mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 20:20:46 +02:00
4033 lines
No EOL
81 KiB
JSON
4033 lines
No EOL
81 KiB
JSON
{
|
|
"Accuracy": 87.13,
|
|
"Time": [
|
|
29.04000142300036,
|
|
1.1766963903809982,
|
|
6575.299068728462
|
|
],
|
|
"Optimizer": {
|
|
"Meta": {
|
|
"optim": "Adam",
|
|
"lr": 0.01
|
|
},
|
|
"Inner": {
|
|
"optim": "SGD",
|
|
"lr": 0.1,
|
|
"momentum": 0.9,
|
|
"decay": 0.0005,
|
|
"nesterov": true,
|
|
"scheduler": "cosine"
|
|
}
|
|
},
|
|
"Device": "TITAN Xp",
|
|
"Memory": [
|
|
0.0,
|
|
0.0
|
|
],
|
|
"Rand_Aug": {
|
|
"N": 2,
|
|
"M": 1
|
|
},
|
|
"Log": [
|
|
{
|
|
"epoch": 0,
|
|
"train_loss": 2.2949440479278564,
|
|
"val_loss": 2.3024165630340576,
|
|
"acc": 9.99,
|
|
"f1": [
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.1816858947277069,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0
|
|
],
|
|
"time": 35.13609787076712,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.521183967590332,
|
|
"val_loss": 2.3032026290893555,
|
|
"acc": 9.99,
|
|
"f1": [
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.18165287375450134,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0
|
|
],
|
|
"time": 24.276535293087363,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 2.312410593032837,
|
|
"val_loss": 2.294525146484375,
|
|
"acc": 10.28,
|
|
"f1": [
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.10542794317007065,
|
|
0.0,
|
|
0.0,
|
|
0.2024964988231659,
|
|
0.0,
|
|
0.03568528592586517,
|
|
0.0019920310005545616
|
|
],
|
|
"time": 24.067024466581643,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 2.6918447017669678,
|
|
"val_loss": 2.2397348880767822,
|
|
"acc": 14.28,
|
|
"f1": [
|
|
0.0,
|
|
0.0,
|
|
0.09748582541942596,
|
|
0.0,
|
|
0.24356085062026978,
|
|
0.003857273142784834,
|
|
0.10752682387828827,
|
|
0.0946744978427887,
|
|
0.01128879189491272,
|
|
0.23484715819358826
|
|
],
|
|
"time": 22.790808136574924,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 2.3051652908325195,
|
|
"val_loss": 2.1636431217193604,
|
|
"acc": 16.45,
|
|
"f1": [
|
|
0.3525198698043823,
|
|
0.06840384751558304,
|
|
0.0,
|
|
0.0,
|
|
0.23921963572502136,
|
|
0.14054548740386963,
|
|
0.06731618195772171,
|
|
0.14285707473754883,
|
|
0.17679822444915771,
|
|
0.0
|
|
],
|
|
"time": 23.81374473683536,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 2.274218797683716,
|
|
"val_loss": 2.0779640674591064,
|
|
"acc": 21.23,
|
|
"f1": [
|
|
0.35987672209739685,
|
|
0.0,
|
|
0.0,
|
|
0.14837516844272614,
|
|
0.017408113926649094,
|
|
0.21244628727436066,
|
|
0.3532257676124573,
|
|
0.0,
|
|
0.2546023428440094,
|
|
0.20421822369098663
|
|
],
|
|
"time": 25.183114738203585,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 2.257619857788086,
|
|
"val_loss": 2.0668060779571533,
|
|
"acc": 20.5,
|
|
"f1": [
|
|
0.36384567618370056,
|
|
0.0,
|
|
0.0,
|
|
0.14430658519268036,
|
|
0.3072578012943268,
|
|
0.23405565321445465,
|
|
0.05856252461671829,
|
|
0.001998001476749778,
|
|
0.001986095681786537,
|
|
0.23425951600074768
|
|
],
|
|
"time": 26.118201667442918,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 2.0426862239837646,
|
|
"val_loss": 2.0219290256500244,
|
|
"acc": 22.17,
|
|
"f1": [
|
|
0.0,
|
|
0.08355087786912918,
|
|
0.0,
|
|
0.0,
|
|
0.0039840624667704105,
|
|
0.23984040319919586,
|
|
0.3688594698905945,
|
|
0.0,
|
|
0.38617536425590515,
|
|
0.25797396898269653
|
|
],
|
|
"time": 27.960235856473446,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 2.1117360591888428,
|
|
"val_loss": 1.9191752672195435,
|
|
"acc": 27.57,
|
|
"f1": [
|
|
0.35786426067352295,
|
|
0.40328535437583923,
|
|
0.028495077043771744,
|
|
0.030685897916555405,
|
|
0.0019960072822868824,
|
|
0.24274006485939026,
|
|
0.3536725342273712,
|
|
0.28009524941444397,
|
|
0.3143312931060791,
|
|
0.2828039824962616
|
|
],
|
|
"time": 27.829235426150262,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.9937461614608765,
|
|
"val_loss": 1.9404261112213135,
|
|
"acc": 30.42,
|
|
"f1": [
|
|
0.4297081232070923,
|
|
0.4027537703514099,
|
|
0.07389552891254425,
|
|
0.015252609737217426,
|
|
0.21629206836223602,
|
|
0.21012042462825775,
|
|
0.3744346797466278,
|
|
0.3589573800563812,
|
|
0.1129847839474678,
|
|
0.40680912137031555
|
|
],
|
|
"time": 27.859469149261713,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.9521377086639404,
|
|
"val_loss": 1.8975110054016113,
|
|
"acc": 32.52,
|
|
"f1": [
|
|
0.43305516242980957,
|
|
0.34993261098861694,
|
|
0.14744344353675842,
|
|
0.09105175733566284,
|
|
0.3609178960323334,
|
|
0.2726280689239502,
|
|
0.31289440393447876,
|
|
0.39847153425216675,
|
|
0.35625508427619934,
|
|
0.37921789288520813
|
|
],
|
|
"time": 28.450435406528413,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 1.8341938257217407,
|
|
"val_loss": 1.6454133987426758,
|
|
"acc": 40.18,
|
|
"f1": [
|
|
0.4836222529411316,
|
|
0.5254457592964172,
|
|
0.18348616361618042,
|
|
0.15517233312129974,
|
|
0.3219566345214844,
|
|
0.3626851737499237,
|
|
0.45563337206840515,
|
|
0.43333321809768677,
|
|
0.49563515186309814,
|
|
0.4342646896839142
|
|
],
|
|
"time": 27.284651269204915,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.819004774093628,
|
|
"val_loss": 1.6284656524658203,
|
|
"acc": 40.74,
|
|
"f1": [
|
|
0.4379843473434448,
|
|
0.5410786867141724,
|
|
0.2463381439447403,
|
|
0.2496313750743866,
|
|
0.2577531933784485,
|
|
0.3786284029483795,
|
|
0.47572004795074463,
|
|
0.46528613567352295,
|
|
0.46966004371643066,
|
|
0.4391385018825531
|
|
],
|
|
"time": 27.272710365243256,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.7140699625015259,
|
|
"val_loss": 1.5144134759902954,
|
|
"acc": 43.06,
|
|
"f1": [
|
|
0.37178629636764526,
|
|
0.5516110062599182,
|
|
0.33893272280693054,
|
|
0.25303858518600464,
|
|
0.2295551747083664,
|
|
0.39440685510635376,
|
|
0.4988008439540863,
|
|
0.4985506236553192,
|
|
0.5455992221832275,
|
|
0.4878693222999573
|
|
],
|
|
"time": 27.08206336852163,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.6976875066757202,
|
|
"val_loss": 1.5629680156707764,
|
|
"acc": 43.11,
|
|
"f1": [
|
|
0.46486473083496094,
|
|
0.562207043170929,
|
|
0.1853805035352707,
|
|
0.20740734040737152,
|
|
0.3596310317516327,
|
|
0.29301995038986206,
|
|
0.45882725715637207,
|
|
0.5074625611305237,
|
|
0.555810272693634,
|
|
0.4826066493988037
|
|
],
|
|
"time": 27.956072523258626,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.6594500541687012,
|
|
"val_loss": 1.5486891269683838,
|
|
"acc": 44.5,
|
|
"f1": [
|
|
0.5208011269569397,
|
|
0.5648620128631592,
|
|
0.2046576589345932,
|
|
0.19931264221668243,
|
|
0.3892144560813904,
|
|
0.4260410666465759,
|
|
0.512291669845581,
|
|
0.5003020167350769,
|
|
0.5361890196800232,
|
|
0.43905308842658997
|
|
],
|
|
"time": 26.26575106754899,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.6787347793579102,
|
|
"val_loss": 1.508341908454895,
|
|
"acc": 45.24,
|
|
"f1": [
|
|
0.42972126603126526,
|
|
0.4950624108314514,
|
|
0.29328811168670654,
|
|
0.30862319469451904,
|
|
0.4029397666454315,
|
|
0.3315216600894928,
|
|
0.5300836563110352,
|
|
0.5278310179710388,
|
|
0.5779591202735901,
|
|
0.5274825692176819
|
|
],
|
|
"time": 27.685446956194937,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.731016755104065,
|
|
"val_loss": 1.426146149635315,
|
|
"acc": 47.64,
|
|
"f1": [
|
|
0.48233845829963684,
|
|
0.5636146664619446,
|
|
0.3665563464164734,
|
|
0.32181626558303833,
|
|
0.3461949825286865,
|
|
0.4331144690513611,
|
|
0.541666567325592,
|
|
0.5338385105133057,
|
|
0.6040098667144775,
|
|
0.5492759346961975
|
|
],
|
|
"time": 27.3141731871292,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.5947799682617188,
|
|
"val_loss": 1.4494028091430664,
|
|
"acc": 47.76,
|
|
"f1": [
|
|
0.5167350769042969,
|
|
0.5921051502227783,
|
|
0.34234222769737244,
|
|
0.3128434419631958,
|
|
0.39305755496025085,
|
|
0.4066522419452667,
|
|
0.5150500535964966,
|
|
0.5566903948783875,
|
|
0.5807226896286011,
|
|
0.5456952452659607
|
|
],
|
|
"time": 27.429958431981504,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.6095993518829346,
|
|
"val_loss": 1.4226938486099243,
|
|
"acc": 46.97,
|
|
"f1": [
|
|
0.4680609405040741,
|
|
0.6016510725021362,
|
|
0.31362777948379517,
|
|
0.2379985898733139,
|
|
0.4230909049510956,
|
|
0.3729245662689209,
|
|
0.5535635352134705,
|
|
0.541242778301239,
|
|
0.5607724785804749,
|
|
0.4848155081272125
|
|
],
|
|
"time": 27.257654398679733,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.589129090309143,
|
|
"val_loss": 1.3076964616775513,
|
|
"acc": 50.72,
|
|
"f1": [
|
|
0.534455418586731,
|
|
0.63482266664505,
|
|
0.3556879758834839,
|
|
0.251682311296463,
|
|
0.43366608023643494,
|
|
0.3583332300186157,
|
|
0.5763489007949829,
|
|
0.5688648223876953,
|
|
0.6405335664749146,
|
|
0.5689838528633118
|
|
],
|
|
"time": 28.612223085947335,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.48074471950531,
|
|
"val_loss": 1.326529860496521,
|
|
"acc": 50.52,
|
|
"f1": [
|
|
0.4754965901374817,
|
|
0.6217314600944519,
|
|
0.31355392932891846,
|
|
0.352836012840271,
|
|
0.4460868835449219,
|
|
0.42065203189849854,
|
|
0.5842012763023376,
|
|
0.5756577849388123,
|
|
0.6521536111831665,
|
|
0.5649418234825134
|
|
],
|
|
"time": 28.116471778601408,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.5124213695526123,
|
|
"val_loss": 1.4181584119796753,
|
|
"acc": 50.13,
|
|
"f1": [
|
|
0.529448926448822,
|
|
0.6299998760223389,
|
|
0.3107859790325165,
|
|
0.28709861636161804,
|
|
0.4247981309890747,
|
|
0.46445947885513306,
|
|
0.5508472919464111,
|
|
0.577187716960907,
|
|
0.6503495573997498,
|
|
0.5643110871315002
|
|
],
|
|
"time": 28.690828203223646,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 1.5098896026611328,
|
|
"val_loss": 1.1984405517578125,
|
|
"acc": 55.23,
|
|
"f1": [
|
|
0.5928534269332886,
|
|
0.6650897860527039,
|
|
0.4313335716724396,
|
|
0.38618069887161255,
|
|
0.46044009923934937,
|
|
0.4251087009906769,
|
|
0.6346829533576965,
|
|
0.6080584526062012,
|
|
0.6808124780654907,
|
|
0.5795289874076843
|
|
],
|
|
"time": 28.36125429533422,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.4576172828674316,
|
|
"val_loss": 1.2743780612945557,
|
|
"acc": 54.52,
|
|
"f1": [
|
|
0.600689172744751,
|
|
0.6718184947967529,
|
|
0.4161689579486847,
|
|
0.3390215337276459,
|
|
0.4900825023651123,
|
|
0.4180927872657776,
|
|
0.6045141220092773,
|
|
0.6158939003944397,
|
|
0.6763124465942383,
|
|
0.5791853666305542
|
|
],
|
|
"time": 29.161324054002762,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.4860148429870605,
