
|
|
0.44347813725471497,
|
|
0.10958898812532425,
|
|
0.2721087336540222,
|
|
0.37320560216903687,
|
|
0.2424241602420807,
|
|
0.2473117560148239,
|
|
0.2348177433013916,
|
|
0.33777767419815063,
|
|
0.5024153590202332,
|
|
0.35714277625083923,
|
|
0.2987011969089508,
|
|
0.6304346323013306,
|
|
0.4975123405456543,
|
|
0.3743841052055359,
|
|
0.554216742515564,
|
|
0.6097559332847595,
|
|
0.26666656136512756,
|
|
0.26666659116744995,
|
|
0.2727271616458893,
|
|
0.43786972761154175,
|
|
0.32142847776412964,
|
|
0.36633655428886414,
|
|
0.3170730471611023,
|
|
0.35714274644851685,
|
|
0.3369564116001129,
|
|
0.3465345501899719,
|
|
0.08641968667507172,
|
|
0.30487796664237976,
|
|
0.19689112901687622,
|
|
0.23045262694358826,
|
|
0.5341613292694092,
|
|
0.3535352647304535,
|
|
0.5043476819992065,
|
|
0.3232322335243225,
|
|
0.3313252627849579,
|
|
0.17948710918426514,
|
|
0.2696628272533417,
|
|
0.1792452037334442,
|
|
0.4973543584346771,
|
|
0.5273630023002625,
|
|
0.44725728034973145,
|
|
0.22702695429325104,
|
|
0.2929935157299042,
|
|
0.6007603406906128,
|
|
0.5967741012573242,
|
|
0.5628139972686768,
|
|
0.12413787841796875,
|
|
0.5576921701431274,
|
|
0.3636362552642822,
|
|
0.3636362552642822,
|
|
0.34599146246910095,
|
|
0.715083658695221,
|
|
0.4666665494441986,
|
|
0.4402514398097992,
|
|
0.35443025827407837,
|
|
0.12987005710601807,
|
|
0.22680403292179108,
|
|
0.20869559049606323,
|
|
0.2999999225139618,
|
|
0.6905827522277832,
|
|
0.5275589823722839,
|
|
0.4504503309726715,
|
|
0.6033056974411011,
|
|
0.18181811273097992,
|
|
0.3733331859111786,
|
|
0.19999992847442627,
|
|
0.5395682454109192,
|
|
0.6336632370948792,
|
|
0.19626161456108093,
|
|
0.1768706887960434,
|
|
0.33333325386047363,
|
|
0.12765952944755554,
|
|
0.33333322405815125,
|
|
0.6120688319206238,
|
|
0.31088075041770935,
|
|
0.26206886768341064,
|
|
0.3923443853855133,
|
|
0.39495787024497986,
|
|
0.36559128761291504,
|
|
0.12307687103748322,
|
|
0.31612899899482727,
|
|
0.30046939849853516,
|
|
0.5222928524017334,
|
|
0.19767434895038605,
|
|
0.18439710140228271,
|
|
0.5731706023216248,
|
|
0.45132729411125183,
|
|
0.324607253074646,
|
|
0.33684200048446655,
|
|
0.12121206521987915,
|
|
0.36842095851898193
|
|
],
|
|
"time": 162.6390268560499,
|
|
"param": [
|
|
{
|
|
"p": 0.06249726936221123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0794176310300827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138882577419281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07567737996578217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05836966261267662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07172811776399612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07161445170640945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07576187700033188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07326915115118027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07729380577802658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06627629697322845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07423922419548035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06998446583747864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07248178124427795,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 184,
|
|
"train_loss": 3.7403762340545654,
|
|
"val_loss": 2.628628730773926,
|
|
"acc": 35.97,
|
|
"f1": [
|
|
0.7282606959342957,
|
|
0.40641695261001587,
|
|
0.3013697564601898,
|
|
0.17721512913703918,
|
|
0.19424454867839813,
|
|
0.28455275297164917,
|
|
0.34449753165245056,
|
|
0.35897424817085266,
|
|
0.3383083641529083,
|
|
0.447368323802948,
|
|
0.17021268606185913,
|
|
0.2580644488334656,
|
|
0.3543306291103363,
|
|
0.2545453608036041,
|
|
0.24691346287727356,
|
|
0.19075141847133636,
|
|
0.35064926743507385,
|
|
0.4684683382511139,
|
|
0.30864188075065613,
|
|
0.2815532982349396,
|
|
0.6280191540718079,
|
|
0.5181816816329956,
|
|
0.3699999153614044,
|
|
0.5333331823348999,
|
|
0.6451612114906311,
|
|
0.24999991059303284,
|
|
0.3276835083961487,
|
|
0.2290075719356537,
|
|
0.45405393838882446,
|
|
0.30107519030570984,
|
|
0.4081631302833557,
|
|
0.4046241343021393,
|
|
0.33802807331085205,
|
|
0.3066665530204773,
|
|
0.29710137844085693,
|
|
0.16589856147766113,
|
|
0.31884050369262695,
|
|
0.22710618376731873,
|
|
0.26484012603759766,
|
|
0.4974091649055481,
|
|
0.28915655612945557,
|
|
0.5306121706962585,
|
|
0.2574256360530853,
|
|
0.3297490179538727,
|
|
0.18421046435832977,
|
|
0.23776215314865112,
|
|
0.2167486995458603,
|
|
0.5084744691848755,
|
|
0.5531913042068481,
|
|
0.3999998867511749,
|
|
0.21800939738750458,
|
|
0.280373752117157,
|
|
0.5728154182434082,
|
|
0.5531913638114929,
|
|
0.49999988079071045,
|
|
0.11695900559425354,
|
|
0.5074625611305237,
|
|
0.37499991059303284,
|
|
0.3464565873146057,
|
|
0.33918121457099915,
|
|
0.6451611518859863,
|
|
0.46511611342430115,
|
|
0.43049317598342896,
|
|
0.40476179122924805,
|
|
0.13259662687778473,
|
|
0.21839071810245514,
|
|
0.14062494039535522,
|
|
0.2944784462451935,
|
|
0.6972475647926331,
|
|
0.6009388566017151,
|
|
0.3974357545375824,
|
|
0.5862067937850952,
|
|
0.10687018185853958,
|
|
0.35602086782455444,
|
|
0.19587622582912445,
|
|
0.5355647206306458,
|
|
0.6994534134864807,
|
|
0.21857915818691254,
|
|
0.26046502590179443,
|
|
0.32941165566444397,
|
|
0.17525766789913177,
|
|
0.24598921835422516,
|
|
0.6249998807907104,
|
|
0.32432422041893005,
|
|
0.22598862648010254,
|
|
0.38190943002700806,
|
|
0.4365480840206146,
|
|
0.4018690288066864,
|
|
0.18055549263954163,
|
|
0.34343424439430237,
|
|
0.31249991059303284,
|
|
0.43921560049057007,
|
|
0.21686740219593048,
|
|
0.21428564190864563,
|
|
0.5680471658706665,
|
|
0.4748857021331787,
|
|
0.3133639991283417,
|
|
0.30115818977355957,
|
|
0.12182734906673431,
|
|
0.3850930631160736
|
|
],
|
|
"time": 163.56243127584457,
|
|
"param": [
|
|
{
|
|
"p": 0.06732524931430817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059346944093704224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07231096923351288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06838873773813248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07056274265050888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07351052016019821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07512805610895157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07099508494138718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07407619804143906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06841075420379639,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07650600373744965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06920087337493896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07169836759567261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08253943175077438,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 185,
|
|
"train_loss": 3.207487106323242,
|
|
"val_loss": 2.7366397380828857,
|
|
"acc": 36.21,
|
|
"f1": [
|
|
0.7010307908058167,
|
|
0.41212108731269836,
|
|
0.29166656732559204,
|
|
0.188888818025589,
|
|
0.1798941045999527,
|
|
0.2758619785308838,
|
|
0.36686381697654724,
|
|
0.42857128381729126,
|
|
0.37288129329681396,
|
|
0.46511611342430115,
|
|
0.13580238819122314,
|
|
0.24285705387592316,
|
|
0.39215680956840515,
|
|
0.28758159279823303,
|
|
0.23076917231082916,
|
|
0.2048192322254181,
|
|
0.31404948234558105,
|
|
0.4827585220336914,
|
|
0.3736262619495392,
|
|
0.28260859847068787,
|
|
0.6113988757133484,
|
|
0.4509803056716919,
|
|
0.35416656732559204,
|
|
0.596858561038971,
|
|
0.6291078925132751,
|
|
0.26190465688705444,
|
|
0.2886596620082855,
|
|
0.23829780519008636,
|
|
0.43349742889404297,
|
|
0.31055888533592224,
|
|
0.35602086782455444,
|
|
0.3516482710838318,
|
|
0.3795619308948517,
|
|
0.31441038846969604,
|
|
0.3295879364013672,
|
|
0.11347512155771255,
|
|
0.33913031220436096,
|
|
0.2127658873796463,
|
|
0.21705421805381775,
|
|
0.48044681549072266,
|
|
0.31999990344047546,
|
|
0.5999999046325684,
|
|
0.26277366280555725,
|
|