|
|
"val_loss": 1.1085419654846191,
|
|
"acc": 56.39,
|
|
"f1": [
|
|
0.5758580565452576,
|
|
0.6818180680274963,
|
|
0.44648587703704834,
|
|
0.30410778522491455,
|
|
0.5080604553222656,
|
|
0.49515047669410706,
|
|
0.639680027961731,
|
|
0.6382511854171753,
|
|
0.6768468022346497,
|
|
0.6132165789604187
|
|
],
|
|
"time": 29.180065668188035,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.3961050510406494,
|
|
"val_loss": 1.0995187759399414,
|
|
"acc": 57.27,
|
|
"f1": [
|
|
0.6171258687973022,
|
|
0.6607353091239929,
|
|
0.46493494510650635,
|
|
0.4186045527458191,
|
|
0.5207855701446533,
|
|
0.4307137429714203,
|
|
0.6425991654396057,
|
|
0.6344270706176758,
|
|
0.7061899304389954,
|
|
0.633794903755188
|
|
],
|
|
"time": 29.03653841931373,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.4340072870254517,
|
|
"val_loss": 1.1984905004501343,
|
|
"acc": 57.06,
|
|
"f1": [
|
|
0.643280029296875,
|
|
0.672463595867157,
|
|
0.4789472818374634,
|
|
0.36402109265327454,
|
|
0.49870699644088745,
|
|
0.5059251189231873,
|
|
0.6419751644134521,
|
|
0.6067182421684265,
|
|
0.6925147175788879,
|
|
0.6490356922149658
|
|
],
|
|
"time": 29.67757293675095,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 1.3274176120758057,
|
|
"val_loss": 1.28303062915802,
|
|
"acc": 54.87,
|
|
"f1": [
|
|
0.5975381135940552,
|
|
0.6940493583679199,
|
|
0.46882614493370056,
|
|
0.26368868350982666,
|
|
0.45340585708618164,
|
|
0.3947908282279968,
|
|
0.5857141017913818,
|
|
0.6395403146743774,
|
|
0.685138463973999,
|
|
0.5946534276008606
|
|
],
|
|
"time": 29.585978819057345,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.3067256212234497,
|
|
"val_loss": 1.1214942932128906,
|
|
"acc": 59.45,
|
|
"f1": [
|
|
0.6434687972068787,
|
|
0.7313045859336853,
|
|
0.5125579833984375,
|
|
0.40057212114334106,
|
|
0.517734169960022,
|
|
0.5130079984664917,
|
|
0.6656050086021423,
|
|
0.6333332657814026,
|
|
0.7077265977859497,
|
|
0.6772654056549072
|
|
],
|
|
"time": 29.025664314627647,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 1.170812726020813,
|
|
"val_loss": 1.1675575971603394,
|
|
"acc": 59.89,
|
|
"f1": [
|
|
0.6478871703147888,
|
|
0.7222481369972229,
|
|
0.5123660564422607,
|
|
0.4299998879432678,
|
|
0.47534748911857605,
|
|
0.4312168061733246,
|
|
0.6897937059402466,
|
|
0.6744555234909058,
|
|
0.7109130024909973,
|
|
0.6424241662025452
|
|
],
|
|
"time": 27.85627405717969,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 1.2902535200119019,
|
|
"val_loss": 1.1470012664794922,
|
|
"acc": 58.51,
|
|
"f1": [
|
|
0.6078913807868958,
|
|
0.7193875908851624,
|
|
0.4419960081577301,
|
|
0.3625448942184448,
|
|
0.5194899439811707,
|
|
0.49453696608543396,
|
|
0.617195725440979,
|
|
0.5542004108428955,
|
|
0.7401503920555115,
|
|
0.692272424697876
|
|
],
|
|
"time": 29.198502506129444,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 1.3206522464752197,
|
|
"val_loss": 1.031842827796936,
|
|
"acc": 62.89,
|
|
"f1": [
|
|
0.6290971040725708,
|
|
0.7275861501693726,
|
|
0.5542282462120056,
|
|
0.4009545147418976,
|
|
0.5598829984664917,
|
|
0.5342537760734558,
|
|
0.7139433026313782,
|
|
0.6824551224708557,
|
|
0.7495542764663696,
|
|
0.667029857635498
|
|
],
|
|
"time": 29.053047131747007,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 1.1291693449020386,
|
|
"val_loss": 1.1134113073349,
|
|
"acc": 61.19,
|
|
"f1": [
|
|
0.6534433960914612,
|
|
0.756953775882721,
|
|
0.538461446762085,
|
|
0.4237949550151825,
|
|
0.5174310803413391,
|
|
0.4995214343070984,
|
|
0.6733489036560059,
|
|
0.6756907105445862,
|
|
0.7377046942710876,
|
|
0.6734084486961365
|
|
],
|
|
"time": 28.766577548347414,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 1.1778658628463745,
|
|
"val_loss": 1.2582385540008545,
|
|
"acc": 55.44,
|
|
"f1": [
|
|
0.5638765692710876,
|
|
0.6435329914093018,
|
|
0.49843671917915344,
|
|
0.3696449100971222,
|
|
0.5287106037139893,
|
|
0.4481162130832672,
|
|
0.6288914680480957,
|
|
0.6263870000839233,
|
|
0.6488021612167358,
|
|
0.4786665737628937
|
|
],
|
|
"time": 29.28525895345956,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 1.1638879776000977,
|
|
"val_loss": 1.10514235496521,
|
|
"acc": 57.84,
|
|
"f1": [
|
|
0.6401671767234802,
|
|
0.7229993343353271,
|
|
0.45026496052742004,
|
|
0.4132770895957947,
|
|
0.5020241737365723,
|
|
0.49465978145599365,
|
|
0.5279887914657593,
|
|
0.6497276425361633,
|
|
0.7581120133399963,
|
|
0.702997088432312
|
|
],
|
|
"time": 29.125086883082986,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 1.073535680770874,
|
|
"val_loss": 1.0977809429168701,
|
|
"acc": 60.65,
|
|
"f1": [
|
|
0.6839185357093811,
|
|
0.7669311761856079,
|
|
0.52969890832901,
|
|
0.43685999512672424,
|
|
0.5896371603012085,
|
|
0.43567949533462524,
|
|
0.6852172017097473,
|
|
0.5791976451873779,
|
|
0.7693120241165161,
|
|
0.6585513353347778
|
|
],
|
|
"time": 28.905932198278606,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 1.1609222888946533,
|
|
"val_loss": 1.0096725225448608,
|
|
"acc": 64.23,
|
|
"f1": [
|
|
0.6994273662567139,
|
|
0.7616220116615295,
|
|
0.5038558840751648,
|
|
0.422110378742218,
|
|
0.6029876470565796,
|
|
0.5328835248947144,
|
|
0.6985098719596863,
|
|
0.6757990121841431,
|
|
0.7359305620193481,
|
|
0.6999544501304626
|
|
],
|
|
"time": 29.574509842321277,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 1.193516731262207,
|
|
"val_loss": 1.168351173400879,
|
|
"acc": 60.39,
|
|
"f1": [
|
|
0.6953337788581848,
|
|
0.7054170370101929,
|
|
0.5379111766815186,
|
|
0.4228328466415405,
|
|
0.5974810123443604,
|
|
0.31017762422561646,
|
|
0.7017197608947754,
|
|
0.6650997400283813,
|
|
0.744557797908783,
|
|
0.4790763258934021
|
|
],
|
|
"time": 29.23140809405595,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 1.0829339027404785,
|
|
"val_loss": 1.0069736242294312,
|
|
"acc": 65.08,
|
|
"f1": [
|
|
0.7004404067993164,
|
|
0.784292995929718,
|
|
0.5827875137329102,
|
|
0.4744185209274292,
|
|
0.6204161047935486,
|
|
0.5296481847763062,
|
|
0.7348558902740479,
|
|
0.6670737266540527,
|
|
0.7712416052818298,
|
|
0.7099713683128357
|
|
],
|
|
"time": 29.74850990716368,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 1.1559491157531738,
|
|
"val_loss": 0.8424698114395142,
|
|
"acc": 67.67,
|
|
"f1": [
|
|
0.7083331346511841,
|
|
0.7788744568824768,
|
|
0.6057199835777283,
|
|
0.50861656665802,
|
|
0.6361109614372253,
|
|
0.5671190619468689,
|
|
0.7411524653434753,
|
|
0.7207635045051575,
|
|
0.7759267687797546,
|
|
0.7471262812614441
|
|
],
|
|
"time": 30.157867666333914,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 1.0686944723129272,
|
|
"val_loss": 0.9276794195175171,
|
|
"acc": 63.86,
|
|
"f1": [
|
|
0.6919873952865601,
|
|
0.7773740291595459,
|
|
0.5087893009185791,
|
|
0.4627939760684967,
|
|
0.6129558086395264,
|
|
0.43711328506469727,
|
|
0.7392403483390808,
|
|
0.7211427092552185,
|
|
0.7532243132591248,
|
|
0.7076021432876587
|
|
],
|
|
"time": 29.486168554984033,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 1.069625973701477,
|
|
"val_loss": 0.9526745676994324,
|
|
"acc": 66.02,
|
|
"f1": [
|
|
0.7112931609153748,
|
|
0.7874997854232788,
|
|
0.5766772627830505,
|
|
0.49813416600227356,
|
|
0.6336086392402649,
|
|
0.5481480360031128,
|
|
0.6139655709266663,
|
|
0.7142855525016785,
|
|
0.7872647047042847,
|
|
0.7249861359596252
|
|
],
|
|
"time": 30.13166651688516,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 1.1062840223312378,
|
|
"val_loss": 1.1346009969711304,
|
|
"acc": 60.86,
|
|
"f1": [
|
|
0.6143037676811218,
|
|
0.6112210154533386,
|
|
0.5499411225318909,
|
|
0.42885762453079224,
|
|
0.6187419295310974,
|
|
0.5115645527839661,
|
|
0.732079267501831,
|
|
0.6012985110282898,
|
|
0.7656475305557251,
|
|
0.6725587844848633
|
|
],
|
|
"time": 30.44011827930808,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 1.0382295846939087,
|
|
"val_loss": 0.9441021084785461,
|
|
"acc": 65.04,
|
|
"f1": [
|
|
0.6930883526802063,
|
|
0.7494060397148132,
|
|
0.5901146531105042,
|
|
0.5081639885902405,
|
|
0.6135122776031494,
|
|
0.5181756615638733,
|
|
0.6629140973091125,
|
|
0.6879580020904541,
|
|
0.755499005317688,
|
|
0.737270712852478
|
|
],
|
|
"time": 29.96028965525329,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 0.9487380981445312,
|
|
"val_loss": 0.9707141518592834,
|
|
"acc": 67.62,
|
|
"f1": [
|
|
0.7287182807922363,
|
|
0.8137107491493225,
|
|
0.6032299399375916,
|
|
0.49556586146354675,
|
|
0.5988022685050964,
|
|
0.4763230085372925,
|
|
0.7560973763465881,
|
|
0.7155253887176514,
|
|
0.7553379535675049,
|
|
0.7414828538894653
|
|
],
|
|
"time": 30.085997402668,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 0.9894071817398071,
|
|
"val_loss": 0.9359551668167114,
|
|
"acc": 63.83,
|
|
"f1": [
|
|
0.6544594168663025,
|
|
0.7594500184059143,
|
|
0.5615876913070679,
|
|
0.39209216833114624,
|
|
0.5985914468765259,
|
|
0.5482342839241028,
|
|
0.6712932586669922,
|
|
0.720756471157074,
|
|
0.7481765151023865,
|
|
0.7198984622955322
|
|
],
|
|
"time": 29.56306636426598,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 1.0138553380966187,
|
|
"val_loss": 0.9470983147621155,
|
|
"acc": 67.47,
|
|
"f1": [
|
|
0.7472884058952332,
|
|
0.8113118410110474,
|
|
0.6122232675552368,
|
|
0.5182862281799316,
|
|
0.6113634705543518,
|
|
0.5514748692512512,
|
|
0.6084433197975159,
|
|
0.7580205202102661,
|
|
0.810150146484375,
|
|
0.7158017754554749
|
|
],
|
|
"time": 29.843831507489085,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 1.065616250038147,
|
|
"val_loss": 0.7691307067871094,
|
|
"acc": 69.62,
|
|
"f1": [
|
|
0.7549667954444885,
|
|
0.7996363639831543,
|
|
0.6141934394836426,
|
|
0.5351396203041077,
|
|
0.6844967007637024,
|
|
0.5744679570198059,
|
|
0.783057689666748,
|
|
0.7319528460502625,
|
|
0.8318853378295898,
|
|
0.6721832156181335
|
|
],
|
|
"time": 29.019039563834667,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 0.9427829384803772,
|
|
"val_loss": 0.835715115070343,
|
|
"acc": 68.76,
|
|
"f1": [
|
|
0.7151447534561157,
|
|
0.8188734650611877,
|
|
0.6058951020240784,
|
|
0.5274814963340759,
|
|
0.6687115430831909,
|
|
0.6007686853408813,
|
|
0.6769229173660278,
|
|
0.7389253377914429,
|
|
0.7817301750183105,
|
|
0.7420235872268677
|
|
],
|
|
"time": 28.192523669451475,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 0.9451304078102112,
|
|
"val_loss": 1.2694185972213745,
|
|
"acc": 59.95,
|
|
"f1": [
|
|
0.6226243376731873,
|
|
0.7744725346565247,
|
|
0.5697734355926514,
|
|
0.3576340079307556,
|
|
0.5714284777641296,
|
|
0.3715169131755829,
|
|
0.583550751209259,
|
|
0.6035210490226746,
|
|
0.6926038265228271,
|
|
0.6835955381393433
|
|
],
|
|
"time": 28.332861345261335,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 0.9248364567756653,
|
|
"val_loss": 0.7428895831108093,
|
|
"acc": 69.28,
|
|
"f1": [
|
|
0.7272725701332092,
|
|
0.794245719909668,
|
|
0.6076890826225281,
|
|
0.5062368512153625,
|
|
0.632761538028717,
|
|
0.547575056552887,
|
|
0.7750532031059265,
|
|
0.7514711022377014,
|
|
0.7901233434677124,
|
|
0.7630250453948975
|
|
],
|
|
"time": 28.45977468881756,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 0.9676299095153809,
|
|
"val_loss": 0.8985078930854797,
|
|
"acc": 68.63,
|
|
"f1": [
|
|
0.7082317471504211,
|
|
0.8291664719581604,
|
|
0.6131704449653625,
|
|
0.5277776718139648,
|
|
0.657142698764801,
|
|
0.5487645268440247,
|
|
0.7053940892219543,
|
|
0.7319194078445435,
|
|
0.7595672607421875,
|
|
0.7479746341705322
|
|
],
|
|
"time": 29.070826031267643,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 0.9545233249664307,
|
|
"val_loss": 0.9128990769386292,
|
|
"acc": 69.98,
|
|
"f1": [
|
|
0.7585846781730652,
|
|
0.8330113887786865,
|
|
0.636871337890625,
|
|
0.4462703764438629,
|
|
0.6601122617721558,
|
|
0.593540370464325,
|
|
0.64659583568573,
|
|
0.7710581421852112,
|
|
0.7950818538665771,
|
|
0.8048778176307678
|
|
],
|
|
"time": 28.48027906473726,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 1.009281873703003,
|
|
"val_loss": 0.7785542011260986,
|
|
"acc": 70.54,
|
|
"f1": [
|
|
0.7532345652580261,
|
|
0.8501558303833008,
|
|
0.5813707113265991,
|
|
0.48986878991127014,
|
|
0.6164051294326782,
|
|
0.6015670895576477,
|
|
0.7349239587783813,
|
|
0.7989553809165955,
|
|
0.7976124882698059,
|
|
0.8224762082099915
|
|
],
|
|
"time": 28.40521543007344,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 0.9713217616081238,
|
|
"val_loss": 0.8009562492370605,
|
|
"acc": 72.52,
|
|
"f1": [
|
|
0.776688814163208,
|
|
0.8072561025619507,
|
|
0.6716337203979492,
|
|
0.5394570827484131,
|
|
0.6987205743789673,
|
|
0.6306389570236206,
|
|
0.8098628520965576,
|
|
0.7249112725257874,
|
|
0.8454009890556335,
|
|
0.8038738965988159
|
|
],
|
|
"time": 28.508185256272554,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 0.9517829418182373,
|
|
"val_loss": 1.1768033504486084,
|
|
"acc": 62.62,
|
|
"f1": [
|
|
0.7048870921134949,
|
|
0.7092111110687256,
|
|
0.625368595123291,
|
|
0.296120285987854,
|
|
0.5669723749160767,
|
|
0.4890884757041931,
|
|
0.698337197303772,
|
|
0.632314920425415,
|
|
0.7170429825782776,
|
|
0.6621872782707214
|
|
],
|
|
"time": 28.13503580726683,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 0.9017221331596375,
|
|
"val_loss": 0.8127961754798889,
|
|
"acc": 72.09,
|
|
"f1": [
|
|
0.7478164434432983,
|
|
0.806100070476532,
|
|
0.6634302735328674,
|
|
0.5304811596870422,
|
|
0.7048135995864868,
|
|
0.646942675113678,
|
|
0.7731454372406006,
|
|
0.7564917802810669,
|
|
0.78444904088974,
|
|
0.7788504362106323
|
|
],
|
|
"time": 28.679992000572383,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 0.9711547493934631,
|
|
"val_loss": 0.887362003326416,
|
|
"acc": 69.78,
|
|
"f1": [
|
|
0.6993813514709473,
|
|
0.8160375356674194,
|
|
0.6142194867134094,
|
|
0.5313431620597839,
|
|
0.6789501905441284,
|
|
0.5082871913909912,
|
|
0.7678368091583252,
|
|
0.7682117819786072,
|
|
0.7970946431159973,
|
|
0.7525772452354431
|
|
],
|
|
"time": 28.697646438144147,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 0.9200111031532288,
|
|
"val_loss": 0.8022115230560303,
|
|
"acc": 72.35,
|
|
"f1": [
|
|
0.6566789746284485,
|
|
0.8477727174758911,
|
|
0.6414746046066284,
|
|
0.5072189569473267,
|
|
0.7018271684646606,
|
|
0.6371583938598633,
|
|
0.7816932797431946,
|
|
0.7895264625549316,
|
|
0.8005537986755371,
|
|
0.8031728863716125
|
|
],
|
|
"time": 28.524209233000875,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 0.9236574172973633,
|
|
"val_loss": 0.8362177610397339,
|
|
"acc": 72.32,
|
|
"f1": [
|
|
0.77450031042099,
|
|
0.8063278198242188,
|
|
0.6600658297538757,
|
|
0.5183866024017334,
|
|
0.697230875492096,
|
|
0.6014066338539124,
|
|
0.8079065680503845,
|
|
0.7508569955825806,
|
|
0.7904083728790283,
|
|
0.7685052752494812
|
|
],
|
|
"time": 28.333999323658645,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 0.9103355407714844,
|
|
"val_loss": 1.0143996477127075,
|
|
"acc": 62.82,
|
|
"f1": [
|
|
0.6465516090393066,
|
|
0.8209522366523743,
|
|
0.5715475678443909,
|
|
0.48959988355636597,
|
|
0.53853839635849,
|
|
0.5529264211654663,
|
|
0.5644724369049072,
|
|
0.6753729581832886,
|
|
0.7461316585540771,
|
|
0.7395346760749817
|
|
],
|
|
"time": 28.5149002680555,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 0.8976259827613831,
|
|
"val_loss": 0.8290976881980896,
|
|
"acc": 69.13,
|
|
"f1": [
|
|
0.6863242387771606,
|
|
0.8193409442901611,
|
|
0.650114893913269,
|
|
0.5316861867904663,
|
|
0.6514484882354736,
|
|
0.6204888224601746,
|
|
0.6792214512825012,
|
|
0.7633349299430847,
|
|
0.7162575721740723,
|
|
0.783484160900116
|
|
],
|
|
"time": 28.48369195871055,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 0.8684176206588745,
|
|
"val_loss": 0.7554578185081482,
|
|
"acc": 71.78,
|
|
"f1": [
|
|
0.7503255605697632,
|
|
0.8102964162826538,
|
|
0.6494430899620056,
|
|
0.5500434041023254,
|
|
0.7069670557975769,
|
|
0.6129778623580933,
|
|
0.731914758682251,
|
|
0.7700985670089722,
|
|
0.8218027353286743,
|
|
0.8013935089111328
|
|
],
|
|
"time": 29.122065440751612,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 0.8434715270996094,
|
|
"val_loss": 0.7432999014854431,
|
|
"acc": 72.84,
|
|
"f1": [
|
|
0.7851992249488831,
|
|
0.8278913497924805,
|
|
0.6691252589225769,
|
|
0.5585156083106995,
|
|
0.680215060710907,
|
|
0.6012823581695557,
|
|
0.798745334148407,
|
|
0.7587793469429016,
|
|
0.843215823173523,
|
|
0.8091246485710144
|
|
],
|
|
"time": 29.0131157040596,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 0.8768711686134338,
|
|
"val_loss": 0.7657721042633057,
|
|
"acc": 73.4,
|
|
"f1": [
|
|
0.7484244704246521,
|
|
0.8432834148406982,
|
|
0.6963189244270325,
|
|
0.5500574111938477,
|
|
0.6957995891571045,
|
|
0.6274296045303345,
|
|
0.7855973243713379,
|
|
0.7673012018203735,
|
|
0.8135420680046082,
|
|
0.7897855639457703
|
|
],
|
|
"time": 29.087744406424463,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 0.8342180848121643,
|
|
"val_loss": 0.6766259074211121,
|
|
"acc": 75.03,
|
|
"f1": [
|
|
0.7804180979728699,
|
|
0.829787015914917,
|
|
0.7065058350563049,
|
|
0.5883563756942749,
|
|
0.7410668730735779,
|
|
0.5746979117393494,
|
|
0.7920331358909607,
|
|
0.7982061505317688,
|
|
0.8352760672569275,
|
|
0.8057783246040344
|
|
],
|
|
"time": 29.445037190802395,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 0.8988204002380371,
|
|
"val_loss": 0.7025666832923889,
|
|
"acc": 76.1,
|
|
"f1": [
|
|
0.794520378112793,
|
|
0.82603919506073,
|
|
0.7073817253112793,
|
|
0.582491397857666,
|
|
0.7329086065292358,
|
|
0.6714066863059998,
|
|
0.834547221660614,
|
|
0.8037177920341492,
|
|
0.8280016779899597,
|
|
0.8103987574577332
|
|
],
|
|
"time": 28.910524507053196,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 0.8717184662818909,
|
|
"val_loss": 1.027513027191162,
|
|
"acc": 66.9,
|
|
"f1": [
|
|
0.7284228205680847,
|
|
0.7966015934944153,
|
|
0.6378770470619202,
|
|
0.3906363248825073,
|
|
0.6828441619873047,
|
|
0.4519854784011841,
|
|
0.7559216022491455,
|
|
0.757651686668396,
|
|
0.6876196265220642,
|
|
0.6459226608276367
|
|
],
|
|
"time": 28.774972328916192,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 0.8757858276367188,
|
|
"val_loss": 0.5676840543746948,
|
|
"acc": 76.69,
|
|
"f1": [
|
|
0.8107557892799377,
|
|
0.8772817850112915,
|
|
0.69036465883255,
|
|
0.5994289517402649,
|
|
0.7336331009864807,
|
|
0.6368578672409058,
|
|
0.7952650785446167,
|
|
0.8111518621444702,
|
|
0.8706223964691162,
|
|
0.8351532220840454
|
|
],
|
|
"time": 29.016042478382587,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 0.848345160484314,
|
|
"val_loss": 0.6727624535560608,
|
|
"acc": 75.07,
|
|
"f1": [
|
|
0.7869625687599182,
|
|
0.8690996170043945,
|
|
0.7017924189567566,
|
|
0.5791398882865906,
|
|
0.720411479473114,
|
|
0.5407254099845886,
|
|
0.8205381631851196,
|
|
0.8225554823875427,
|
|
0.8049976229667664,
|
|
0.8172865509986877
|
|
],
|
|
"time": 29.4839534657076,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 0.8088329434394836,
|
|
"val_loss": 0.7690069675445557,
|
|
"acc": 73.31,
|
|
"f1": [
|
|
0.7686701416969299,
|
|
0.8283795714378357,
|
|
0.6916888356208801,
|
|
0.5633801221847534,
|
|
0.729882001876831,
|
|
0.5750796794891357,
|
|
0.794199526309967,
|
|
0.7543321847915649,
|
|
0.816813588142395,
|
|
0.7741934061050415
|
|
],
|
|
"time": 29.511250358074903,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 0.8947433233261108,
|
|
"val_loss": 1.0920830965042114,
|
|
"acc": 68.59,
|
|
"f1": [
|
|
0.6901293396949768,
|
|
0.8063283562660217,
|
|
0.6872962713241577,
|
|
0.5037035346031189,
|
|
0.6966392993927002,
|
|
0.6248573064804077,
|
|
0.719706118106842,
|
|
0.7298880219459534,
|
|
0.6676267981529236,
|
|
0.7149320840835571
|
|
],
|
|
"time": 29.004470034502447,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 0.8497461080551147,
|
|
"val_loss": 0.8166037797927856,
|
|
"acc": 72.31,
|
|
"f1": [
|
|
0.7717389464378357,
|
|
0.8355939388275146,
|
|
0.7056854963302612,
|
|
0.47700387239456177,
|
|
0.6663817763328552,
|
|
0.6279711127281189,
|
|
0.803580641746521,
|
|
0.7381460070610046,
|
|
0.7774912714958191,
|
|
0.7660789489746094
|
|
],
|
|
"time": 28.95604599174112,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 0.7470622658729553,
|
|
"val_loss": 0.6612641215324402,
|
|
"acc": 75.65,
|
|
"f1": [
|
|
0.7976754307746887,
|
|
0.8557828664779663,
|
|
0.6834304332733154,
|
|
0.5550970435142517,
|
|
0.7242835164070129,
|
|
0.6810809373855591,
|
|
0.7959630489349365,
|
|
0.8034185767173767,
|
|
0.8436670303344727,
|
|
0.808510422706604
|
|
],
|
|
"time": 29.18729052785784,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 0.7687324285507202,
|
|
"val_loss": 0.7464181184768677,
|
|
"acc": 74.36,
|
|
"f1": [
|
|
0.7388420701026917,
|
|
0.8527540564537048,
|
|
0.6787694096565247,
|
|
0.6019062995910645,
|
|
0.7456444501876831,
|
|
0.6488059163093567,
|
|
0.7571427226066589,
|
|
0.826305091381073,
|
|
0.7794055342674255,
|
|
0.8134326338768005