0.35483863949775696,
|
|
0.19742482900619507,
|
|
0.19607838988304138,
|
|
0.180851012468338,
|
|
0.4918031394481659,
|
|
0.6170212030410767,
|
|
0.45360812544822693,
|
|
0.27083322405815125,
|
|
0.2543351650238037,
|
|
0.6285712718963623,
|
|
0.5212765336036682,
|
|
0.5099998712539673,
|
|
0.1290322095155716,
|
|
0.4979918897151947,
|
|
0.39130425453186035,
|
|
0.31372541189193726,
|
|
0.2592591345310211,
|
|
0.7290639281272888,
|
|
0.511627733707428,
|
|
0.4431816637516022,
|
|
0.4044942855834961,
|
|
0.13445374369621277,
|
|
0.23958325386047363,
|
|
0.1768706887960434,
|
|
0.32051271200180054,
|
|
0.6666665077209473,
|
|
0.6051281094551086,
|
|
0.3855420649051666,
|
|
0.6470587849617004,
|
|
0.10362687706947327,
|
|
0.3295453190803528,
|
|
0.16560502350330353,
|
|
0.5863873362541199,
|
|
0.6431716680526733,
|
|
0.22598862648010254,
|
|
0.26008957624435425,
|
|
0.3179486393928528,
|
|
0.19475649297237396,
|
|
0.31999990344047546,
|
|
0.6379309296607971,
|
|
0.28571417927742004,
|
|
0.23287664353847504,
|
|
0.39805811643600464,
|
|
0.3838382363319397,
|
|
0.43404245376586914,
|
|
0.11851847171783447,
|
|
0.3636362552642822,
|
|
0.29126206040382385,
|
|
0.5319147706031799,
|
|
0.2094240039587021,
|
|
0.20353974401950836,
|
|
0.5685278177261353,
|
|
0.40191373229026794,
|
|
0.3203882575035095,
|
|
0.35023030638694763,
|
|
0.14468081295490265,
|
|
0.3999999165534973
|
|
],
|
|
"time": 167.07648814469576,
|
|
"param": [
|
|
{
|
|
"p": 0.07293475419282913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07240018248558044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07758667320013046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06714554876089096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07092374563217163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06343556940555573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07842482626438141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07601474225521088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05611710250377655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06965751200914383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06698685884475708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06369245797395706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08602600544691086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07865404337644577,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 186,
|
|
"train_loss": 3.3298323154449463,
|
|
"val_loss": 2.7068753242492676,
|
|
"acc": 36.06,
|
|
"f1": [
|
|
0.6699027419090271,
|
|
0.4083332419395447,
|
|
0.29743579030036926,
|
|
0.20487797260284424,
|
|
0.17283941805362701,
|
|
0.31746023893356323,
|
|
0.29940110445022583,
|
|
0.36871495842933655,
|
|
0.3026314675807953,
|
|
0.4805193543434143,
|
|
0.18518511950969696,
|
|
0.26900574564933777,
|
|
0.3111110329627991,
|
|
0.30337071418762207,
|
|
0.25125616788864136,
|
|
0.2553190290927887,
|
|
0.3522725999355316,
|
|
0.4574466943740845,
|
|
0.3636362552642822,
|
|
0.2384614795446396,
|
|
0.6249998807907104,
|
|
0.5034964680671692,
|
|
0.31901830434799194,
|
|
0.577777624130249,
|
|
0.6595743298530579,
|
|
0.238805890083313,
|
|
0.25116273760795593,
|
|
0.18884113430976868,
|
|
0.44067782163619995,
|
|
0.3468207120895386,
|
|
0.37735840678215027,
|
|
0.43216070532798767,
|
|
0.3179915249347687,
|
|
0.3251230716705322,
|
|
0.33928561210632324,
|
|
0.13483139872550964,
|
|
0.3692306876182556,
|
|
0.2243901938199997,
|
|
0.24096378684043884,
|
|
0.49664416909217834,
|
|
0.345177561044693,
|
|
0.5344826579093933,
|
|
0.29940110445022583,
|
|
0.34523800015449524,
|
|
0.15686267614364624,
|
|
0.225680872797966,
|
|
0.19565211236476898,
|
|
0.42477864027023315,
|
|
0.5193368792533875,
|
|
0.48034927248954773,
|
|
0.206060528755188,
|
|
0.3215685188770294,
|
|
0.5572518110275269,
|
|
0.5507245063781738,
|
|
0.5520360469818115,
|
|
0.09929072856903076,
|
|
0.4765624403953552,
|
|
0.4041449725627899,
|
|
0.3678159713745117,
|
|
0.2705313265323639,
|
|
0.728155255317688,
|
|
0.44827571511268616,
|
|
0.40624988079071045,
|
|
0.396135151386261,
|
|
0.15706801414489746,
|
|
0.19186043739318848,
|
|
0.14285707473754883,
|
|
0.3195265531539917,
|
|
0.6636770367622375,
|
|
0.5714284777641296,
|
|
0.4573989808559418,
|
|
0.6028706431388855,
|
|
0.11764699220657349,
|
|
0.41284388303756714,
|
|
0.10937494784593582,
|
|
0.5359999537467957,
|
|
0.6249998807907104,
|
|
0.1658536046743393,
|
|
0.27218925952911377,
|
|
0.32820504903793335,
|
|
0.1656804084777832,
|
|
0.31355923414230347,
|
|
0.6736840605735779,
|
|
0.32911381125450134,
|
|
0.18064509332180023,
|
|
0.39543718099594116,
|
|
0.3760683238506317,
|
|
0.3934425115585327,
|
|
0.17721512913703918,
|
|
0.3771928548812866,
|
|
0.26984119415283203,
|
|
0.4748857021331787,
|
|
0.1379309892654419,
|
|
0.21989519894123077,
|
|
0.5775399804115295,
|
|
0.43979042768478394,
|
|
0.3157894015312195,
|
|
0.323809415102005,
|
|
0.1126759946346283,
|
|
0.35582810640335083
|
|
],
|
|
"time": 164.47267371881753,
|
|
"param": [
|
|
{
|
|
"p": 0.06341620534658432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06879521161317825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07061942666769028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139239460229874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042689599096775055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08280825614929199,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0749918669462204,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07699088007211685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06947601586580276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07807359844446182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0748511329293251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0778355747461319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07805987447500229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06999994069337845,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 187,
|
|
"train_loss": 3.6987149715423584,
|
|
"val_loss": 2.761188507080078,
|
|
"acc": 35.57,
|
|
"f1": [
|
|
0.6700506210327148,
|
|
0.4351463317871094,
|
|
0.256410151720047,
|
|
0.22619038820266724,
|
|
0.1656804084777832,
|
|
0.2522521913051605,
|
|
0.360248327255249,
|
|
0.3534882664680481,
|
|
0.3318384885787964,
|
|
0.4918031394481659,
|
|
0.1360543668270111,
|
|
0.26395928859710693,
|
|
0.31746023893356323,
|
|
0.2758619785308838,
|
|
0.18978095054626465,
|
|
0.21468918025493622,
|
|
0.39189180731773376,
|
|
0.4766837954521179,
|
|
0.28758159279823303,
|
|
0.2702701687812805,
|
|
0.5999999046325684,
|
|
0.46975085139274597,
|
|
0.3508770763874054,
|
|
0.5189187526702881,
|
|
0.6519822478294373,
|
|
0.25945934653282166,
|
|
0.24691349267959595,
|
|
0.20087330043315887,
|
|
0.419999897480011,
|
|
0.300884872674942,
|
|
0.37426888942718506,
|
|
0.3636362850666046,
|
|
0.38150280714035034,
|
|
0.2973976731300354,
|
|
0.3351954519748688,
|
|
0.13714279234409332,
|
|
0.314606636762619,
|
|
0.22393816709518433,
|
|
0.25555548071861267,
|
|
0.5416665077209473,
|
|
0.3022221326828003,
|
|
0.5631066560745239,
|
|
0.2714284658432007,
|
|
0.3314915895462036,
|
|
0.20714280009269714,
|
|
0.18934904038906097,
|
|
0.21800939738750458,
|
|
0.4867255389690399,
|
|
0.5049503445625305,
|
|
0.3999999165534973,
|
|
0.17821775376796722,
|
|
0.2877192199230194,
|
|
0.5636362433433533,
|
|
0.5728154182434082,
|
|
0.5291004180908203,
|
|
0.1290322095155716,
|
|
0.48598119616508484,
|
|
0.36879420280456543,
|
|
0.35744670033454895,
|
|
0.30996301770210266,
|
|
0.6428570747375488,
|
|
0.4785274565219879,
|
|
0.37864065170288086,
|
|
0.3135887682437897,
|
|
0.12389375269412994,
|
|
0.23809516429901123,
|
|
0.17808210849761963,
|
|
0.27102795243263245,
|
|
0.621513843536377,
|
|
0.5599998831748962,
|
|
0.42477864027023315,
|
|
0.5774056911468506,
|
|
0.1226993277668953,
|
|
0.3469386696815491,
|
|
0.14371250569820404,
|
|
0.5210726857185364,
|
|
0.6378377079963684,
|
|
0.15730330348014832,
|
|