|
|
],
|
|
"time": 29.127604527398944,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 0.8069740533828735,
|
|
"val_loss": 0.63019198179245,
|
|
"acc": 76.1,
|
|
"f1": [
|
|
0.7899392247200012,
|
|
0.8683794736862183,
|
|
0.7045214176177979,
|
|
0.6007636189460754,
|
|
0.7409834265708923,
|
|
0.6481574177742004,
|
|
0.822303056716919,
|
|
0.7976306676864624,
|
|
0.832980751991272,
|
|
0.8347226977348328
|
|
],
|
|
"time": 30.054873388260603,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 0.7529314160346985,
|
|
"val_loss": 0.6850727200508118,
|
|
"acc": 77.23,
|
|
"f1": [
|
|
0.7858489155769348,
|
|
0.8782433867454529,
|
|
0.7028538584709167,
|
|
0.6149192452430725,
|
|
0.7454888820648193,
|
|
0.6527854800224304,
|
|
0.8240388631820679,
|
|
0.8216681480407715,
|
|
0.853435754776001,
|
|
0.8161230087280273
|
|
],
|
|
"time": 30.115228606387973,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 0.7802866101264954,
|
|
"val_loss": 1.070647954940796,
|
|
"acc": 66.43,
|
|
"f1": [
|
|
0.6647418141365051,
|
|
0.8043874502182007,
|
|
0.6175547242164612,
|
|
0.5452379584312439,
|
|
0.6704543232917786,
|
|
0.39668163657188416,
|
|
0.6688019037246704,
|
|
0.7621742486953735,
|
|
0.7450559735298157,
|
|
0.7382788062095642
|
|
],
|
|
"time": 30.019475632347167,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 0.8150235414505005,
|
|
"val_loss": 0.6606554388999939,
|
|
"acc": 74.68,
|
|
"f1": [
|
|
0.770103931427002,
|
|
0.8698922991752625,
|
|
0.6996302008628845,
|
|
0.5859603881835938,
|
|
0.6997414827346802,
|
|
0.6546799540519714,
|
|
0.7612825036048889,
|
|
0.7960740327835083,
|
|
0.8327836394309998,
|
|
0.8333330750465393
|
|
],
|
|
"time": 29.7775661572814,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 0.8255528211593628,
|
|
"val_loss": 0.7295840382575989,
|
|
"acc": 76.2,
|
|
"f1": [
|
|
0.7963634729385376,
|
|
0.852573573589325,
|
|
0.7367889285087585,
|
|
0.5834252238273621,
|
|
0.7392824292182922,
|
|
0.6302728652954102,
|
|
0.8230364918708801,
|
|
0.8082534670829773,
|
|
0.7968196868896484,
|
|
0.8100873231887817
|
|
],
|
|
"time": 29.707882017828524,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 0.754849374294281,
|
|
"val_loss": 0.9073168635368347,
|
|
"acc": 71.89,
|
|
"f1": [
|
|
0.7583332061767578,
|
|
0.8448189496994019,
|
|
0.6988881826400757,
|
|
0.4644429087638855,
|
|
0.7219151258468628,
|
|
0.4904322028160095,
|
|
0.8185441493988037,
|
|
0.7675416469573975,
|
|
0.7338773608207703,
|
|
0.7600175142288208
|
|
],
|
|
"time": 28.945578614249825,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 0.7619839906692505,
|
|
"val_loss": 0.9680535793304443,
|
|
"acc": 69.28,
|
|
"f1": [
|
|
0.7589684128761292,
|
|
0.8077801465988159,
|
|
0.6719188690185547,
|
|
0.5059062242507935,
|
|
0.6737786531448364,
|
|
0.5556342005729675,
|
|
0.7007920145988464,
|
|
0.7855528593063354,
|
|
0.8148924112319946,
|
|
0.7738865613937378
|
|
],
|
|
"time": 28.784471722319722,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 0.8292526006698608,
|
|
"val_loss": 0.6378729939460754,
|
|
"acc": 76.04,
|
|
"f1": [
|
|
0.8084463477134705,
|
|
0.8670575022697449,
|
|
0.7252315878868103,
|
|
0.6105071902275085,
|
|
0.7328765988349915,
|
|
0.5695185661315918,
|
|
0.7872090935707092,
|
|
0.808333158493042,
|
|
0.8339729905128479,
|
|
0.8315897583961487
|
|
],
|
|
"time": 28.23680387530476,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 0.7855148315429688,
|
|
"val_loss": 0.7562004327774048,
|
|
"acc": 76.84,
|
|
"f1": [
|
|
0.7905011773109436,
|
|
0.8816984295845032,
|
|
0.7013952136039734,
|
|
0.6100501418113708,
|
|
0.7483122944831848,
|
|
0.6516852378845215,
|
|
0.7763922214508057,
|
|
0.8174559473991394,
|
|
0.8603513240814209,
|
|
0.8385387063026428
|
|
],
|
|
"time": 27.829008204862475,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 0.7467448711395264,
|
|
"val_loss": 0.792090892791748,
|
|
"acc": 69.65,
|
|
"f1": [
|
|
0.7713855504989624,
|
|
0.8622574806213379,
|
|
0.6198346614837646,
|
|
0.5337619185447693,
|
|
0.6723402142524719,
|
|
0.5739775896072388,
|
|
0.7865167260169983,
|
|
0.7030073404312134,
|
|
0.7423311471939087,
|
|
0.8066297173500061
|
|
],
|
|
"time": 28.841052100993693,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 0.755580484867096,
|
|
"val_loss": 0.5424085259437561,
|
|
"acc": 78.14,
|
|
"f1": [
|
|
0.8191652894020081,
|
|
0.8854804039001465,
|
|
0.7328603863716125,
|
|
0.568596601486206,
|
|
0.7906739115715027,
|
|
0.6617586612701416,
|
|
0.832243800163269,
|
|
0.8326358199119568,
|
|
0.8677684664726257,
|
|
0.8572878241539001
|
|
],
|
|
"time": 28.332362475804985,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 0.7098295092582703,
|
|
"val_loss": 0.6656813621520996,
|
|
"acc": 75.74,
|
|
"f1": [
|
|
0.8182276487350464,
|
|
0.8591027855873108,
|
|
0.7051608562469482,
|
|
0.5731309652328491,
|
|
0.734053909778595,
|
|
0.6701752543449402,
|
|
0.7316881418228149,
|
|
0.8159040212631226,
|
|
0.8603172898292542,
|
|
0.8279455900192261
|
|
],
|
|
"time": 28.677510507404804,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 0.8144720196723938,
|
|
"val_loss": 0.7399724721908569,
|
|
"acc": 73.27,
|
|
"f1": [
|
|
0.8033595085144043,
|
|
0.8490738868713379,
|
|
0.6927421689033508,
|
|
0.5620591640472412,
|
|
0.6908440589904785,
|
|
0.6389908790588379,
|
|
0.7194512486457825,
|
|
0.8146549463272095,
|
|
0.8151868581771851,
|
|
0.8149753212928772
|
|
],
|
|
"time": 28.677612951025367,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 0.6972765922546387,
|
|
"val_loss": 0.6140366792678833,
|
|
"acc": 76.19,
|
|
"f1": [
|
|
0.808861255645752,
|
|
0.8485661745071411,
|
|
0.7208446860313416,
|
|
0.645219624042511,
|
|
0.6823791861534119,
|
|
0.6559447050094604,
|
|
0.7884281277656555,
|
|
0.7817435264587402,
|
|
0.8590602278709412,
|
|
0.8119467496871948
|
|
],
|
|
"time": 27.960345206782222,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 0.6910005807876587,
|
|
"val_loss": 0.6698327660560608,
|
|
"acc": 77.14,
|
|
"f1": [
|
|
0.8149209022521973,
|
|
0.8702211380004883,
|
|
0.7204028367996216,
|
|
0.5231570601463318,
|
|
0.7327302098274231,
|
|
0.6651321649551392,
|
|
0.8330076336860657,
|
|
0.8129351139068604,
|
|
0.8307974338531494,
|
|
0.8384844660758972
|
|
],
|
|
"time": 28.55051682703197,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 0.702816367149353,
|
|
"val_loss": 0.8300685882568359,
|
|
"acc": 73.51,
|
|
"f1": [
|
|
0.8022387027740479,
|
|
0.8426394462585449,
|
|
0.6894007921218872,
|
|
0.5387095212936401,
|
|
0.741607129573822,
|
|
0.4950633943080902,
|
|
0.8100733160972595,
|
|
0.7831557393074036,
|
|
0.8061081171035767,
|
|
0.7441641688346863
|
|
],
|
|
"time": 27.94482001848519,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 0.7472754120826721,
|
|
"val_loss": 0.693286120891571,
|
|
"acc": 75.27,
|
|
"f1": [
|
|
0.794563353061676,
|
|
0.8714050650596619,
|
|
0.7430487275123596,
|
|
0.5744386911392212,
|
|
0.7446807026863098,
|
|
0.6533164978027344,
|
|
0.6813185214996338,
|
|
0.8087708353996277,
|
|
0.8439819812774658,
|
|
0.8441752791404724
|
|
],
|
|
"time": 28.126520413905382,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 0.6625725030899048,
|
|
"val_loss": 0.7791756391525269,
|
|
"acc": 77.2,
|
|
"f1": [
|
|
0.8047396540641785,
|
|
0.8628723621368408,
|
|
0.7407033443450928,
|
|
0.6022422313690186,
|
|
0.7648432850837708,
|
|
0.6851439476013184,
|
|
0.7858385443687439,
|
|
0.8412545919418335,
|
|
0.7801881432533264,
|
|
0.8334890007972717
|
|
],
|
|
"time": 28.38653017487377,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 0.6348507404327393,
|
|
"val_loss": 0.5060569047927856,
|
|
"acc": 80.63,
|
|
"f1": [
|
|
0.8185651898384094,
|
|
0.8773193955421448,
|
|
0.7522122263908386,
|
|
0.6679297089576721,
|
|
0.7844035625457764,
|
|
0.7158834934234619,
|
|
0.8522112369537354,
|
|
0.8640631437301636,
|
|
0.8854884505271912,
|
|
0.8472997546195984
|
|
],
|
|
"time": 28.70174974668771,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 0.6772745251655579,
|
|
"val_loss": 0.6760820746421814,
|
|
"acc": 79.04,
|
|
"f1": [
|
|
0.7786514759063721,
|
|
0.8762610554695129,
|
|
0.7234761714935303,
|
|
0.6514540314674377,
|
|
0.775290846824646,
|
|
0.7061202526092529,
|
|
0.8317579030990601,
|
|
0.8384096622467041,
|
|
0.881213903427124,
|
|
0.8529001474380493
|
|
],
|
|
"time": 28.88612482883036,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 0.6183458566665649,
|
|
"val_loss": 0.6742923855781555,
|
|
"acc": 79.42,
|
|
"f1": [
|
|
0.8374140858650208,
|
|
0.8673322200775146,
|
|
0.7171805500984192,
|
|
0.6406569480895996,
|
|
0.7846480011940002,
|
|
0.6968604326248169,
|
|
0.8560038805007935,
|
|
0.8459913730621338,
|
|
0.8691586852073669,
|
|
0.8259153366088867
|
|
],
|
|
"time": 28.476499140262604,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 0.6705301403999329,
|
|
"val_loss": 0.6307546496391296,
|
|
"acc": 75.03,
|
|
"f1": [
|
|
0.781038224697113,
|
|
0.8778148293495178,
|
|
0.6621241569519043,
|
|
0.5905410051345825,
|
|
0.7438369393348694,
|
|
0.5381524562835693,
|
|
0.8013581037521362,
|
|
0.8234665393829346,
|
|
0.8609466552734375,
|
|
0.8258486986160278
|
|
],
|
|
"time": 28.113583002239466,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 0.5859843492507935,
|
|
"val_loss": 0.5784035921096802,
|
|
"acc": 78.55,
|
|
"f1": [
|
|
0.8272303938865662,
|
|
0.8781248927116394,
|
|
0.7361898422241211,
|
|
0.6429214477539062,
|
|
0.7559942603111267,
|
|
0.696925163269043,
|
|
0.836763858795166,
|
|
0.8083469271659851,
|
|
0.8586496114730835,
|
|
0.8403192758560181
|
|
],
|
|
"time": 28.307197315618396,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 0.7055703401565552,
|
|
"val_loss": 0.5510057806968689,
|
|
"acc": 79.95,
|
|
"f1": [
|
|
0.8067310452461243,
|
|
0.8834354281425476,
|
|
0.7447234392166138,
|
|
0.6602298021316528,
|
|
0.7907675504684448,
|
|
0.7030904293060303,
|
|
0.8530464172363281,
|
|
0.8615069389343262,
|
|
0.8379004597663879,
|
|
0.8542551398277283
|
|
],
|
|
"time": 28.26889597903937,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 0.6239283084869385,
|
|
"val_loss": 0.6016872525215149,
|
|
"acc": 77.63,
|
|
"f1": [
|
|
0.8188557028770447,
|
|
0.8834798336029053,
|
|
0.761810839176178,
|
|
0.6072025895118713,
|
|
0.7820634245872498,
|
|
0.6663802862167358,
|
|
0.8397731781005859,
|
|
0.8283047676086426,
|
|
0.7946479320526123,
|
|
0.8511998057365417
|
|
],
|
|
"time": 29.09465827792883,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 0.6664289236068726,
|
|
"val_loss": 0.689892053604126,
|
|
"acc": 77.07,
|
|
"f1": [
|
|
0.7723341584205627,
|
|
0.8619365096092224,
|
|
0.6754350662231445,
|
|
0.6289103627204895,
|
|
0.7395832538604736,
|
|
0.6862851977348328,
|
|
0.8237492442131042,
|
|
0.8608379364013672,
|
|
0.8583940267562866,
|
|
0.801381528377533
|
|
],
|
|
"time": 29.067296469584107,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 0.5952862501144409,
|
|
"val_loss": 0.549979567527771,
|
|
"acc": 78.75,
|
|
"f1": [
|
|
0.8238070607185364,
|
|
0.8792933225631714,
|
|
0.7214827537536621,
|
|
0.6060295104980469,
|
|
0.7642200589179993,
|
|
0.6100794076919556,
|
|
0.845885157585144,
|
|
0.8619420528411865,
|
|
0.8674927353858948,
|
|
0.8457852602005005
|
|
],
|
|
"time": 29.641053170897067,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 0.601472795009613,
|
|
"val_loss": 0.6851478219032288,
|
|
"acc": 75.79,
|
|
"f1": [
|
|
0.798174262046814,
|
|
0.8851147890090942,
|
|
0.6895673274993896,
|
|
0.5981980562210083,
|
|
0.7094889283180237,
|
|
0.6487964391708374,
|
|
0.8255811929702759,
|
|
0.7876002788543701,
|
|
0.8400977253913879,
|
|
0.8282076120376587
|
|
],
|
|
"time": 29.791143632493913,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 0.5959193110466003,
|
|
"val_loss": 0.5733791589736938,
|
|
"acc": 79.04,
|
|
"f1": [
|
|
0.8096808195114136,
|
|
0.8725700378417969,
|
|
0.7662472128868103,
|
|
0.6497362852096558,
|
|
0.7517728805541992,
|
|
0.7052872180938721,
|
|
0.8488006591796875,
|
|
0.7927231192588806,
|
|
0.8672301173210144,
|
|
0.8693068027496338
|
|
],
|
|
"time": 29.236059711314738,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 0.6413999199867249,
|
|
"val_loss": 0.5289514064788818,
|
|
"acc": 80.44,
|
|
"f1": [
|
|
0.81095290184021,
|
|
0.8955071568489075,
|
|
0.7459805011749268,
|
|
0.6291878819465637,
|
|
0.7712241411209106,
|
|
0.7253552079200745,
|
|
0.8540814518928528,
|
|
0.8560233116149902,
|
|
0.879601776599884,
|
|
0.8612995147705078
|
|
],
|
|
"time": 29.77793053165078,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 0.6255650520324707,
|
|
"val_loss": 0.505256712436676,
|
|
"acc": 82.22,
|
|
"f1": [
|
|
0.8434196710586548,
|
|
0.8972702622413635,
|
|
0.7723455429077148,
|
|
0.6757178902626038,
|
|
0.8113015294075012,
|
|
0.738658607006073,
|
|
0.8530938029289246,
|
|
0.8620153069496155,
|
|
0.8917965292930603,
|
|
0.8725181221961975
|
|
],
|
|
"time": 29.25485093612224,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 0.6497776508331299,
|
|
"val_loss": 0.5447918772697449,
|
|
"acc": 80.98,
|
|
"f1": [
|
|
0.8403278589248657,
|
|
0.8887742161750793,
|
|
0.7671754956245422,
|
|
0.6495814323425293,
|
|
0.7763440012931824,
|
|
0.720149040222168,
|
|
0.8561839461326599,
|
|
0.856995701789856,
|
|
0.8821176886558533,
|
|
0.861411452293396
|
|
],
|
|
"time": 29.259852185845375,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 0.6217795014381409,
|
|
"val_loss": 0.5512935519218445,
|
|
"acc": 80.8,
|
|
"f1": [
|
|
0.830902099609375,
|
|
0.8965181708335876,
|
|
0.7602702975273132,
|
|
0.6495800614356995,
|
|
0.7720881700515747,
|
|
0.7221654057502747,
|
|
0.8583160638809204,
|
|
0.8646798729896545,
|
|
0.8757453560829163,
|
|
0.8668728470802307
|
|
],
|
|
"time": 29.450547352433205,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 0.6442235708236694,
|
|
"val_loss": 0.5624216794967651,
|
|
"acc": 80.78,
|
|
"f1": [
|
|
0.8310195207595825,
|
|
0.8771927952766418,
|
|
0.7614262700080872,
|
|
0.659959614276886,
|
|
0.7888480424880981,
|
|
0.7164013981819153,
|
|
0.8610669374465942,
|
|
0.8509125709533691,
|
|
0.8845230340957642,
|
|
0.835274338722229
|
|
],
|
|
"time": 29.770073911175132,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 0.585868239402771,
|
|
"val_loss": 0.6434905529022217,
|
|
"acc": 80.43,
|
|
"f1": [
|
|
0.8166349530220032,
|
|
0.8899566531181335,
|
|
0.756628692150116,
|
|
0.6768420338630676,
|
|
0.8019800782203674,
|
|
0.684820294380188,
|
|
0.8614268898963928,
|
|
0.8452791571617126,
|
|
0.8399637341499329,
|
|
0.8454155921936035
|
|
],
|
|
"time": 29.41783031076193,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 0.5165760517120361,
|
|
"val_loss": 0.44862309098243713,
|
|
"acc": 82.26,
|
|
"f1": [
|
|
0.8359100818634033,
|
|
0.9005789756774902,
|
|
0.7729810476303101,
|
|
0.6631633043289185,
|
|
0.8020209670066833,
|
|
0.7414683103561401,
|
|
0.8729280829429626,
|
|
0.870275616645813,
|
|
0.8869739770889282,
|
|
0.8691772222518921
|
|
],
|
|
"time": 29.031916816718876,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 0.6212729215621948,
|
|
"val_loss": 0.5751717686653137,
|
|
"acc": 80.47,
|
|
"f1": [
|
|
0.7677180171012878,
|
|
0.8799158930778503,
|
|
0.7664375305175781,
|
|
0.6680099368095398,
|
|
0.8025045990943909,
|
|
0.7116356492042542,
|
|
0.8743112683296204,
|
|
0.8671252727508545,
|
|
0.8562812805175781,
|
|
0.8609060049057007
|
|
],
|
|
"time": 29.322149238549173,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 0.672296404838562,
|
|
"val_loss": 0.5562540292739868,
|
|
"acc": 81.65,
|
|
"f1": [
|
|
0.837405800819397,
|
|
0.8965516686439514,
|
|
0.7632939219474792,
|
|
0.6666665077209473,
|
|
0.7985864281654358,
|
|
0.7401265501976013,
|
|
0.8513367176055908,
|
|
0.8756974339485168,
|
|
0.8873307704925537,
|
|
0.853645384311676
|
|
],
|
|
"time": 29.47427390422672,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 0.6076178550720215,
|
|
"val_loss": 0.5087295174598694,
|
|
"acc": 80.89,
|
|
"f1": [
|
|
0.8521198034286499,
|
|
0.8969123959541321,
|
|
0.7485586404800415,
|
|
0.6629159450531006,
|
|
0.7960616946220398,
|
|
0.7123868465423584,
|
|
0.8473005890846252,
|
|
0.8383358120918274,
|
|
0.8784472346305847,
|
|
0.8795487880706787
|
|
],
|
|
"time": 29.620153882540762,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 0.6105889678001404,
|
|
"val_loss": 0.5123398303985596,
|
|
"acc": 80.39,
|
|
"f1": [
|
|
0.8363261222839355,
|
|
0.8926903605461121,
|
|
0.7486854791641235,
|
|
0.6210580468177795,
|
|
0.7799542546272278,
|
|
0.7218508124351501,
|
|
0.8410499095916748,
|
|
0.861283540725708,
|
|
0.8794465065002441,
|
|
0.842446506023407
|
|
],
|
|
"time": 29.64788077492267,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 0.5698047280311584,
|
|
"val_loss": 0.5061326622962952,
|
|
"acc": 79.74,
|
|
"f1": [
|
|
0.81827712059021,
|
|
0.8916499614715576,
|
|
0.7376208305358887,
|
|
0.6318606734275818,
|
|
0.7736282348632812,
|
|
0.7151105403900146,
|
|
0.8595615029335022,
|
|
0.8338026404380798,
|
|
0.8685256242752075,
|
|
0.8642575740814209
|
|
],
|
|
"time": 29.47336297016591,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 0.471813827753067,
|
|
"val_loss": 0.6663962602615356,
|
|
"acc": 79.29,
|
|
"f1": [
|
|
0.8127938508987427,
|
|
0.8930038809776306,
|
|
0.752284586429596,
|
|
0.6386081576347351,
|
|
0.7863982915878296,
|
|
0.6670678853988647,
|
|
0.839116632938385,
|
|
0.8574255704879761,
|
|
0.8092132210731506,
|
|
0.8354790806770325
|
|
],
|
|
"time": 29.309511727653444,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 0.5578495264053345,
|
|
"val_loss": 0.4625224769115448,
|
|
"acc": 81.65,
|
|
"f1": [
|
|
0.8285320997238159,
|
|
0.9045224189758301,
|
|
0.7634894847869873,
|
|
0.6551723480224609,
|
|
0.7977583408355713,
|
|
0.7282998561859131,
|
|
0.8537397384643555,
|
|
0.8713909387588501,
|
|
0.8858400583267212,
|
|
0.8719286918640137
|
|
],
|
|
"time": 29.275184992700815,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 0.6480401754379272,
|
|
"val_loss": 0.6270425915718079,
|
|
"acc": 80.32,
|
|
"f1": [
|
|
0.8169423937797546,
|
|
0.8961691856384277,
|
|
0.7368912100791931,
|
|
0.6460731625556946,
|
|
0.7801492214202881,
|
|
0.7166920304298401,
|
|
0.8246661424636841,
|
|
0.8656104207038879,
|
|
0.878000795841217,
|
|
0.8661086559295654
|
|
],
|
|
"time": 29.651867914013565,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 0.5393842458724976,
|
|
"val_loss": 0.6408782005310059,
|
|
"acc": 78.69,
|
|
"f1": [
|
|
0.8187848925590515,
|
|
0.8999997973442078,
|
|
0.7154604196548462,
|
|
0.650149405002594,
|
|
0.6913888454437256,
|
|
0.6897307634353638,
|
|
0.8296374082565308,
|
|
0.8420531153678894,
|
|
0.8802746534347534,
|
|
0.8653144240379333
|
|
],
|
|
"time": 29.37214465904981,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 0.5137585997581482,
|
|
"val_loss": 0.5969256162643433,
|
|
"acc": 79.15,
|
|
"f1": [
|
|
0.8288014531135559,
|
|
0.8914502859115601,
|
|
0.7606238722801208,
|
|
0.6132704019546509,
|
|
0.7985572814941406,
|
|
0.695694088935852,
|
|
0.8520947098731995,
|
|
0.851330041885376,
|
|
0.8350167274475098,
|
|
0.8465721607208252
|
|
],
|
|
"time": 29.82242807559669,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 0.5238507986068726,
|
|
"val_loss": 0.6183051466941833,
|
|
"acc": 81.23,
|
|
"f1": [
|
|
0.8426690697669983,
|
|
0.9017809629440308,
|
|
0.765263020992279,
|
|
0.6610670685768127,
|
|
0.7861009836196899,
|
|
0.7254235744476318,
|
|
0.8283647894859314,
|
|
0.8408849239349365,
|
|
0.8925279974937439,
|
|
0.873379647731781
|
|
],
|
|
"time": 29.05005547311157,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 0.5490909218788147,
|
|
"val_loss": 0.5776016712188721,
|
|
"acc": 80.42,
|
|
"f1": [
|
|
0.8444442749023438,
|
|
0.9053782820701599,
|
|
0.7561091184616089,
|
|
0.6340994834899902,
|
|
0.7802021503448486,
|
|
0.7147539854049683,
|
|
0.827702522277832,
|
|
0.8476372361183167,
|
|
0.8614817261695862,
|
|
0.8640775084495544
|
|
],
|
|
"time": 29.474623919464648,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 0.520214855670929,
|
|
"val_loss": 0.4805670380592346,
|
|
"acc": 82.77,
|
|
"f1": [
|
|
0.8601430058479309,
|
|
0.9074801802635193,
|
|
0.778209924697876,
|
|
0.6698840260505676,
|
|
0.8162434697151184,
|
|
0.7350509166717529,
|
|
0.8860885500907898,
|
|
0.8729506134986877,
|
|
0.8899520039558411,
|
|
0.8753286004066467
|
|
],
|
|
"time": 29.11157427262515,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 0.534385085105896,
|
|
"val_loss": 0.5736792087554932,
|
|
"acc": 81.1,
|
|
"f1": [
|
|
0.8049100041389465,
|
|
0.9002034664154053,
|
|
0.7336549758911133,
|
|
0.679738461971283,
|
|
0.7723982930183411,
|
|
0.7405312061309814,
|
|
0.8606181144714355,
|
|
0.8741582632064819,
|
|
0.8766602277755737,
|
|
0.8695650100708008
|
|
],
|
|
"time": 29.773319425061345,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 0.48431870341300964,
|
|
"val_loss": 0.5889883041381836,
|
|
"acc": 81.03,
|
|
"f1": [
|
|
0.8345654606819153,
|
|
0.907081663608551,
|
|
0.7853925824165344,
|
|
0.6185444593429565,
|
|
0.7987926006317139,
|
|
0.7155253887176514,
|
|
0.8463178873062134,