0.2138364166021347,
|
|
0.3196720480918884,
|
|
0.15469607710838318,
|
|
0.23076915740966797,
|
|
0.6220094561576843,
|
|
0.3101603388786316,
|
|
0.30097079277038574,
|
|
0.4387753903865814,
|
|
0.4432430863380432,
|
|
0.36904752254486084,
|
|
0.15894033014774323,
|
|
0.4259258210659027,
|
|
0.2574256360530853,
|
|
0.4814813435077667,
|
|
0.13513506948947906,
|
|
0.17857135832309723,
|
|
0.5490195155143738,
|
|
0.4491524398326874,
|
|
0.3157893717288971,
|
|
0.358024537563324,
|
|
0.10833326727151871,
|
|
0.39069753885269165
|
|
],
|
|
"time": 165.94294448383152,
|
|
"param": [
|
|
{
|
|
"p": 0.0636562705039978,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0757366493344307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149135321378708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0760297104716301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07214359194040298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08447665721178055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07984129339456558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07633452862501144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05923670530319214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05794428661465645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07252450287342072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.070701003074646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0696314349770546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07025198638439178,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 188,
|
|
"train_loss": 3.471895694732666,
|
|
"val_loss": 2.569610118865967,
|
|
"acc": 35.92,
|
|
"f1": [
|
|
0.6418603658676147,
|
|
0.41666656732559204,
|
|
0.2673795819282532,
|
|
0.19999992847442627,
|
|
0.154929518699646,
|
|
0.275229275226593,
|
|
0.3351350426673889,
|
|
0.4102562665939331,
|
|
0.33777767419815063,
|
|
0.4485980272293091,
|
|
0.1789472997188568,
|
|
0.2575106620788574,
|
|
0.4179103374481201,
|
|
0.22972965240478516,
|
|
0.24372752010822296,
|
|
0.29166659712791443,
|
|
0.33121007680892944,
|
|
0.5312498211860657,
|
|
0.42512065172195435,
|
|
0.2702701687812805,
|
|
0.5972849726676941,
|
|
0.5213268995285034,
|
|
0.3482586145401001,
|
|
0.5434780716896057,
|
|
0.6094419956207275,
|
|
0.1844659447669983,
|
|
0.1965317279100418,
|
|
0.22382664680480957,
|
|
0.4123710095882416,
|
|
0.28571420907974243,
|
|
0.4044942855834961,
|
|
0.3739129900932312,
|
|
0.3627450466156006,
|
|
0.37558677792549133,
|
|
0.3979056477546692,
|
|
0.15238089859485626,
|
|
0.30769219994544983,
|
|
0.18749992549419403,
|
|
0.2614377737045288,
|
|
0.5217390060424805,
|
|
0.3314915895462036,
|
|
0.602040708065033,
|
|
0.26845628023147583,
|
|
0.3736262619495392,
|
|
0.1509433388710022,
|
|
0.21794864535331726,
|
|
0.239520862698555,
|
|
0.5164318084716797,
|
|
0.49999988079071045,
|
|
0.4489794969558716,
|
|
0.193308487534523,
|
|
0.25862061977386475,
|
|
0.5688887238502502,
|
|
0.5658535361289978,
|
|
0.48251745104789734,
|
|
0.11764699220657349,
|
|
0.4244603216648102,
|
|
0.3846152722835541,
|
|
0.3425924777984619,
|
|
0.27819544076919556,
|
|
0.7118642330169678,
|
|
0.3999999165534973,
|
|
0.45197728276252747,
|
|
0.3981480300426483,
|
|
0.10582003742456436,
|
|
0.2696628272533417,
|
|
0.22916659712791443,
|
|
0.27173903584480286,
|
|
0.6382977366447449,
|
|
0.5502182841300964,
|
|
0.3837208151817322,
|
|
0.6326529383659363,
|
|
0.13145533204078674,
|
|
0.3981899321079254,
|
|
0.1558440923690796,
|
|
0.5938863754272461,
|
|
0.642857015132904,
|
|
0.16964279115200043,
|
|
0.26086947321891785,
|
|
0.33333322405815125,
|
|
0.13725484907627106,
|
|
0.3018867075443268,
|
|
0.6564101576805115,
|
|
0.31764698028564453,
|
|
0.26341456174850464,
|
|
0.3515150547027588,
|
|
0.37599989771842957,
|
|
0.39195966720581055,
|
|
0.14689259231090546,
|
|
0.3692306578159332,
|
|
0.2564101815223694,
|
|
0.4785274565219879,
|
|
0.18784524500370026,
|
|
0.16149060428142548,
|
|
0.6031745076179504,
|
|
0.41212108731269836,
|
|
0.2745096981525421,
|
|
0.3522725999355316,
|
|
0.1156068742275238,
|
|
0.4129031002521515
|
|
],
|
|
"time": 162.5039425222203,
|
|
"param": [
|
|
{
|
|
"p": 0.06334418058395386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0647277981042862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07472652196884155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0705476626753807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06460867822170258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07645253837108612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07053085416555405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08210688084363937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07000795006752014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06717094779014587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0752977803349495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0726383849978447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06591596454381943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08192375302314758,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 189,
|
|
"train_loss": 3.652435064315796,
|
|
"val_loss": 2.703049421310425,
|
|
"acc": 36.58,
|
|
"f1": [
|
|
0.6994534134864807,
|
|
0.3885713219642639,
|
|
0.34374991059303284,
|
|
0.1931033730506897,
|
|
0.17674411833286285,
|
|
0.24999991059303284,
|
|
0.31746023893356323,
|
|
0.41340771317481995,
|
|
0.35978829860687256,
|
|
0.45238080620765686,
|
|
0.07194238901138306,
|
|
0.26993855834007263,
|
|
0.4210525155067444,
|
|
0.2475246638059616,
|
|
0.29292917251586914,
|
|
0.28971952199935913,
|
|
0.3542855978012085,
|
|
0.49484527111053467,
|
|
0.3754788637161255,
|
|
0.31999990344047546,
|
|
0.6249998807907104,
|
|
0.48167529702186584,
|
|
0.3942306339740753,
|
|
0.631578803062439,
|
|
0.639593780040741,
|
|
0.22818784415721893,
|
|
0.22881349921226501,
|
|
0.2283736616373062,
|
|
0.44827571511268616,
|
|
0.29813653230667114,
|
|
0.39259248971939087,
|
|
0.31944435834884644,
|
|
0.37305691838264465,
|
|
0.33548372983932495,
|
|
0.33333322405815125,
|
|
0.12738847732543945,
|
|
0.3584904372692108,
|
|
0.22707417607307434,
|
|
0.22614836692810059,
|
|
0.5208331942558289,
|
|
0.31092432141304016,
|
|
0.6122447848320007,
|
|
0.25316449999809265,
|
|
0.3316061198711395,
|
|
0.1938774734735489,
|
|
0.21714277565479279,
|
|
0.2475246638059616,
|
|
0.5314008593559265,
|
|
0.5533979535102844,
|
|
0.45263150334358215,
|
|
0.19178076088428497,
|
|
0.3253587782382965,
|
|
0.6072872877120972,
|
|
0.5624998807907104,
|
|
0.5054942965507507,
|
|
0.13592226803302765,
|
|
0.49765241146087646,
|
|
0.39130425453186035,
|
|
0.35294109582901,
|
|
0.3315507173538208,
|
|
0.7093595266342163,
|
|
0.4855490028858185,
|
|
0.4292236268520355,
|
|
0.360248327255249,
|
|
0.1240309551358223,
|
|
0.24418595433235168,
|
|
0.2181817591190338,
|
|
0.2536584436893463,
|
|
0.7035174369812012,
|
|
0.6288658380508423,
|
|
0.39495787024497986,
|
|
0.6341462135314941,
|
|
0.11398956924676895,
|
|
0.3703702688217163,
|
|
0.18309852480888367,
|
|
0.6175113916397095,
|
|
0.6532661318778992,
|
|
0.17872333526611328,
|
|
0.22105254232883453,
|
|
0.3523808717727661,
|
|
0.16356870532035828,
|
|
0.2692306935787201,
|
|
0.6224488615989685,
|
|
0.26845628023147583,
|
|
0.23728805780410767,
|
|
0.4260353744029999,
|
|
0.38059693574905396,
|
|
0.44198882579803467,
|
|
0.2021275758743286,
|
|
0.36458322405815125,
|
|
0.24713954329490662,
|
|
0.4871794283390045,
|
|
0.19791658222675323,
|
|
0.18285706639289856,
|
|
0.5668447613716125,
|
|
0.4818180501461029,
|
|
0.2727271318435669,
|
|
0.3290042281150818,
|
|
0.1103447824716568,
|
|
0.43902426958084106
|
|
],
|
|
"time": 165.33445620443672,
|
|
"param": [
|
|
{
|
|