|
|
0.8603013753890991,
|
|
0.8581079244613647,
|
|
0.8498132824897766
|
|
],
|
|
"time": 30.339420394971967,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 0.4465399980545044,
|
|
"val_loss": 0.5493810176849365,
|
|
"acc": 81.78,
|
|
"f1": [
|
|
0.8397083878517151,
|
|
0.9107230305671692,
|
|
0.7526780962944031,
|
|
0.6597030162811279,
|
|
0.7930560111999512,
|
|
0.7099766731262207,
|
|
0.857549786567688,
|
|
0.8656104207038879,
|
|
0.887130618095398,
|
|
0.8811829090118408
|
|
],
|
|
"time": 29.20232642069459,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 0.5087023377418518,
|
|
"val_loss": 0.6130267977714539,
|
|
"acc": 78.73,
|
|
"f1": [
|
|
0.8422603011131287,
|
|
0.9029926061630249,
|
|
0.7439503073692322,
|
|
0.6111565828323364,
|
|
0.7494354844093323,
|
|
0.6754235625267029,
|
|
0.8315215706825256,
|
|
0.8409891724586487,
|
|
0.8715024590492249,
|
|
0.8657333254814148
|
|
],
|
|
"time": 29.755412030033767,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 0.5941293835639954,
|
|
"val_loss": 0.5696952939033508,
|
|
"acc": 79.73,
|
|
"f1": [
|
|
0.8344646096229553,
|
|
0.90077805519104,
|
|
0.7457166910171509,
|
|
0.6532109379768372,
|
|
0.7753757834434509,
|
|
0.6493825912475586,
|
|
0.8234232068061829,
|
|
0.8552772998809814,
|
|
0.8834168314933777,
|
|
0.8490461111068726
|
|
],
|
|
"time": 29.211447993293405,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 0.506738007068634,
|
|
"val_loss": 0.6042662262916565,
|
|
"acc": 80.13,
|
|
"f1": [
|
|
0.8350949883460999,
|
|
0.901246190071106,
|
|
0.7553725242614746,
|
|
0.6515746116638184,
|
|
0.7719616293907166,
|
|
0.6649935245513916,
|
|
0.8143495917320251,
|
|
0.855779230594635,
|
|
0.8834353685379028,
|
|
0.8639174103736877
|
|
],
|
|
"time": 29.860229826532304,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 0.5644645690917969,
|
|
"val_loss": 0.6295435428619385,
|
|
"acc": 80.98,
|
|
"f1": [
|
|
0.8368037343025208,
|
|
0.8816027641296387,
|
|
0.747572660446167,
|
|
0.6730592250823975,
|
|
0.7976630926132202,
|
|
0.7373948097229004,
|
|
0.8565508723258972,
|
|
0.8670884370803833,
|
|
0.9032920598983765,
|
|
0.8139129281044006
|
|
],
|
|
"time": 29.62617103755474,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 0.4591786563396454,
|
|
"val_loss": 0.5899665355682373,
|
|
"acc": 82.08,
|
|
"f1": [
|
|
0.8274598717689514,
|
|
0.907715380191803,
|
|
0.7878786325454712,
|
|
0.6645159721374512,
|
|
0.8094301223754883,
|
|
0.7307295799255371,
|
|
0.8609340190887451,
|
|
0.8653844594955444,
|
|
0.8810783624649048,
|
|
0.8586587309837341
|
|
],
|
|
"time": 29.12010637205094,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 0.45059797167778015,
|
|
"val_loss": 0.6130582094192505,
|
|
"acc": 82.97,
|
|
"f1": [
|
|
0.8657451272010803,
|
|
0.9046896696090698,
|
|
0.7907215356826782,
|
|
0.6751590967178345,
|
|
0.815071702003479,
|
|
0.7411271929740906,
|
|
0.8689725399017334,
|
|
0.87259840965271,
|
|
0.8967833518981934,
|
|
0.8774985074996948
|
|
],
|
|
"time": 29.15287194494158,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 0.43872013688087463,
|
|
"val_loss": 0.5392373204231262,
|
|
"acc": 83.03,
|
|
"f1": [
|
|
0.8589145541191101,
|
|
0.916496753692627,
|
|
0.7621619701385498,
|
|
0.6794570684432983,
|
|
0.8228026628494263,
|
|
0.7218748927116394,
|
|
0.8816118836402893,
|
|
0.8858857154846191,
|
|
0.8883469700813293,
|
|
0.8866178393363953
|
|
],
|
|
"time": 29.02301859203726,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 0.4723714292049408,
|
|
"val_loss": 0.4823629856109619,
|
|
"acc": 80.62,
|
|
"f1": [
|
|
0.855165421962738,
|
|
0.9074841737747192,
|
|
0.7404872179031372,
|
|
0.6432159543037415,
|
|
0.7840601205825806,
|
|
0.6783624887466431,
|
|
0.840908944606781,
|
|
0.8705998063087463,
|
|
0.8842542171478271,
|
|
0.8896759748458862
|
|
],
|
|
"time": 29.636993065476418,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 0.5160313248634338,
|
|
"val_loss": 0.4422955811023712,
|
|
"acc": 83.02,
|
|
"f1": [
|
|
0.8593586087226868,
|
|
0.9008820056915283,
|
|
0.7951316833496094,
|
|
0.6967369318008423,
|
|
0.8148835897445679,
|
|
0.7411763668060303,
|
|
0.8650916218757629,
|
|
0.8656558394432068,
|
|
0.8919447660446167,
|
|
0.8837664127349854
|
|
],
|
|
"time": 29.71125685237348,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 0.45746639370918274,
|
|
"val_loss": 0.47254619002342224,
|
|
"acc": 83.98,
|
|
"f1": [
|
|
0.8662154078483582,
|
|
0.9172622561454773,
|
|
0.8036187291145325,
|
|
0.6989679932594299,
|
|
0.8210715651512146,
|
|
0.732362687587738,
|
|
0.8772275447845459,
|
|
0.8917391896247864,
|
|
0.9045519828796387,
|
|
0.8912069797515869
|
|
],
|
|
"time": 29.42129508405924,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 0.5216732621192932,
|
|
"val_loss": 0.6449230909347534,
|
|
"acc": 79.24,
|
|
"f1": [
|
|
0.8234653472900391,
|
|
0.8976296782493591,
|
|
0.7662674188613892,
|
|
0.6369529366493225,
|
|
0.8037198781967163,
|
|
0.6886004209518433,
|
|
0.8529260158538818,
|
|
0.8445805907249451,
|
|
0.8110597133636475,
|
|
0.8522549271583557
|
|
],
|
|
"time": 29.271350062452257,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 0.44547128677368164,
|
|
"val_loss": 0.5088266134262085,
|
|
"acc": 84.2,
|
|
"f1": [
|
|
0.8659489750862122,
|
|
0.9133464694023132,
|
|
0.805168867111206,
|
|
0.7009749412536621,
|
|
0.8112337589263916,
|
|
0.756256639957428,
|
|
0.8654301166534424,
|
|
0.887983500957489,
|
|
0.9070772528648376,
|
|
0.8894625902175903
|
|
],
|
|
"time": 29.231837180443108,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 0.39387330412864685,
|
|
"val_loss": 0.5244996547698975,
|
|
"acc": 83.05,
|
|
"f1": [
|
|
0.8523884415626526,
|
|
0.897066593170166,
|
|
0.7922220826148987,
|
|
0.691970705986023,
|
|
0.7999998331069946,
|
|
0.7487682700157166,
|
|
0.8717947602272034,
|
|
0.8762277960777283,
|
|
0.8907561898231506,
|
|
0.8763181567192078
|
|
],
|
|
"time": 29.73269533738494,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 0.4825189709663391,
|
|
"val_loss": 0.49311941862106323,
|
|
"acc": 83.34,
|
|
"f1": [
|
|
0.8508812189102173,
|
|
0.9069997668266296,
|
|
0.7949236631393433,
|
|
0.6800802946090698,
|
|
0.8320311307907104,
|
|
0.743180513381958,
|
|
0.8802815675735474,
|
|
0.8663150668144226,
|
|
0.9009550213813782,
|
|
0.8749998211860657
|
|
],
|
|
"time": 29.22539804968983,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 0.4446381628513336,
|
|
"val_loss": 0.4188075065612793,
|
|
"acc": 84.37,
|
|
"f1": [
|
|
0.8674221634864807,
|
|
0.9152540564537048,
|
|
0.8152171969413757,
|
|
0.6871164441108704,
|
|
0.8247820138931274,
|
|
0.7510371804237366,
|
|
0.8842848539352417,
|
|
0.8846537470817566,
|
|
0.9060239195823669,
|
|
0.8951047658920288
|
|
],
|
|
"time": 29.49298974033445,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 0.45305970311164856,
|
|
"val_loss": 0.6456078886985779,
|
|
"acc": 81.46,
|
|
"f1": [
|
|
0.8252053260803223,
|
|
0.9055309295654297,
|
|
0.7620851993560791,
|
|
0.6642301082611084,
|
|
0.7737067341804504,
|
|
0.7369940280914307,
|
|
0.8640775084495544,
|
|
0.8577339053153992,
|
|
0.8911702632904053,
|
|
0.8846936821937561
|
|
],
|
|
"time": 29.356645807623863,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 0.45213425159454346,
|
|
"val_loss": 0.5031831860542297,
|
|
"acc": 82.09,
|
|
"f1": [
|
|
0.8519577980041504,
|
|
0.9078154563903809,
|
|
0.7726837396621704,
|
|
0.6468645334243774,
|
|
0.8030230402946472,
|
|
0.7118839621543884,
|
|
0.8608113527297974,
|
|
0.8840504288673401,
|
|
0.8760170936584473,
|
|
0.861538290977478
|
|
],
|
|
"time": 29.321283791214228,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 0.4639398753643036,
|
|
"val_loss": 0.4640648365020752,
|
|
"acc": 84.69,
|
|
"f1": [
|
|
0.8664743304252625,
|
|
0.9193705320358276,
|
|
0.8061271905899048,
|
|
0.7067103385925293,
|
|
0.8304460644721985,
|
|
0.7647677659988403,
|
|
0.891972005367279,
|
|
0.8961917757987976,
|
|
0.9051241874694824,
|
|
0.8891158103942871
|
|
],
|
|
"time": 29.684182753786445,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 0.5127643942832947,
|
|
"val_loss": 0.4166683256626129,
|
|
"acc": 83.44,
|
|
"f1": [
|
|
0.8659593462944031,
|
|
0.906705379486084,
|
|
0.7952265739440918,
|
|
0.6897203922271729,
|
|
0.8136703372001648,
|
|
0.726662814617157,
|
|
0.8757208585739136,
|
|
0.8840724229812622,
|
|
0.9050793051719666,
|
|
0.8845544457435608
|
|
],
|
|
"time": 29.4485902832821,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 0.44060051441192627,
|
|
"val_loss": 0.48839789628982544,
|
|
"acc": 84.28,
|
|
"f1": [
|
|
0.8734692335128784,
|
|
0.9195517301559448,
|
|
0.8136454820632935,
|
|
0.6917837858200073,
|
|
0.8196567296981812,
|
|
0.7489081621170044,
|
|
0.8742452263832092,
|
|
0.8840882778167725,
|
|
0.9130644798278809,
|
|
0.9012656807899475
|
|
],
|
|
"time": 29.502806185744703,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 0.41597992181777954,
|
|
"val_loss": 0.5379785895347595,
|
|
"acc": 84.34,
|
|
"f1": [
|
|
0.8664258122444153,
|
|
0.9093732237815857,
|
|
0.8181367516517639,
|
|
0.7148181200027466,
|
|
0.8322798609733582,
|
|
0.7423139810562134,
|
|
0.8839722871780396,
|
|
0.8849467039108276,
|
|
0.9014081954956055,
|
|
0.8807944655418396
|
|
],
|
|
"time": 29.953584593720734,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 0.4764355421066284,
|
|
"val_loss": 0.43458813428878784,
|
|
"acc": 84.39,
|
|
"f1": [
|
|
0.869654655456543,
|
|
0.9164084792137146,
|
|
0.8039583563804626,
|
|
0.7041705250740051,
|
|
0.8115077614784241,
|
|
0.7595626711845398,
|
|
0.8897675275802612,
|
|
0.8824741244316101,
|
|
0.904807448387146,
|
|
0.8964841961860657
|
|
],
|
|
"time": 29.38223636522889,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 0.399086594581604,
|
|
"val_loss": 0.3939856290817261,
|
|
"acc": 84.91,
|
|
"f1": [
|
|
0.8673074841499329,
|
|
0.9201595187187195,
|
|
0.804995059967041,
|
|
0.7156862020492554,
|
|
0.8361579775810242,
|
|
0.758513867855072,
|
|
0.893075168132782,
|
|
0.8818816542625427,
|
|
0.9153385162353516,
|
|
0.9004639983177185
|
|
],
|
|
"time": 29.360636510886252,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 151,
|
|
"train_loss": 0.3866752088069916,
|
|
"val_loss": 0.43793201446533203,
|
|
"acc": 84.41,
|
|
"f1": [
|
|
0.8701823949813843,
|
|
0.904886782169342,
|
|
0.8158023357391357,
|
|
0.7155253887176514,
|
|
0.8336612582206726,
|
|
0.7468143105506897,
|
|
0.8917391896247864,
|
|
0.8929291367530823,
|
|
0.8754050135612488,
|
|
0.8900521397590637
|
|
],
|
|
"time": 29.71311318408698,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 152,