"p": 0.06564117223024368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07290925830602646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07776513695716858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0543835274875164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07400902360677719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08333157002925873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08401767909526825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06996198743581772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06723247468471527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07778874784708023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05488678812980652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06622186303138733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07346153259277344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07838928699493408,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 190,
|
|
"train_loss": 3.7487528324127197,
|
|
"val_loss": 2.856360912322998,
|
|
"acc": 35.97,
|
|
"f1": [
|
|
0.6772485375404358,
|
|
0.4493390619754791,
|
|
0.31279608607292175,
|
|
0.21602784097194672,
|
|
0.1704544872045517,
|
|
0.2824857831001282,
|
|
0.36065563559532166,
|
|
0.3535352647304535,
|
|
0.3524228036403656,
|
|
0.5054942965507507,
|
|
0.11764698475599289,
|
|
0.29166659712791443,
|
|
0.39106133580207825,
|
|
0.2464454174041748,
|
|
0.25125616788864136,
|
|
0.2317880243062973,
|
|
0.35602086782455444,
|
|
0.5876287817955017,
|
|
0.3654821515083313,
|
|
0.29885047674179077,
|
|
0.5630251169204712,
|
|
0.5230767726898193,
|
|
0.36464083194732666,
|
|
0.5775399804115295,
|
|
0.6079294085502625,
|
|
0.2072538137435913,
|
|
0.18713442981243134,
|
|
0.2976189851760864,
|
|
0.38862547278404236,
|
|
0.3151514232158661,
|
|
0.4086019992828369,
|
|
0.30952370166778564,
|
|
0.31999990344047546,
|
|
0.3529410660266876,
|
|
0.2999999225139618,
|
|
0.11188805103302002,
|
|
0.3348836302757263,
|
|
0.14857135713100433,
|
|
0.2634729743003845,
|
|
0.4713374376296997,
|
|
0.34449753165245056,
|
|
0.5888887047767639,
|
|
0.2807016372680664,
|
|
0.34599146246910095,
|
|
0.17948712408542633,
|
|
0.20289847254753113,
|
|
0.2424241602420807,
|
|
0.47747737169265747,
|
|
0.5714284181594849,
|
|
0.4307691156864166,
|
|
0.19999992847442627,
|
|
0.27199992537498474,
|
|
0.5857739448547363,
|
|
0.5508472919464111,
|
|
0.49107134342193604,
|
|
0.13592226803302765,
|
|
0.520408034324646,
|
|
0.34523800015449524,
|
|
0.37209296226501465,
|
|
0.3370785713195801,
|
|
0.7064675688743591,
|
|
0.44444432854652405,
|
|
0.4324323236942291,
|
|
0.38281238079071045,
|
|
0.17674411833286285,
|
|
0.24083760380744934,
|
|
0.1694914698600769,
|
|
0.33492809534072876,
|
|
0.7058822512626648,
|
|
0.5643152594566345,
|
|
0.3463686406612396,
|
|
0.6168223023414612,
|
|
0.13836471736431122,
|
|
0.32584258913993835,
|
|
0.16774186491966248,
|
|
0.6113536357879639,
|
|
0.601625919342041,
|
|
0.17796602845191956,
|
|
0.27322396636009216,
|
|
0.23529404401779175,
|
|
0.13065321743488312,
|
|
0.31531521677970886,
|
|
0.629441499710083,
|
|
0.2972972095012665,
|
|
0.22727267444133759,
|
|
0.44067782163619995,
|
|
0.4179103374481201,
|
|
0.4088396728038788,
|
|
0.1481480747461319,
|
|
0.39130425453186035,
|
|
0.2965778410434723,
|
|
0.4717947542667389,
|
|
0.2099999338388443,
|
|
0.18497103452682495,
|
|
0.5753422975540161,
|
|
0.4230768084526062,
|
|
0.32558128237724304,
|
|
0.27737218141555786,
|
|
0.15178565680980682,
|
|
0.3999999165534973
|
|
],
|
|
"time": 163.46847983822227,
|
|
"param": [
|
|
{
|
|
"p": 0.06604001671075821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06467534601688385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07887507975101471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07128816097974777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062272585928440094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07839324325323105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05564446374773979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07316959649324417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07341168075799942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08007897436618805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07355087995529175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06810307502746582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07437533885240555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0801214873790741,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 191,
|
|
"train_loss": 3.7009494304656982,
|
|
"val_loss": 2.8691937923431396,
|
|
"acc": 36.49,
|
|
"f1": [
|
|
0.6538460850715637,
|
|
0.4365480840206146,
|
|
0.29875513911247253,
|
|
0.19905206561088562,
|
|
0.21111102402210236,
|
|
0.2574256360530853,
|
|
0.3121950626373291,
|
|
0.4041449725627899,
|
|
0.39560428261756897,
|
|
0.4271843731403351,
|
|
0.12738847732543945,
|
|
0.28699544072151184,
|
|
0.38502663373947144,
|
|
0.3050846457481384,
|
|
0.21333324909210205,
|
|
0.2710621953010559,
|
|
0.34920626878738403,
|
|
0.46096643805503845,
|
|
0.4174756109714508,
|
|
0.31390124559402466,
|
|
0.6418603658676147,
|
|
0.48756206035614014,
|
|
0.38541653752326965,
|
|
0.5670101642608643,
|
|
0.6018517017364502,
|
|
0.2485874742269516,
|
|
0.23595495522022247,
|
|
0.2368420511484146,
|
|
0.3892616331577301,
|
|
0.2904563546180725,
|
|
0.3794870972633362,
|
|
0.3579765260219574,
|
|
0.37179476022720337,
|
|
0.31147530674934387,
|
|
0.2909089922904968,
|
|
0.1282050609588623,
|
|
0.31249991059303284,
|
|
0.17073164880275726,
|
|
0.239520862698555,
|
|
0.487499862909317,
|
|
0.2877192199230194,
|
|
0.5989303588867188,
|
|
0.29245272278785706,
|
|
0.3649633824825287,
|
|
0.17801040410995483,
|
|
0.2165604531764984,
|
|
0.26415085792541504,
|
|
0.48401811718940735,
|
|
0.5327101349830627,
|
|
0.40358731150627136,
|
|
0.20645155012607574,
|
|
0.30630621314048767,
|
|
0.5972849726676941,
|
|
0.582914412021637,
|
|
0.5271965861320496,
|
|
0.09523802250623703,
|
|
0.4930231273174286,
|
|
0.34374991059303284,
|
|
0.35416656732559204,
|
|
0.3275861144065857,
|
|
0.666666567325592,
|
|
0.4974091649055481,
|
|
0.45320188999176025,
|
|
0.39655160903930664,
|
|
0.14285707473754883,
|
|
0.24675315618515015,
|
|
0.17964066565036774,
|
|
0.24999989569187164,
|
|
0.6872245073318481,
|
|
0.5236363410949707,
|
|
0.33802807331085205,
|
|
0.6126124858856201,
|
|
0.16999994218349457,
|
|
0.37121203541755676,
|
|
0.1748633086681366,
|
|
0.6126124858856201,
|
|
0.6497460603713989,
|
|
0.16993455588817596,
|
|
0.2048192024230957,
|
|
0.27999988198280334,
|
|
0.20909084379673004,
|
|
0.2959640622138977,
|
|
0.6532661318778992,
|
|
0.26666656136512756,
|
|
0.2653060257434845,
|
|
0.3557691276073456,
|
|
0.39130425453186035,
|
|
0.42290738224983215,
|
|
0.22660093009471893,
|
|
0.3356163799762726,
|
|
0.23853203654289246,
|
|
0.5123152136802673,
|
|
0.1868131160736084,
|
|
0.17948710918426514,
|
|
0.5566036701202393,
|
|
0.4266665279865265,
|
|
0.2999999225139618,
|
|
0.36180898547172546,
|
|
0.12658220529556274,
|
|
0.3999998867511749
|
|
],
|
|
"time": 165.53597643505782,
|
|
"param": [
|
|
{
|
|
"p": 0.07319449633359909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07198280096054077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06977756321430206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07503978163003922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06800444424152374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07020673900842667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08861269801855087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07088091224431992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0628756731748581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07384128123521805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07468953728675842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07102059572935104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061070602387189865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06880280375480652,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 192,
|
|
"train_loss": 3.9488892555236816,
|
|
"val_loss": 2.9357197284698486,
|
|
"acc": 36.78,
|
|
"f1": [
|
|
0.685082733631134,
|
|
0.4320986270904541,
|
|
0.28767114877700806,
|
|
0.16766461730003357,
|
|
0.21118006110191345,
|
|
0.238805890083313,
|
|
0.32558128237724304,
|
|
0.35955044627189636,
|
|
0.3846152722835541,
|
|
0.4819276034832001,
|
|
0.15189866721630096,
|
|
0.2769230008125305,
|
|
0.3714284896850586,
|
|
0.22797919809818268,
|
|
0.22377613186836243,
|
|
0.238805890083313,
|
|
0.34579432010650635,
|
|
0.5039998888969421,
|
|
0.35294109582901,
|
|
0.28455275297164917,
|
|
0.6451612114906311,
|
|
0.5094338655471802,
|
|
0.37558677792549133,
|
|
0.5899998545646667,
|
|
0.6521738171577454,
|
|
0.21319790184497833,
|
|
0.2786068916320801,
|
|
0.24999991059303284,
|
|
0.4670049846172333,
|
|
0.30999991297721863,
|
|
0.32369929552078247,
|
|
0.38862547278404236,
|
|
0.40740731358528137,
|
|
0.3308822214603424,
|
|
0.30388686060905457,
|
|
0.19469019770622253,
|
|
0.3318776488304138,
|
|
0.23430955410003662,
|
|
0.2181817591190338,
|
|
0.5762709975242615,
|
|
0.3286384046077728,
|
|
0.5345621109008789,
|
|
0.29702961444854736,
|
|
0.3923075795173645,
|
|
0.21390368044376373,
|
|
0.22891558706760406,
|
|
0.20858889818191528,
|
|
0.5040649175643921,
|
|
0.5070421695709229,
|
|
0.45161277055740356,
|
|
0.18749992549419403,
|
|
0.2569831311702728,
|
|
0.6160336136817932,
|
|
0.5249999165534973,
|
|
0.5446008443832397,
|
|
0.12087904661893845,
|
|
0.47058814764022827,
|
|
0.4307691156864166,
|
|
0.3696681261062622,
|
|
0.3736262619495392,
|
|
0.6999998688697815,
|
|
0.4855490028858185,
|
|
0.44311365485191345,
|
|
0.42682915925979614,
|
|
0.1062801256775856,
|
|
0.2682925760746002,
|
|
0.20134222507476807,
|
|
0.3060108423233032,
|
|
0.6610877513885498,
|
|
0.5185183882713318,
|
|
0.38461530208587646,
|
|
0.6513760089874268,
|
|
0.15819202363491058,
|
|
0.3980098366737366,
|
|
0.18421046435832977,
|
|
0.5921786427497864,
|
|
0.6702701449394226,
|
|
0.17977522313594818,
|
|
0.22321420907974243,
|
|
0.30864188075065613,
|
|
0.23030294477939606,
|
|
0.29875513911247253,
|
|
0.5963301062583923,
|
|
0.2695034444332123,
|
|
0.20833326876163483,
|
|
0.4056602716445923,
|
|
0.40170925855636597,
|
|
0.37768232822418213,
|
|
0.13245026767253876,
|
|
0.28323695063591003,
|
|
0.2621358335018158,
|
|
0.5161289572715759,
|
|
0.24210518598556519,
|
|
0.2105262726545334,
|
|
0.6113988757133484,
|
|
0.47899147868156433,
|
|
0.3087247312068939,
|
|
0.35978829860687256,
|
|
0.1279069036245346,
|
|
0.38502663373947144
|
|
],
|
|
"time": 164.5725543498993,
|
|
"param": [
|
|
{
|
|
"p": 0.07172046601772308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07944399863481522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06692516803741455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07786893844604492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07701943069696426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08369950205087662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06922496110200882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06536677479743958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07488945126533508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06845378875732422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06376245617866516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06137051805853844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06946864724159241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07078596949577332,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 193,
|
|
"train_loss": 3.754997491836548,
|
|
"val_loss": 2.738164186477661,
|
|
"acc": 36.49,
|
|
"f1": [
|
|
0.6700506210327148,
|
|
0.42477864027023315,
|
|
0.2824857831001282,
|
|
0.2436547577381134,
|
|
0.2099999338388443,
|
|
0.256410151720047,
|
|
0.3157894015312195,
|
|
0.39325833320617676,
|
|
0.31249991059303284,
|
|
0.4886362552642822,
|
|
0.1307188868522644,
|
|
0.28712859749794006,
|
|
0.34523800015449524,
|
|
0.21874991059303284,
|
|
0.20224712789058685,
|
|
0.21951211988925934,
|
|
0.3764704465866089,
|
|
0.5391303300857544,
|
|
0.3756905198097229,
|
|
0.2816900908946991,
|
|
0.6310677528381348,
|
|
0.49327346682548523,
|
|
0.390243798494339,
|
|
0.5463916063308716,
|
|
0.6220094561576843,
|
|
0.26027390360832214,
|
|
0.228571355342865,
|
|
0.2175437957048416,
|
|
0.4021162986755371,
|
|
0.3171805441379547,
|
|
0.3980098366737366,
|
|
0.329317182302475,
|
|
0.3904760777950287,
|
|
0.3425924777984619,
|
|
0.3363635540008545,
|
|
0.11594197899103165,
|
|
0.33928561210632324,
|
|
0.20765019953250885,
|
|
0.23376618325710297,
|
|
0.5287355184555054,
|
|
0.30769219994544983,
|
|
0.5899998545646667,
|
|
0.32335323095321655,
|
|
0.38181808590888977,
|
|
0.20765019953250885,
|
|
0.23030294477939606,
|
|
0.19767434895038605,
|
|
0.4827585518360138,
|
|
0.5499998927116394,
|
|
0.3775508999824524,
|
|
0.21495321393013,
|
|
0.28571420907974243,
|
|
0.5936071872711182,
|
|
0.5252523422241211,
|
|
0.5094338655471802,
|
|
0.09691624343395233,
|
|
0.48132768273353577,
|
|
0.40251561999320984,
|
|
0.3714284896850586,
|
|
0.3736262619495392,
|
|
0.6849313974380493,
|
|
0.5029938817024231,
|
|
0.45714274048805237,
|
|
0.4293783903121948,
|
|
0.1612902730703354,
|
|
0.26804113388061523,
|
|
0.17610056698322296,
|
|
0.27472516894340515,
|
|
0.621513843536377,
|
|
0.5491801500320435,
|
|
0.4705881178379059,
|
|
0.6267279982566833,
|
|
0.17142851650714874,
|
|
0.3301886022090912,
|
|
0.19999992847442627,
|
|
0.5974025130271912,
|
|
0.6454544067382812,
|
|
0.1648350954055786,
|
|
0.2525251507759094,
|
|
0.2840908169746399,
|
|
0.19251330196857452,
|
|
0.3018867075443268,
|
|
0.6161136031150818,
|
|
0.28758159279823303,
|
|
0.23255807161331177,
|
|
0.39062491059303284,
|
|
0.3980098366737366,
|
|
0.38144323229789734,
|
|
0.1410255879163742,
|
|
0.3456788957118988,
|
|
0.3013697862625122,
|
|
0.4951455295085907,
|
|
0.18579228222370148,
|
|
0.20779214799404144,
|
|
0.5612244009971619,
|
|
0.42231065034866333,
|
|
0.2634729743003845,
|
|
0.3247862458229065,
|
|
0.12631572782993317,
|
|
0.4402514398097992
|
|
],
|
|
"time": 164.00932639651,
|
|
"param": [
|
|
{
|
|
"p": 0.06550177931785583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06941339373588562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0630657821893692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07007350772619247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057104259729385376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07419497519731522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07985826581716537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08069658279418945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06618379056453705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07017002254724503,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0670856460928917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07634835690259933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07460828870534897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08569526672363281,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 194,
|
|
"train_loss": 4.065074443817139,
|
|
"val_loss": 2.820417642593384,
|
|
"acc": 36.35,
|
|
"f1": [
|
|
0.6966290473937988,
|
|
0.43601882457733154,
|
|
0.2934781610965729,
|
|
0.212290421128273,
|
|
0.2176869958639145,
|
|
0.26086944341659546,
|
|
0.32214754819869995,
|
|
0.4195120930671692,
|
|
0.3603602349758148,
|
|
0.4836600124835968,
|
|
0.1868131160736084,
|
|
0.26315778493881226,
|
|
0.41573023796081543,
|
|
0.18811874091625214,
|
|
0.2758619785308838,
|
|
0.2659573554992676,
|
|
0.32558128237724304,
|
|
0.5339804887771606,
|
|
0.3827749788761139,
|
|
0.2843601107597351,
|
|
0.5855854153633118,
|
|
0.5258963108062744,
|
|
0.3425924777984619,
|
|
0.5443785786628723,
|
|
0.623255729675293,
|
|
0.25730982422828674,
|
|
0.2843136191368103,
|
|
0.2653060257434845,
|
|
0.46242761611938477,
|
|
0.35064926743507385,
|
|
0.4036695957183838,
|
|
0.3841806650161743,
|
|
0.40251561999320984,
|
|
0.3206750154495239,
|
|
0.39215680956840515,
|
|
0.12222215533256531,
|
|
0.31932762265205383,