|
|
"train_loss": 0.33744242787361145,
|
|
"val_loss": 0.5317572355270386,
|
|
"acc": 84.58,
|
|
"f1": [
|
|
0.8747513294219971,
|
|
0.9242498874664307,
|
|
0.7953627109527588,
|
|
0.7013099193572998,
|
|
0.8236451745033264,
|
|
0.7521737813949585,
|
|
0.898682713508606,
|
|
0.8831028342247009,
|
|
0.9151695370674133,
|
|
0.9062963128089905
|
|
],
|
|
"time": 29.964521389454603,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 153,
|
|
"train_loss": 0.3766240179538727,
|
|
"val_loss": 0.42330998182296753,
|
|
"acc": 85.4,
|
|
"f1": [
|
|
0.8751189112663269,
|
|
0.9165847301483154,
|
|
0.8162649273872375,
|
|
0.7139937281608582,
|
|
0.8408860564231873,
|
|
0.7760441303253174,
|
|
0.899335503578186,
|
|
0.8893299102783203,
|
|
0.9146650433540344,
|
|
0.8936379551887512
|
|
],
|
|
"time": 29.25380491092801,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 154,
|
|
"train_loss": 0.35973939299583435,
|
|
"val_loss": 0.4563359320163727,
|
|
"acc": 84.74,
|
|
"f1": [
|
|
0.8754375576972961,
|
|
0.9194934964179993,
|
|
0.8101779818534851,
|
|
0.7023695111274719,
|
|
0.8307390809059143,
|
|
0.7507884502410889,
|
|
0.8824679851531982,
|
|
0.8921666145324707,
|
|
0.9145209193229675,
|
|
0.9006361365318298
|
|
],
|
|
"time": 28.890597274526954,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 155,
|
|
"train_loss": 0.3636208772659302,
|
|
"val_loss": 0.4325922131538391,
|
|
"acc": 84.0,
|
|
"f1": [
|
|
0.8768987059593201,
|
|
0.9108407497406006,
|
|
0.8085935711860657,
|
|
0.6935967803001404,
|
|
0.8200588226318359,
|
|
0.7421789765357971,
|
|
0.8810914754867554,
|
|
0.8808121681213379,
|
|
0.9133464694023132,
|
|
0.8965156674385071
|
|
],
|
|
"time": 28.756055550649762,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 156,
|
|
"train_loss": 0.3709785044193268,
|
|
"val_loss": 0.5284135937690735,
|
|
"acc": 83.51,
|
|
"f1": [
|
|
0.8730312585830688,
|
|
0.9089107513427734,
|
|
0.7962961196899414,
|
|
0.6846187710762024,
|
|
0.817796528339386,
|
|
0.7395280003547668,
|
|
0.8748705387115479,
|
|
0.874935507774353,
|
|
0.9171841144561768,
|
|
0.8876228332519531
|
|
],
|
|
"time": 29.440631333738565,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 157,
|
|
"train_loss": 0.3412105441093445,
|
|
"val_loss": 0.49064627289772034,
|
|
"acc": 84.95,
|
|
"f1": [
|
|
0.8859646916389465,
|
|
0.9187312126159668,
|
|
0.7943190336227417,
|
|
0.703497052192688,
|
|
0.8355165719985962,
|
|
0.7578251957893372,
|
|
0.8833498358726501,
|
|
0.8891077041625977,
|
|
0.9203978776931763,
|
|
0.8953720927238464
|
|
],
|
|
"time": 29.403692837804556,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 158,
|
|
"train_loss": 0.3797288239002228,
|
|
"val_loss": 0.5598666071891785,
|
|
"acc": 84.55,
|
|
"f1": [
|
|
0.8800771832466125,
|
|
0.9129363298416138,
|
|
0.7955799698829651,
|
|
0.7121632695198059,
|
|
0.8316725492477417,
|
|
0.739787220954895,
|
|
0.887512743473053,
|
|
0.8929661512374878,
|
|
0.9122982621192932,
|
|
0.8932328820228577
|
|
],
|
|
"time": 29.7327164625749,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 159,
|
|
"train_loss": 0.3144337236881256,
|
|
"val_loss": 0.4790225923061371,
|
|
"acc": 84.56,
|
|
"f1": [
|
|
0.8724153637886047,
|
|
0.913554847240448,
|
|
0.8175844550132751,
|
|
0.7051019072532654,
|
|
0.8387412428855896,
|
|
0.7492258548736572,
|
|
0.8956925272941589,
|
|
0.8919858932495117,
|
|
0.8971870541572571,
|
|
0.8685553669929504
|
|
],
|
|
"time": 29.196580942720175,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 160,
|
|
"train_loss": 0.29231584072113037,
|
|
"val_loss": 0.4274517893791199,
|
|
"acc": 85.83,
|
|
"f1": [
|
|
0.8912934064865112,
|
|
0.9184378385543823,
|
|
0.8210627436637878,
|
|
0.725529670715332,
|
|
0.8431566953659058,
|
|
0.7749509215354919,
|
|
0.891260027885437,
|
|
0.892511248588562,
|
|
0.9246433973312378,
|
|
0.9035531282424927
|
|
],
|
|
"time": 29.401684476993978,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 161,
|
|
"train_loss": 0.3792629539966583,
|
|
"val_loss": 0.38899528980255127,
|
|
"acc": 84.4,
|
|
"f1": [
|
|
0.8742513060569763,
|
|
0.9121925234794617,
|
|
0.8004071712493896,
|
|
0.6951102018356323,
|
|
0.8256965279579163,
|
|
0.7624248266220093,
|
|
0.8753007054328918,
|
|
0.8894652724266052,
|
|
0.9108908772468567,
|
|
0.8944976329803467
|
|
],
|
|
"time": 29.63734418526292,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 162,
|
|
"train_loss": 0.3414706587791443,
|
|
"val_loss": 0.46037063002586365,
|
|
"acc": 85.64,
|
|
"f1": [
|
|
0.8887778520584106,
|
|
0.9201182126998901,
|
|
0.8164249658584595,
|
|
0.7131473422050476,
|
|
0.8469641208648682,
|
|
0.773760199546814,
|
|
0.8851020336151123,
|
|
0.9017578363418579,
|
|
0.9212597012519836,
|
|
0.8958761692047119
|
|
],
|
|
"time": 29.572624128311872,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 163,
|
|
"train_loss": 0.32438260316848755,
|
|
"val_loss": 0.4396986961364746,
|
|
"acc": 85.72,
|
|
"f1": [
|
|
0.8896795511245728,
|
|
0.9213258624076843,
|
|
0.8297117948532104,
|
|
0.7087684869766235,
|
|
0.8454030156135559,
|
|
0.7745195031166077,
|
|
0.8929780125617981,
|
|
0.9002077579498291,
|
|
0.9215883612632751,
|
|
0.9037869572639465
|
|
],
|
|
"time": 29.498396268114448,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 164,
|
|
"train_loss": 0.29392680525779724,
|
|
"val_loss": 0.4403438866138458,
|
|
"acc": 86.3,
|
|
"f1": [
|
|
0.8959363698959351,
|
|
0.9189741611480713,
|
|
0.8241255283355713,
|
|
0.723098874092102,
|
|
0.8563104867935181,
|
|
0.7734575271606445,
|
|
0.8977553844451904,
|
|
0.9051544666290283,
|
|
0.9291415810585022,
|
|
0.9103447198867798
|
|
],
|
|
"time": 29.484110007062554,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 165,
|
|
"train_loss": 0.31493061780929565,
|
|
"val_loss": 0.5078890323638916,
|
|
"acc": 85.42,
|
|
"f1": [
|
|
0.8891107439994812,
|
|
0.9225314855575562,
|
|
0.8235292434692383,
|
|
0.706972062587738,
|
|
0.8470814228057861,
|
|
0.7582027912139893,
|
|
0.8807067275047302,
|
|
0.8941174745559692,
|
|
0.9182642102241516,
|
|
0.9045969843864441
|
|
],
|
|
"time": 29.53859378118068,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 166,
|
|
"train_loss": 0.3223772346973419,
|
|
"val_loss": 0.4940054714679718,
|
|
"acc": 84.66,
|
|
"f1": [
|
|
0.8782433867454529,
|
|
0.9136406779289246,
|
|
0.7981565594673157,
|
|
0.7046533226966858,
|
|
0.8289942145347595,
|
|
0.7577182650566101,
|
|
0.8899033665657043,
|
|
0.8975556492805481,
|
|
0.9183069467544556,
|
|
0.8886530995368958
|
|
],
|
|
"time": 29.416329320520163,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 167,
|
|
"train_loss": 0.2864227592945099,
|
|
"val_loss": 0.49228471517562866,
|
|
"acc": 85.3,
|
|
"f1": [
|
|
0.8901264071464539,
|
|
0.9263156056404114,
|
|
0.8099172711372375,
|
|
0.7089753746986389,
|
|
0.8426394462585449,
|
|
0.7483800053596497,
|
|
0.891196608543396,
|
|
0.8930230736732483,
|
|
0.9241377711296082,
|
|
0.9050048589706421
|
|
],
|
|
"time": 29.372153512202203,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 168,
|
|
"train_loss": 0.36242610216140747,
|
|
"val_loss": 0.5259789228439331,
|
|
"acc": 85.67,
|
|
"f1": [
|
|
0.8836079239845276,
|
|
0.9243863821029663,
|
|
0.8127528429031372,
|
|
0.7131105661392212,
|
|
0.8558822870254517,
|
|
0.7680568099021912,
|
|
0.8931840062141418,
|
|
0.8936823606491089,
|
|
0.9200402498245239,
|
|
0.906639814376831
|
|
],
|
|
"time": 29.08755516447127,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 169,
|
|
"train_loss": 0.3624287545681,
|
|
"val_loss": 0.4450133740901947,
|
|
"acc": 85.06,
|
|
"f1": [
|
|
0.8910384774208069,
|
|
0.9222331047058105,
|
|
0.8048409223556519,
|
|
0.7019398808479309,
|
|
0.8349713683128357,
|
|
0.7639096975326538,
|
|
0.8960971832275391,
|
|
0.8862085938453674,
|
|
0.9236143827438354,
|
|
0.9034550786018372
|
|
],
|
|
"time": 29.18729206547141,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 170,
|
|
"train_loss": 0.26547738909721375,
|
|
"val_loss": 0.44634056091308594,
|
|
"acc": 86.1,
|
|
"f1": [
|
|
0.8939318060874939,
|
|
0.924394965171814,
|
|
0.8201003670692444,
|
|
0.7210214734077454,
|
|
0.8473914265632629,
|
|
0.7729810476303101,
|
|
0.8999998569488525,
|
|
0.8934008479118347,
|
|
0.9276806116104126,
|
|
0.9114686846733093
|
|
],
|
|
"time": 29.56125448551029,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 171,
|
|
"train_loss": 0.275645911693573,
|
|
"val_loss": 0.4265558421611786,
|
|
"acc": 86.33,
|
|
"f1": [
|
|
0.8928748369216919,
|
|
0.9307029247283936,
|
|
0.8281014561653137,
|
|
0.7221409678459167,
|
|
0.8471658229827881,
|
|
0.7760156393051147,
|
|
0.8995941877365112,
|
|
0.9044713377952576,
|
|
0.9275360703468323,
|
|
0.9103514552116394
|
|
],
|
|
"time": 29.967390053905547,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 172,
|
|
"train_loss": 0.3176943063735962,
|
|
"val_loss": 0.5210548639297485,
|
|
"acc": 86.03,
|
|
"f1": [
|
|
0.8919584155082703,
|
|
0.9249128103256226,
|
|
0.8196719884872437,
|
|
0.7187498807907104,
|
|
0.8420531153678894,
|
|
0.7701992392539978,
|
|
0.9006488919258118,
|
|
0.898190975189209,
|
|
0.9313281774520874,
|
|
0.9073415994644165
|
|
],
|
|
"time": 29.442716135643423,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 173,
|
|
"train_loss": 0.2625425159931183,
|
|
"val_loss": 0.5901207327842712,
|
|
"acc": 86.25,
|
|
"f1": [
|
|
0.8968607783317566,
|
|
0.9264554381370544,
|
|
0.8238804340362549,
|
|
0.7256892323493958,
|
|
0.8552892804145813,
|
|
0.7683728337287903,
|
|
0.8977097272872925,
|
|
0.8942596912384033,
|
|
0.9320098161697388,
|
|
0.9091809988021851
|
|
],
|
|
"time": 29.271975396201015,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 174,
|
|
"train_loss": 0.23409824073314667,
|
|
"val_loss": 0.4120599329471588,
|
|
"acc": 86.1,
|
|
"f1": [
|
|
0.8913149833679199,
|
|
0.9270514845848083,
|
|
0.8281487226486206,
|
|
0.7170523405075073,
|
|
0.8468652367591858,
|
|
0.774005651473999,
|
|
0.9028276205062866,
|
|
0.8991382122039795,
|
|
0.9315205216407776,
|
|
0.9045024514198303
|
|
],
|
|
"time": 29.595896414481103,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 175,
|
|
"train_loss": 0.2581438720226288,
|
|
"val_loss": 0.43423765897750854,
|
|
"acc": 85.78,
|
|
"f1": [
|
|
0.8853563070297241,
|
|
0.9226217865943909,
|
|
0.8112092018127441,
|
|
0.7175647020339966,
|
|
0.8549922704696655,
|
|
0.7677081823348999,
|
|
0.8978764414787292,
|
|
0.8914571404457092,
|
|
0.9219217896461487,
|
|
0.9039431810379028
|
|
],
|
|
"time": 29.852725660428405,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 176,
|
|
"train_loss": 0.29315292835235596,
|
|
"val_loss": 0.40765348076820374,
|
|
"acc": 86.17,
|
|
"f1": [
|
|
0.882496178150177,
|
|
0.9240058660507202,
|
|
0.8286571502685547,
|
|
0.7261962294578552,
|
|
0.8506652116775513,
|
|
0.7765902280807495,
|
|
0.9015383124351501,
|
|
0.8975263237953186,
|
|
0.9226098656654358,
|
|
0.9081982374191284
|
|
],
|
|
"time": 28.856417667120695,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 177,
|
|
"train_loss": 0.23344369232654572,
|
|
"val_loss": 0.43952932953834534,
|
|
"acc": 86.12,
|
|
"f1": [
|
|
0.8915303349494934,
|
|
0.9237027764320374,
|
|
0.8291481137275696,
|
|
0.7195816040039062,
|
|
0.8455443978309631,
|
|
0.7701207995414734,
|
|
0.8997931480407715,
|
|
0.9036142826080322,
|
|
0.927752673625946,
|
|
0.9061262607574463
|
|
],
|
|
"time": 29.12151641678065,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 178,
|
|
"train_loss": 0.20925748348236084,
|
|
"val_loss": 0.3718414306640625,
|
|
"acc": 86.52,
|
|
"f1": [
|
|
0.8965515494346619,
|
|
0.9293338060379028,
|
|
0.8359732031822205,
|
|
0.7279410362243652,
|
|
0.8520532250404358,
|
|
0.7788159847259521,
|
|
0.9043301343917847,
|
|
0.8955373764038086,
|
|
0.9302786588668823,
|
|
0.9111660718917847
|
|
],
|
|
"time": 28.67405518051237,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 179,
|
|
"train_loss": 0.2803424000740051,
|
|
"val_loss": 0.4935101270675659,
|
|
"acc": 85.78,
|
|
"f1": [
|
|
0.886496901512146,
|
|
0.9238525032997131,
|
|
0.8247420787811279,
|
|
0.7141542434692383,
|
|
0.845955491065979,
|
|
0.7713855504989624,
|
|
0.9039545655250549,
|
|
0.8905032277107239,
|
|
0.9283170104026794,
|
|
0.9055076241493225
|
|
],
|
|
"time": 29.184710578992963,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 180,
|
|
"train_loss": 0.24738815426826477,
|
|
"val_loss": 0.41743186116218567,
|
|
"acc": 86.52,
|
|
"f1": [
|
|
0.8945810794830322,
|
|
0.9309126138687134,
|
|
0.8352299332618713,
|
|
0.7300988435745239,
|
|
0.8511276245117188,
|
|
0.7725092172622681,
|
|
0.8980391025543213,
|
|
0.8992877006530762,
|
|
0.9315893650054932,
|
|
0.9124935269355774
|
|
],
|
|
"time": 29.45330877415836,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 181,
|
|
"train_loss": 0.26754578948020935,
|
|
"val_loss": 0.40192046761512756,
|
|
"acc": 86.55,
|
|
"f1": [
|
|
0.9017454385757446,
|
|
0.9302557706832886,
|
|
0.827118456363678,
|
|
0.7343748211860657,
|
|
0.8437343239784241,
|
|
0.7737299799919128,
|
|
0.9025843143463135,
|
|
0.9014801979064941,
|
|
0.9341376423835754,
|
|
0.909458577632904
|
|
],
|
|
"time": 29.530076267197728,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 182,
|
|
"train_loss": 0.2771373391151428,
|
|
"val_loss": 0.5362948775291443,
|
|
"acc": 86.43,
|
|
"f1": [
|
|
0.8945020437240601,
|
|
0.9271990060806274,
|
|
0.8278645277023315,
|
|
0.7326730489730835,
|
|
0.8547345995903015,
|
|
0.7723918557167053,
|
|
0.8994383215904236,
|
|
0.8984922766685486,
|
|
0.9281108975410461,
|
|
0.9108908772468567
|
|
],
|
|
"time": 29.210429164581,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 183,
|
|
"train_loss": 0.25627636909484863,
|
|
"val_loss": 0.3556477129459381,
|
|
"acc": 86.7,
|
|
"f1": [
|
|
0.896517276763916,
|
|
0.9287862181663513,
|
|
0.8292680978775024,
|
|
0.7270972728729248,
|
|
0.8551790118217468,
|
|
0.7795751690864563,
|
|
0.9078154563903809,
|
|
0.9050277471542358,
|
|
0.9340769052505493,
|
|
0.9120877385139465
|
|
],
|
|
"time": 29.67038295790553,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 184,
|
|
"train_loss": 0.22633343935012817,
|
|
"val_loss": 0.5489295721054077,
|
|
"acc": 86.69,
|
|
"f1": [
|
|
0.8957053422927856,
|
|
0.9310517311096191,
|
|
0.8340079188346863,
|
|
0.7273597121238708,
|
|
0.8535154461860657,
|
|
0.7795558571815491,
|
|
0.9021358489990234,
|
|
0.9033887386322021,
|
|
0.9315474629402161,
|
|
0.9146278500556946
|
|
],
|
|
"time": 29.816067710518837,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 185,
|
|
"train_loss": 0.2804776728153229,
|
|
"val_loss": 0.3932129740715027,
|
|
"acc": 86.92,
|
|
"f1": [
|
|
0.8892198801040649,
|
|
0.9311210513114929,
|
|
0.8374432325363159,
|
|
0.7335242629051208,
|
|
0.8588467240333557,
|
|
0.7864933013916016,
|
|
0.9105607271194458,
|
|
0.9029321074485779,
|
|
0.9328022003173828,
|
|
0.9126116037368774
|
|
],
|
|
"time": 29.96959479060024,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 186,
|
|
"train_loss": 0.21023455262184143,
|
|
"val_loss": 0.48327746987342834,
|
|
"acc": 86.82,
|
|
"f1": [
|
|
0.8995500802993774,
|
|
0.9288954138755798,
|
|
0.8359255194664001,
|
|
0.7217602729797363,
|
|
0.8551858067512512,
|
|
0.785824179649353,
|
|
0.9071035981178284,
|
|
0.9037187099456787,
|
|
0.9308615326881409,
|
|
0.9151363372802734
|
|
],
|
|
"time": 29.627539061941206,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 187,
|
|
"train_loss": 0.22860535979270935,
|
|
"val_loss": 0.4351010024547577,
|
|
"acc": 86.81,
|
|
"f1": [
|
|
0.8958226442337036,
|
|
0.9286074638366699,
|
|
0.8375557065010071,
|
|
0.7267382740974426,
|
|
0.8545992970466614,
|
|
0.7853832840919495,
|
|
0.9071749448776245,
|
|
0.9040402173995972,
|
|
0.9287127256393433,
|
|
0.913580060005188
|
|
],
|
|
"time": 29.94812698289752,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 188,
|
|
"train_loss": 0.2937960624694824,
|
|
"val_loss": 0.4676499664783478,
|
|
"acc": 86.74,
|
|
"f1": [
|
|
0.8988422751426697,
|
|
0.9306327700614929,
|
|
0.83760666847229,
|
|
0.7250956892967224,
|
|
0.855445384979248,
|
|
0.7792996764183044,
|
|
0.9076303243637085,
|
|
0.8993901014328003,
|
|
0.9307422637939453,
|
|
0.9156264066696167
|
|
],
|
|
"time": 30.12814585212618,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 189,
|
|
"train_loss": 0.2468385100364685,
|
|
"val_loss": 0.4176122546195984,
|
|
"acc": 86.86,
|
|
"f1": [
|
|
0.8983048796653748,
|
|
0.931645393371582,
|
|
0.8328297138214111,
|
|
0.7273597121238708,
|
|
0.8622220754623413,
|
|
0.7827867269515991,
|
|
0.9073609113693237,
|
|
0.9064087867736816,
|
|
0.9289287328720093,
|
|
0.9133464694023132
|
|
],
|
|
"time": 29.967442425899208,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 190,
|
|
"train_loss": 0.2587313652038574,
|
|
"val_loss": 0.3753466308116913,
|
|
"acc": 86.88,
|
|
"f1": [
|
|
0.8973459005355835,
|
|
0.9323306679725647,
|
|
0.8341656923294067,
|
|
0.7330487370491028,
|
|
0.8574286103248596,
|
|
0.7810893058776855,
|
|
0.9031608700752258,
|
|
0.9065988063812256,
|
|
0.9319998025894165,
|
|
0.9170435070991516
|
|
],
|
|
"time": 30.15946131385863,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 191,
|
|
"train_loss": 0.26268598437309265,
|
|
"val_loss": 0.4247386157512665,
|
|
"acc": 87.13,
|
|
"f1": [
|
|
0.8992480039596558,
|
|
0.9315893650054932,
|
|
0.836999773979187,
|
|
0.7396993041038513,
|
|
0.8636137843132019,
|
|
0.7857877016067505,
|
|
0.9072372913360596,
|
|
0.9032899737358093,
|
|
0.9313969612121582,
|
|
0.9166664481163025
|
|
],
|
|
"time": 29.831148562021554,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 192,
|
|
"train_loss": 0.22926212847232819,
|
|
"val_loss": 0.3764111399650574,
|
|
"acc": 86.97,
|
|
"f1": [
|
|
0.8943169116973877,
|
|
0.9293938875198364,
|
|
0.834834635257721,
|
|
0.7398450374603271,
|
|
0.8584156632423401,
|
|
0.7869698405265808,
|
|
0.9072679877281189,
|
|
0.9055076241493225,
|
|
0.9301395416259766,
|
|
0.9124560356140137
|
|
],
|
|
"time": 29.77794008143246,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 193,
|
|
"train_loss": 0.20897439122200012,
|
|
"val_loss": 0.4316682517528534,
|
|
"acc": 86.98,
|
|
"f1": [
|
|
0.9000500440597534,
|
|
0.9283206462860107,
|
|
0.8381907343864441,
|
|
0.7354215383529663,
|
|
0.8561608791351318,
|
|
0.7882533073425293,
|
|
0.9072679877281189,
|
|
0.903748631477356,
|
|
0.9309998154640198,
|
|
0.9130867123603821
|
|
],
|
|
"time": 30.09239881578833,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 194,
|
|
"train_loss": 0.23953083157539368,
|
|
"val_loss": 0.3700871169567108,
|
|
"acc": 86.93,
|
|
"f1": [
|
|
0.8980410099029541,
|
|
0.9288575649261475,
|
|
0.8366730809211731,
|
|
0.7342014908790588,
|
|
0.8594057559967041,
|
|
0.7824288010597229,
|
|
0.9055274724960327,
|
|
0.9046183228492737,
|
|
0.931206226348877,
|
|
0.914542555809021
|
|
],
|
|
"time": 30.410670359618962,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 195,
|
|
"train_loss": 0.20433782041072845,
|
|
"val_loss": 0.473187655210495,
|
|
"acc": 87.11,
|
|
"f1": [
|
|
0.899348795413971,
|
|
0.9300451874732971,
|
|
0.841309666633606,
|
|
0.7375058531761169,
|
|
0.8603734374046326,
|
|
0.7885008454322815,
|
|
0.9074444770812988,
|
|
0.9039716720581055,
|
|
0.9308800101280212,
|
|
0.9139997959136963
|
|
],
|
|
"time": 30.048310423269868,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 196,
|
|
"train_loss": 0.29946085810661316,
|
|
"val_loss": 0.5546297430992126,
|
|
"acc": 87.06,
|
|
"f1": [
|
|
0.9023160934448242,
|
|
0.9288575649261475,
|
|
0.8401597142219543,
|
|
0.735009491443634,
|
|
0.8579879403114319,
|
|
0.7860080003738403,
|
|
0.9073609113693237,
|
|
0.9073415994644165,
|
|
0.9309998154640198,
|
|
0.913173496723175
|
|
],
|
|
"time": 30.351222870871425,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 197,
|
|
"train_loss": 0.24410797655582428,
|
|
"val_loss": 0.5194414854049683,
|
|
"acc": 87.06,
|
|
"f1": [
|
|
0.9000500440597534,
|
|
0.9303953647613525,
|
|
0.8416831493377686,
|
|
0.7370981574058533,
|
|
0.8584069013595581,
|
|
0.7872557640075684,
|
|
0.9060772061347961,
|
|
0.9037781953811646,
|
|
0.9292827248573303,
|
|
0.9139137268066406
|
|
],
|
|
"time": 30.518057065084577,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 198,
|
|
"train_loss": 0.21553367376327515,
|
|
"val_loss": 0.31728529930114746,
|
|
"acc": 87.03,
|
|
"f1": [
|
|
0.896448016166687,
|
|
0.9300451874732971,
|
|
0.8394194841384888,
|
|
0.735565185546875,
|
|
0.8593979477882385,
|
|
0.7892836928367615,
|
|
0.9084505438804626,
|
|
0.9041370153427124,
|
|
0.9293531775474548,
|
|
0.9132600426673889
|
|
],
|
|
"time": 30.438674543984234,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 199,
|
|
"train_loss": 0.29082098603248596,
|
|
"val_loss": 0.39947429299354553,
|
|
"acc": 87.06,
|
|
"f1": [
|
|
0.8975511193275452,
|
|
0.9303256273269653,
|
|
0.8410929441452026,
|
|
0.7353083491325378,
|
|
0.8599799871444702,
|
|
0.7900099754333496,
|
|
0.9056223034858704,
|
|
0.9047139883041382,
|
|
0.9298156499862671,
|
|
0.9139137268066406
|
|
],
|
|
"time": 29.682376069948077,
|
|
"param": null
|
|
}
|
|
]
|
|
} |