|
|
0.21862342953681946,
|
|
0.23280414938926697,
|
|
0.4927534759044647,
|
|
0.3315507173538208,
|
|
0.5645932555198669,
|
|
0.2622949779033661,
|
|
0.31999990344047546,
|
|
0.19905206561088562,
|
|
0.2193547636270523,
|
|
0.239999920129776,
|
|
0.4701194167137146,
|
|
0.4736841320991516,
|
|
0.3878786563873291,
|
|
0.19540224969387054,
|
|
0.3203882575035095,
|
|
0.5333333015441895,
|
|
0.5595853924751282,
|
|
0.5561496019363403,
|
|
0.1379309743642807,
|
|
0.4674328565597534,
|
|
0.3670884966850281,
|
|
0.3418802320957184,
|
|
0.2783504128456116,
|
|
0.7128711342811584,
|
|
0.5199998617172241,
|
|
0.4509802758693695,
|
|
0.4145076870918274,
|
|
0.14912275969982147,
|
|
0.24999991059303284,
|
|
0.14285707473754883,
|
|
0.29714274406433105,
|
|
0.7024388909339905,
|
|
0.568720281124115,
|
|
0.41148313879966736,
|
|
0.6255505681037903,
|
|
0.14193542301654816,
|
|
0.35483863949775696,
|
|
0.1333332657814026,
|
|
0.6387433409690857,
|
|
0.6399998664855957,
|
|
0.179775208234787,
|
|
0.24175815284252167,
|
|
0.28723397850990295,
|
|
0.16161610186100006,
|
|
0.2611463963985443,
|
|
0.6173911690711975,
|
|
0.30857133865356445,
|
|
0.2727271318435669,
|
|
0.3265305161476135,
|
|
0.40404030680656433,
|
|
0.35051536560058594,
|
|
0.20080316066741943,
|
|
0.3114185929298401,
|
|
0.2736155688762665,
|
|
0.5505616068840027,
|
|
0.20792071521282196,
|
|
0.16883111000061035,
|
|
0.5895952582359314,
|
|
0.43523305654525757,
|
|
0.28571420907974243,
|
|
0.3186812400817871,
|
|
0.13749992847442627,
|
|
0.3953487277030945
|
|
],
|
|
"time": 163.999236414209,
|
|
"param": [
|
|
{
|
|
"p": 0.07747063040733337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06780941039323807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0729421079158783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07766888290643692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.067474864423275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07283765822649002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0672239363193512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07176646590232849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07499130815267563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06698854267597198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06224869564175606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0690988227725029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07359790802001953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07788073271512985,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 195,
|
|
"train_loss": 3.7234487533569336,
|
|
"val_loss": 2.756848096847534,
|
|
"acc": 36.09,
|
|
"f1": [
|
|
0.6947367191314697,
|
|
0.423912912607193,
|
|
0.3406592309474945,
|
|
0.17142851650714874,
|
|
0.1194029375910759,
|
|
0.2659573554992676,
|
|
0.31531521677970886,
|
|
0.3706895411014557,
|
|
0.3372548520565033,
|
|
0.43902426958084106,
|
|
0.12499993294477463,
|
|
0.2345678210258484,
|
|
0.3053433895111084,
|
|
0.21794864535331726,
|
|
0.2949307858943939,
|
|
0.22471901774406433,
|
|
0.30172407627105713,
|
|
0.5116277933120728,
|
|
0.3957218527793884,
|
|
0.27667975425720215,
|
|
0.645502507686615,
|
|
0.45414838194847107,
|
|
0.3587442934513092,
|
|
0.5846152901649475,
|
|
0.6515835523605347,
|
|
0.21582727134227753,
|
|
0.23364479839801788,
|
|
0.2436547577381134,
|
|
0.40490788221359253,
|
|
0.36046499013900757,
|
|
0.3979056477546692,
|
|
0.31999990344047546,
|
|
0.32124343514442444,
|
|
0.3260868787765503,
|
|
0.33333322405815125,
|
|
0.1729728877544403,
|
|
0.3167419731616974,
|
|
0.25547438859939575,
|
|
0.21556879580020905,
|
|
0.48809507489204407,
|
|
0.33789944648742676,
|
|
0.5999999046325684,
|
|
0.24271836876869202,
|
|
0.3348415493965149,
|
|
0.17910441756248474,
|
|
0.2444443702697754,
|
|
0.21428564190864563,
|
|
0.5333332419395447,
|
|
0.4881889224052429,
|
|
0.41935470700263977,
|
|
0.23469379544258118,
|
|
0.33333322405815125,
|
|
0.5945944786071777,
|
|
0.5279186367988586,
|
|
0.48913031816482544,
|
|
0.16058386862277985,
|
|
0.5320196151733398,
|
|
0.3999999463558197,
|
|
0.3428570628166199,
|
|
0.364531934261322,
|
|
0.7263157367706299,
|
|
0.47210294008255005,
|
|
0.4195120930671692,
|
|
0.3827749788761139,
|
|
0.1081080436706543,
|
|
0.24691349267959595,
|
|
0.1900825798511505,
|
|
0.3211008310317993,
|
|
0.6637929677963257,
|
|
0.4905659258365631,
|
|
0.42231065034866333,
|
|
0.5961536765098572,
|
|
0.12499994784593582,
|
|
0.33333325386047363,
|
|
0.21874994039535522,
|
|
0.6139533519744873,
|
|
0.6320753693580627,
|
|
0.14432983100414276,
|
|
0.24489790201187134,
|
|
0.30107519030570984,
|
|
0.1754385381937027,
|
|
0.26666656136512756,
|
|
0.6601940989494324,
|
|
0.32804223895072937,
|
|
0.24637670814990997,
|
|
0.41441428661346436,
|
|
0.41441428661346436,
|
|
0.3711339235305786,
|
|
0.21459220349788666,
|
|
0.31615114212036133,
|
|
0.2617800235748291,
|
|
0.4629628360271454,
|
|
0.1764705330133438,
|
|
0.1503758728504181,
|
|
0.5583755373954773,
|
|
0.4476189613342285,
|
|
0.30232545733451843,
|
|
0.3320462703704834,
|
|
0.1061946302652359,
|
|
0.35443025827407837
|
|
],
|
|
"time": 165.95666902139783,
|
|
"param": [
|
|
{
|
|
"p": 0.06972759962081909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06636160612106323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08607161045074463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07370085269212723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05508378520607948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07552699744701385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07560332119464874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.078371562063694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07108324021100998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0608801506459713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131574302911758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05999160557985306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07984047383069992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07644154131412506,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 196,
|
|
"train_loss": 3.9493367671966553,
|
|
"val_loss": 2.9065306186676025,
|
|
"acc": 35.67,
|
|
"f1": [
|
|
0.6734693050384521,
|
|
0.41176459193229675,
|
|
0.3084576427936554,
|
|
0.16438350081443787,
|
|
0.1899440735578537,
|
|
0.25112098455429077,
|
|
0.324607253074646,
|
|
0.3708608150482178,
|
|
0.37614670395851135,
|
|
0.4214874804019928,
|
|
0.11842100322246552,
|
|
0.23684203624725342,
|
|
0.3386242389678955,
|
|
0.26804113388061523,
|
|
0.2264150232076645,
|
|
0.22413785755634308,
|
|
0.3654821515083313,
|
|
0.48430484533309937,
|
|
0.34554967284202576,
|
|
0.2693876624107361,
|
|
0.6473428606987,
|
|
0.45925915241241455,
|
|
0.3314915895462036,
|
|
0.5361700654029846,
|
|
0.6249998807907104,
|
|
0.1799999475479126,
|
|
0.2677823603153229,
|
|
0.2371133416891098,
|
|
0.4659089744091034,
|
|
0.34042540192604065,
|
|
0.3666665554046631,
|
|
0.3409090042114258,
|
|
0.3657141625881195,
|
|
0.2797201871871948,
|
|
0.35294109582901,
|
|
0.12182734906673431,
|
|
0.3166666030883789,
|
|
0.14201176166534424,
|
|
0.19620247185230255,
|
|
0.5561496019363403,
|
|
0.37158459424972534,
|
|
0.5179281830787659,
|
|
0.2883720099925995,
|
|
0.3456788659095764,
|
|
0.154545396566391,
|
|
0.20588228106498718,
|
|
0.22459883987903595,
|
|
0.49999988079071045,
|
|
0.5588234066963196,
|
|
0.4102562963962555,
|
|
0.18784524500370026,
|
|
0.294820636510849,
|
|
0.5887445211410522,
|
|
0.5263156890869141,
|
|
0.5312498211860657,
|
|
0.11111105233430862,
|
|
0.5248867273330688,
|
|
0.3809523284435272,
|
|
0.3469386696815491,
|
|
0.2829267382621765,
|
|
0.6695650219917297,
|
|
0.5058822631835938,
|
|
0.3853210210800171,
|
|
0.3999998867511749,
|
|
0.10588229447603226,
|
|
0.2659573554992676,
|
|
0.21524657309055328,
|
|
0.28571417927742004,
|
|
0.696517288684845,
|
|
0.5934064984321594,
|
|
0.3636362552642822,
|
|
0.6320753693580627,
|
|
0.12121205776929855,
|
|
0.3826086223125458,
|
|
0.19811314344406128,
|
|
0.6415093541145325,
|
|
0.6489360928535461,
|
|
0.1546391248703003,
|
|
0.22988496720790863,
|
|
0.2716048061847687,
|
|
0.17204295098781586,
|
|
0.3068782389163971,
|
|
0.6497460603713989,
|
|
0.2887699604034424,
|
|
0.2716048061847687,
|
|
0.37426888942718506,
|
|
0.4387753903865814,
|
|
0.4111110270023346,
|
|
0.16363631188869476,
|
|
0.2948717474937439,
|
|
0.26804113388061523,
|
|
0.47963786125183105,
|
|
0.16580304503440857,
|
|
0.24083760380744934,
|
|
0.5419846177101135,
|
|
0.42857128381729126,
|
|
0.2888887822628021,
|
|
0.3220972716808319,
|
|
0.1459226906299591,
|
|
0.3950616121292114
|
|
],
|
|
"time": 161.37095011863858,
|
|
"param": [
|
|
{
|
|
"p": 0.07148073613643646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06576955318450928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07888919860124588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07439081370830536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06276823580265045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08023630082607269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06370077282190323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06438067555427551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05996309965848923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07597572356462479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07033874094486237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06567376852035522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0826115533709526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0838208720088005,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 197,
|
|
"train_loss": 3.3768131732940674,
|
|
"val_loss": 2.723072052001953,
|
|
"acc": 35.95,
|
|
"f1": [
|
|
0.6380951404571533,
|
|
0.4120170772075653,
|
|
0.2873562276363373,
|
|
0.1619046926498413,
|
|
0.19999992847442627,
|
|
0.251308798789978,
|
|
0.30150744318962097,
|
|
0.41840997338294983,
|
|
0.31297701597213745,
|
|
0.4313724637031555,
|
|
0.119999960064888,
|
|
0.1854303926229477,
|
|
0.32183900475502014,
|
|
0.2553190290927887,
|
|
0.2561575770378113,
|
|
0.2099446803331375,
|
|
0.3386242389678955,
|
|
0.5217389464378357,
|
|
0.3260868787765503,
|
|
0.29249006509780884,
|
|
0.6267279982566833,
|
|
0.4183005690574646,
|
|
0.34862375259399414,
|
|
0.517857015132904,
|
|
0.5888887047767639,
|
|
0.2514968812465668,
|
|
0.26415085792541504,
|
|
0.22619038820266724,
|
|
0.44642844796180725,
|
|
0.362499862909317,
|
|
0.3504272401332855,
|
|
0.36293426156044006,
|
|
0.3627450466156006,
|
|
0.33918121457099915,
|
|
0.37962955236434937,
|
|
0.07142851501703262,
|
|
0.35185176134109497,
|
|
0.23076917231082916,
|
|
0.25352105498313904,
|
|
0.47398826479911804,
|
|
0.3723403513431549,
|
|
0.5638296604156494,
|
|
0.3170730471611023,
|
|
0.36431220173835754,
|
|
0.11347512155771255,
|
|
0.23696675896644592,
|
|
0.24358965456485748,
|
|
0.5059288144111633,
|
|
0.5862067937850952,
|
|
0.4787232577800751,
|
|
0.20547938346862793,
|
|
0.2702701687812805,
|
|
0.5952380299568176,
|
|
0.5312498211860657,
|
|
0.5242717266082764,
|
|
0.11299428343772888,
|
|
0.49999988079071045,
|
|
0.3057323694229126,
|
|
0.32804223895072937,
|
|
0.28571420907974243,
|
|
0.6818180680274963,
|
|
0.419580340385437,
|
|
0.3878786563873291,
|
|
0.40609124302864075,
|
|
0.0946744978427887,
|
|
0.21118006110191345,
|
|
0.22594137489795685,
|
|
0.314606636762619,
|
|
0.6818180680274963,
|
|
0.5833332538604736,
|
|
0.452830046415329,
|
|
0.6278025507926941,
|
|
0.11518317461013794,
|
|
0.33333325386047363,
|
|
0.18064509332180023,
|
|
0.6071427464485168,
|
|
0.600822925567627,
|
|
0.14285707473754883,
|
|
0.2444443702697754,
|
|
0.3026314675807953,
|
|
0.19463081657886505,
|
|
0.3097344636917114,
|
|
0.6058090329170227,
|
|
0.34999990463256836,
|
|
0.22702695429325104,
|
|
0.37499991059303284,
|
|
0.38135582208633423,
|
|
0.378109335899353,
|
|
0.1789472997188568,
|
|
0.3274335563182831,
|
|
0.26315781474113464,
|
|
0.5561496019363403,
|
|
0.20487797260284424,
|
|
0.18478251993656158,
|
|
0.5575219988822937,
|
|
0.4476189613342285,
|
|
0.29906532168388367,
|
|
0.3096773326396942,
|
|
0.14234870672225952,
|
|
0.3892616331577301
|
|
],
|
|
"time": 164.4591443799436,
|
|
"param": [
|
|
{
|
|
"p": 0.07266038656234741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08261579275131226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06844564527273178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0721110999584198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06617257744073868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08564028143882751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06643832474946976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06342775374650955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07123754173517227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07420238107442856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07360108941793442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07010272890329361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06315813958644867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07018623501062393,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 198,
|
|
"train_loss": 3.5371952056884766,
|
|
"val_loss": 2.819502830505371,
|
|
"acc": 36.41,
|
|
"f1": [
|
|
0.696517288684845,
|
|
0.4159998893737793,
|
|
0.3037974238395691,
|
|
0.24390234053134918,
|
|
0.15748025476932526,
|
|
0.27551010251045227,
|
|
0.3924049437046051,
|
|
0.37158459424972534,
|
|
0.41379299759864807,
|
|
0.44444429874420166,
|
|
0.17105256021022797,
|
|
0.23129244148731232,
|
|
0.3557691276073456,
|
|
0.2741115987300873,
|
|
0.24719089269638062,
|
|
0.22018341720104218,
|
|
0.33962252736091614,
|
|
0.5302324295043945,
|
|
0.3999998867511749,
|
|
0.28571420907974243,
|
|
0.5619833469390869,
|
|
0.4753361940383911,
|
|
0.3707316219806671,
|
|
0.5799998641014099,
|
|
0.6194689869880676,
|
|
0.26244333386421204,
|
|
0.2790696918964386,
|
|
0.19004517793655396,
|
|
0.45544540882110596,
|
|
0.31372541189193726,
|
|
0.36363622546195984,
|
|
0.33333322405815125,
|
|
0.3318384885787964,
|
|
0.32352936267852783,
|
|
0.34482747316360474,
|
|
0.12865489721298218,
|
|
0.3171805441379547,
|
|
0.19277101755142212,
|
|
0.26666656136512756,
|
|
0.47747737169265747,
|
|
0.37349388003349304,
|
|
0.5684208869934082,
|
|
0.27102795243263245,
|
|
0.3559320867061615,
|
|
0.20209051668643951,
|
|
0.23463678359985352,
|
|
0.2244897186756134,
|
|
0.5125626921653748,
|
|
0.5858584046363831,
|
|
0.39999985694885254,
|
|
0.21319790184497833,
|
|
0.3248729705810547,
|
|
0.6255505681037903,
|
|
0.559321939945221,
|
|
0.5244443416595459,
|
|
0.10370365530252457,
|
|
0.5053762197494507,
|
|
0.3974357545375824,
|
|
0.35294109582901,
|
|
0.2749998867511749,
|
|
0.6952379941940308,
|
|
0.5208331942558289,
|
|
0.446808397769928,
|
|
0.43749985098838806,
|
|
0.10738249123096466,
|
|
0.22330091893672943,
|
|
0.22131142020225525,
|
|
0.31325289607048035,
|
|
0.696517288684845,
|
|
0.5638296604156494,
|
|
0.4042551815509796,
|
|
0.6180256605148315,
|
|
0.14193542301654816,
|
|
0.33913031220436096,
|
|
0.15384609997272491,
|
|
0.6315788626670837,
|
|
0.6019416451454163,
|
|
0.18018010258674622,
|
|
0.22549012303352356,
|
|
0.2967032194137573,
|
|
0.12807877361774445,
|
|
0.2888887822628021,
|
|
0.7076921463012695,
|
|
0.321428507566452,
|
|
0.2597401440143585,
|
|
0.37914684414863586,
|
|
0.4315788447856903,
|
|
0.4042551815509796,
|
|
0.13095231354236603,
|
|
0.35443025827407837,
|
|
0.30331745743751526,
|
|
0.46788978576660156,
|
|
0.09248548746109009,
|
|
0.20689646899700165,
|
|
0.4768211841583252,
|
|
0.3999998867511749,
|
|
0.3090128004550934,
|
|
0.2948717176914215,
|
|
0.13173647224903107,
|
|
0.3981480300426483
|
|
],
|
|
"time": 164.7568706413731,
|
|
"param": [
|
|
{
|
|
"p": 0.05939728766679764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0691988468170166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0663057193160057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08299247920513153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06727896630764008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07361108064651489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07359271496534348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07882213592529297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06957586854696274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07111219316720963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0725698322057724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07295802235603333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07214652001857758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07043839991092682,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 199,
|
|
"train_loss": 3.7451419830322266,
|
|
"val_loss": 2.8071630001068115,
|
|
"acc": 36.08,
|
|
"f1": [
|
|
0.639269232749939,
|
|
0.3716813027858734,
|
|
0.30366483330726624,
|
|
0.18811874091625214,
|
|
0.16666659712791443,
|
|
0.2613064646720886,
|
|
0.3820223808288574,
|
|
0.3568074107170105,
|
|
0.35820886492729187,
|
|
0.4640882611274719,
|
|
0.11320748925209045,
|
|
0.2514968812465668,
|
|
0.2580644190311432,
|
|
0.2758619785308838,
|
|
0.18461529910564423,
|
|
0.22807011008262634,
|
|
0.3428570628166199,
|
|
0.5240174531936646,
|
|
0.36815908551216125,
|
|
0.29107969999313354,
|
|
0.6349205374717712,
|
|
0.4684683382511139,
|
|
0.3666665554046631,
|
|
0.5756096839904785,
|
|
0.5826770663261414,
|
|
0.23580780625343323,
|
|
0.2702701687812805,
|
|
0.2613064646720886,
|
|
0.4380951225757599,
|
|
0.31050220131874084,
|
|
0.32330816984176636,
|
|
0.3453814387321472,
|
|
0.3977271616458893,
|
|
0.28048771619796753,
|
|
0.3299999237060547,
|
|
0.16438350081443787,
|
|
0.3240739703178406,
|
|
0.23489925265312195,
|
|
0.26341456174850464,
|
|
0.49999988079071045,
|
|
0.37864065170288086,
|
|
0.5607475638389587,
|
|
0.2812499403953552,
|
|
0.3478260338306427,
|
|
0.19318175315856934,
|
|
0.20134222507476807,
|
|
0.20731700956821442,
|
|
0.48214277625083923,
|
|
0.5242717266082764,
|
|
0.39130425453186035,
|
|
0.2264150083065033,
|
|
0.2959182858467102,
|
|
0.577777624130249,
|
|
0.5263157486915588,
|
|
0.5319147706031799,
|
|
0.10695181041955948,
|
|
0.5208331942558289,
|
|
0.38541653752326965,
|
|
0.37305691838264465,
|
|
0.28426387906074524,
|
|
0.6607141494750977,
|
|
0.4545453190803528,
|
|
0.4307691156864166,
|
|
0.38775497674942017,
|
|
0.12949636578559875,
|
|
0.2473117560148239,
|
|
0.1307188868522644,
|
|
0.2829267382621765,
|
|
0.6499997973442078,
|
|
0.6082947254180908,
|
|
0.3984673321247101,
|
|
0.6607141494750977,
|
|
0.16748763620853424,
|
|
0.3147207200527191,
|
|
0.14723920822143555,
|
|
0.5933012366294861,
|
|
0.6486485004425049,
|
|
0.18300646543502808,
|
|
0.25906726717948914,
|
|
0.306122362613678,
|
|
0.18181809782981873,
|
|
0.31155768036842346,
|
|
0.6451612114906311,
|
|
0.3076922297477722,
|
|
0.24999988079071045,
|
|
0.39520949125289917,
|
|
0.37130793929100037,
|
|
0.3853210210800171,
|
|
0.14371250569820404,
|
|
0.33210325241088867,
|
|
0.28571420907974243,
|
|
0.45238083600997925,
|
|
0.13145533204078674,
|
|
0.2105262726545334,
|
|
0.5478259921073914,
|
|
0.44198882579803467,
|
|
0.3363635540008545,
|
|
0.31746023893356323,
|
|
0.12154688686132431,
|
|
0.3793102502822876
|
|
],
|
|
"time": 159.76420715078712,
|
|
"param": [
|
|
{
|
|
"p": 0.08344282954931259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07581835240125656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060231421142816544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06843762844800949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06173362210392952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07411422580480576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08599010854959488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07063779979944229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06673463433980942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06399740278720856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07886242121458054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06752462685108185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06130261719226837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08117242157459259,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 200,
|
|
"train_loss": 3.5018773078918457,
|
|
"val_loss": 2.850468873977661,
|
|
"acc": 35.62,
|
|
"f1": [
|
|
0.7111109495162964,
|
|
0.4174756109714508,
|
|
0.30057793855667114,
|
|
0.18072283267974854,
|
|
0.18181811273097992,
|
|
0.26728102564811707,
|
|
0.3043477237224579,
|
|
0.3678159713745117,
|
|
0.3559320867061615,
|
|
0.436893105506897,
|
|
0.13157887756824493,
|
|
0.2617800235748291,
|
|
0.34343424439430237,
|
|
0.24675315618515015,
|
|
0.2236841470003128,
|
|
0.225680872797966,
|
|
0.36842095851898193,
|
|
0.47524741291999817,
|
|
0.35675665736198425,
|
|
0.2786068916320801,
|
|
0.6432158946990967,
|
|
0.5128204226493835,
|
|
0.358024537563324,
|
|
0.5683058500289917,
|
|
0.6197181344032288,
|
|
0.2095237374305725,
|
|
0.28310492634773254,
|
|
0.2200646698474884,
|
|
0.3980098366737366,
|
|
0.3232322335243225,
|
|
0.3703702688217163,
|
|
0.36809808015823364,
|
|
0.31999990344047546,
|
|
0.32142847776412964,
|
|
0.37499991059303284,
|
|
0.15957440435886383,
|
|
0.3627450466156006,
|
|
0.20547939836978912,
|
|
0.2566370666027069,
|
|
0.466666579246521,
|
|
0.28571417927742004,
|
|
0.6010927557945251,
|
|
0.26388877630233765,
|
|
0.4095236659049988,
|
|
0.19318175315856934,
|
|
0.18978095054626465,
|
|
0.23387089371681213,
|
|
0.49999988079071045,
|
|
0.43685999512672424,
|
|
0.4120602011680603,
|
|
0.17049174010753632,
|
|
0.27530357241630554,
|
|
0.6036034822463989,
|
|
0.5849055051803589,
|
|
0.48275846242904663,
|
|
0.11764698475599289,
|
|
0.5319147706031799,
|
|
0.3542855978012085,
|
|
0.3202613890171051,
|
|
0.37696322798728943,
|
|
0.7087377309799194,
|
|
0.5056177973747253,
|
|
0.44230756163597107,
|
|
0.4024389386177063,
|
|
0.1445782482624054,
|
|
0.22099439799785614,
|
|
0.2095237374305725,
|
|
0.2934781610965729,
|
|
0.7537687420845032,
|
|
0.5040649175643921,
|
|
0.3493974804878235,
|
|
0.613065242767334,
|
|
0.1657457947731018,
|
|
0.3568074107170105,
|
|
0.14723920822143555,
|
|
0.562211811542511,
|
|
0.6600984334945679,
|
|
0.13043473660945892,
|
|
0.2488037496805191,
|
|
0.31428563594818115,
|
|
0.18867918848991394,
|
|
0.2962961792945862,
|
|
0.613756537437439,
|
|
0.35359105467796326,
|
|
0.24580998718738556,
|
|
0.3265305161476135,
|
|
0.39252325892448425,
|
|
0.3999998867511749,
|
|
0.19475649297237396,
|
|
0.32885897159576416,
|
|
0.2832617461681366,
|
|
0.4946235418319702,
|
|
0.1747572273015976,
|
|
0.23280414938926697,
|
|
0.579710066318512,
|
|
0.43298953771591187,
|
|
0.3208555281162262,
|
|
0.33532923460006714,
|
|
0.17721512913703918,
|
|
0.34615373611450195
|
|
],
|
|
"time": 160.1400509243831,
|
|
"param": [
|
|
{
|
|
"p": 0.07441098988056183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06600583344697952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08071976900100708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08296345174312592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07267756760120392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07620016485452652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06254879385232925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07007529586553574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0685282051563263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0716131329536438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07049292325973511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06712135672569275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06481937319040298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07182315737009048,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |