AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-05 04:30:45 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/benchmark/CIFAR100/log/RandAugment(N3-M0.17)-resnet50-200 epochs -0.json
Harle, Antoine (Contracteur) 4166922c34 Rangement
2020-02-28 16:46:37 -05:00

22033 lines
No EOL
497 KiB
JSON
Executable file
Raw Blame History

{
"Accuracy": 54.48,
"Time": [
26.39780059425626,
1.0299726229964459,
6371.805968735367
],
"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": 3,
"M": 0.16666666666666666
},
"Log": [
{
"epoch": 0,
"train_loss": 4.623310089111328,
"val_loss": 4.649177551269531,
"acc": 1.22,
"f1": [
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.02009948156774044,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.13690471649169922,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0
],
"time": 39.53964206762612,
"param": null
},
{
"epoch": 1,
"train_loss": 4.67967414855957,
"val_loss": 4.769649028778076,
"acc": 1.81,
"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,
0.02184501476585865,
0.09830505400896072,
0.0,
0.016806693747639656,
0.0,
0.11586203426122665,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.02366860769689083,
0.0,
0.0,
0.0,
0.03183019906282425,
0.0,
0.0,
0.0,
0.0,
0.0,
0.026431666687130928,
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,
0.037602800875902176,
0.0,
0.0,
0.0,
0.0,
0.0,
0.006097518373280764,
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,
0.0105262640863657,
0.0,
0.0,
0.0,
0.0,
0.0,
0.02298845164477825,
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
],
"time": 25.95084045175463,
"param": null
},
{
"epoch": 2,
"train_loss": 4.572859287261963,
"val_loss": 4.536655902862549,
"acc": 2.25,
"f1": [
0.03821650892496109,
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,
0.13972599804401398,
0.0,
0.0,
0.0,
0.15624995529651642,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.010152232833206654,
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,
0.012820464558899403,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.026359116658568382,
0.0,
0.0,
0.0,
0.0,
0.02517814002931118,
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,
0.029291149228811264,
0.0,
0.0,
0.04494376480579376,
0.05725967884063721,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.05736134573817253
],
"time": 26.077383171766996,
"param": null
},
{
"epoch": 3,
"train_loss": 4.569601535797119,
"val_loss": 4.474667549133301,
"acc": 2.77,
"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,
0.03201280161738396,
0.0,
0.15199993550777435,
0.07526877522468567,
0.008032095618546009,
0.0,
0.17748913168907166,
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,
0.10112354159355164,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.09049767255783081,
0.0,
0.0,
0.0,
0.13414627313613892,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.05225987732410431,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.03945368900895119,
0.0,
0.0,
0.0,
0.0,
0.0707964226603508,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.011363585479557514,
0.04339246824383736,
0.0,
0.0,
0.02941172383725643,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.03582553192973137
],
"time": 25.825025033205748,
"param": null
},
{
"epoch": 4,
"train_loss": 4.563366413116455,
"val_loss": 4.470337390899658,
"acc": 3.91,
"f1": [
0.0,
0.04999995231628418,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.051281996071338654,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.04379557445645332,
0.0,
0.0,
0.15755623579025269,
0.10638293623924255,
0.0,
0.0,
0.23904375731945038,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.025640975683927536,
0.01526714488863945,
0.0,
0.02510458417236805,
0.0,
0.040914539247751236,
0.04385959729552269,
0.0,
0.0,
0.0,
0.0,
0.05341244488954544,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.11851850897073746,
0.0,
0.01612899824976921,
0.0,
0.0,
0.027586162090301514,
0.0,
0.0,
0.0,
0.05425771325826645,
0.0731070339679718,
0.0,
0.0,
0.01550382748246193,
0.0,
0.0,
0.018181798979640007,
0.02142854407429695,
0.0,
0.0451127365231514,
0.0,
0.08128702640533447,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.04606522619724274,
0.02499994821846485,
0.0,
0.0,
0.0,
0.03614452853798866,
0.0,
0.0,
0.0,
0.009900938719511032,
0.0,
0.0,
0.0,
0.0,
0.07476631551980972
],
"time": 25.679259113036096,
"param": null
},
{
"epoch": 5,
"train_loss": 4.456250190734863,
"val_loss": 4.396838665008545,
"acc": 4.25,
"f1": [
0.06060601398348808,
0.04430375620722771,
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,
0.08580853790044785,
0.0,
0.0,
0.10443860292434692,
0.040723949670791626,
0.0,
0.0779220387339592,
0.16399282217025757,
0.01593620516359806,
0.0,
0.0,
0.0,
0.013793058693408966,
0.007352893240749836,
0.017241353169083595,
0.0,
0.0,
0.0,
0.0,
0.041642557829618454,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.056337978690862656,
0.0,
0.0,
0.0,
0.0,
0.12859557569026947,
0.06802718341350555,
0.0,
0.0,
0.015267136506736279,
0.051281996071338654,
0.010443824343383312,
0.0,
0.05128201097249985,
0.03614452853798866,
0.06370756030082703,
0.0,
0.0,
0.012461015023291111,
0.0,
0.0,
0.0,
0.0,
0.0,
0.043165422976017,
0.0,
0.14190684258937836,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.030029993504285812,
0.0,
0.0,
0.02777773141860962,
0.05504581704735756,
0.0,
0.0,
0.03448270633816719,
0.0,
0.0,
0.010928910225629807,
0.0,
0.016528895124793053,
0.0,
0.02228408120572567,
0.0,
0.0,
0.015686223283410072
],
"time": 26.543505860492587,
"param": null
},
{
"epoch": 6,
"train_loss": 4.35669469833374,
"val_loss": 4.240610599517822,
"acc": 5.56,
"f1": [
0.1398600935935974,
0.06442950665950775,
0.0,
0.0,
0.015037554316222668,
0.0,
0.0,
0.039215635508298874,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.011560643091797829,
0.0,
0.0,
0.08428245037794113,
0.0,
0.0,
0.13259664177894592,
0.09433956444263458,
0.0,
0.021857870742678642,
0.1857142299413681,
0.0,
0.0,
0.0,
0.0,
0.0,
0.05555551126599312,
0.04854363575577736,
0.0,
0.0,
0.0,
0.0,
0.10377352684736252,
0.0,
0.014598497189581394,
0.0,
0.0,
0.06896547973155975,
0.0,
0.02702697180211544,
0.0,
0.0,
0.0,
0.03603601083159447,
0.0,
0.09411761909723282,
0.0,
0.041666630655527115,
0.14736837148666382,
0.1782177984714508,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.01612899824976921,
0.047244053333997726,
0.06569337844848633,
0.0,
0.0,
0.0,
0.0,
0.0,
0.054347772151231766,
0.06998651474714279,
0.0,
0.0,
0.017543835565447807,
0.17893217504024506,
0.0,
0.06642060726881027,
0.024844668805599213,
0.0,
0.0,
0.027971982955932617,
0.04385959729552269,
0.027586158365011215,
0.038461484014987946,
0.0,
0.0,
0.08974353224039078,
0.081632599234581,
0.0,
0.0,
0.05208327993750572,
0.0,
0.0,
0.0946745052933693,
0.0,
0.010810759849846363,
0.1107010543346405,
0.05681813135743141,
0.06009851023554802,
0.0,
0.07100587338209152
],
"time": 26.99346191715449,
"param": null
},
{
"epoch": 7,
"train_loss": 4.291015148162842,
"val_loss": 4.15654993057251,
"acc": 6.92,
"f1": [
0.12573669850826263,
0.05498276278376579,
0.0,
0.0,
0.04608289524912834,
0.019047604873776436,
0.014705840498209,
0.1403508186340332,
0.03141355887055397,
0.0,
0.0,
0.0,
0.054421715438365936,
0.014084463939070702,
0.014925332739949226,
0.0,
0.017543835565447807,
0.0,
0.0,
0.0,
0.09977320581674576,
0.1932772397994995,
0.0,
0.0,
0.09999994188547134,
0.0,
0.0,
0.0,
0.0,
0.0,
0.1191488727927208,
0.0645160973072052,
0.043715789914131165,
0.04597695544362068,
0.0,
0.0,
0.1069958284497261,
0.015037554316222668,
0.014285671524703503,
0.0,
0.0,
0.19417472183704376,
0.0,
0.0,
0.0,
0.0,
0.0,
0.12259191274642944,
0.04545450210571289,
0.15760864317417145,
0.0,
0.0,
0.20503592491149902,
0.11299430578947067,
0.06997080147266388,
0.027026981115341187,
0.02857138216495514,
0.0,
0.0,
0.0,
0.15471693873405457,
0.13145533204078674,
0.07250750809907913,
0.0,
0.009174260310828686,
0.029303982853889465,
0.03322254866361618,
0.0,
0.08024686574935913,
0.08924946188926697,
0.016666635870933533,
0.0645160898566246,
0.0,
0.16641449928283691,
0.0,
0.13675208389759064,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.04705876484513283,
0.0,
0.0,
0.06020061671733856,
0.12154688686132431,
0.028985461220145226,
0.04271841421723366,
0.015999965369701385,
0.07339443266391754,
0.0,
0.08888886868953705,
0.019230758771300316,
0.015384565107524395,
0.08955218642950058,
0.0,
0.09829864650964737,
0.0,
0.04020094871520996
],
"time": 25.648482914082706,
"param": null
},
{
"epoch": 8,
"train_loss": 4.239037036895752,
"val_loss": 4.031682968139648,
"acc": 8.52,
"f1": [
0.16595742106437683,
0.16891886293888092,
0.0,
0.018017996102571487,
0.019230758771300316,
0.08648642897605896,
0.0510440468788147,
0.0788954496383667,
0.0215053241699934,
0.0,
0.0,
0.0,
0.0,
0.05714280158281326,
0.0,
0.03508768975734711,
0.0,
0.1639343947172165,
0.0,
0.0,
0.16199372708797455,
0.09489045292139053,
0.0,
0.12087904661893845,
0.2614378333091736,
0.0,
0.0,
0.0,
0.0,
0.0,
0.1694914698600769,
0.09384158998727798,
0.018181798979640007,
0.028168966993689537,
0.026431666687130928,
0.0,
0.07042248547077179,
0.048780445009469986,
0.043478209525346756,
0.0,
0.0,
0.2374998927116394,
0.06338023394346237,
0.03636360913515091,
0.0,
0.0,
0.0,
0.21495321393013,
0.017093989998102188,
0.13023249804973602,
0.0,
0.0,
0.2694496512413025,
0.22382664680480957,
0.0784929171204567,
0.0,
0.019801972433924675,
0.019047604873776436,
0.017093989998102188,
0.0,
0.17292000353336334,
0.10972564667463303,
0.014814772643148899,
0.0,
0.009302274323999882,
0.0,
0.04642162844538689,
0.0,
0.10041835159063339,
0.013513467274606228,
0.06382973492145538,
0.05454542860388756,
0.0,
0.21455931663513184,
0.017093989998102188,
0.136701300740242,
0.07035170495510101,
0.0,
0.0,
0.018348604440689087,
0.0,
0.0,
0.1776859015226364,
0.060150329023599625,
0.0,
0.013605396263301373,
0.12145744264125824,
0.0,
0.034782569855451584,
0.0,
0.02684558928012848,
0.01694912277162075,
0.0,
0.077922023832798,
0.0,
0.2524271011352539,
0.018957294523715973,
0.07092193514108658,
0.0,
0.05774274095892906
],
"time": 25.907732693478465,
"param": null
},
{
"epoch": 9,
"train_loss": 4.066742897033691,
"val_loss": 3.840993881225586,
"acc": 9.88,
"f1": [
0.16206258535385132,
0.06410250812768936,
0.018867909908294678,
0.0,
0.013071848079562187,
0.049180272966623306,
0.07299268245697021,
0.14367811381816864,
0.01538457814604044,
0.0,
0.0,
0.0,
0.14222215116024017,
0.1290322095155716,
0.01449271198362112,
0.0,
0.018867909908294678,
0.07812494784593582,
0.0,
0.03333327919244766,
0.1438848376274109,
0.11764702200889587,
0.0,
0.26540276408195496,
0.21728388965129852,
0.019230758771300316,
0.0,
0.017699090763926506,
0.0,
0.07142851501703262,
0.21596238017082214,
0.01960783451795578,
0.0,
0.03149602562189102,
0.0,
0.0,
0.11796243488788605,
0.09756091237068176,
0.04166661947965622,
0.0,
0.0,
0.2643677294254303,
0.02631574124097824,
0.10901463776826859,
0.031249960884451866,
0.015037554316222668,
0.06451607495546341,
0.16666661202907562,
0.012986965477466583,
0.18285708129405975,
0.0,
0.019230758771300316,
0.2553190290927887,
0.20197038352489471,
0.06034477427601814,
0.01941746659576893,
0.0732983723282814,
0.04195799678564072,
0.09580832719802856,
0.0886075496673584,
0.3868311941623688,
0.09395968168973923,
0.03007514588534832,
0.0,
0.06339141726493835,
0.0,
0.04687495157122612,
0.0,
0.14606736600399017,
0.07100585103034973,
0.0,
0.15873010456562042,
0.018691571429371834,
0.28268545866012573,
0.01941746659576893,
0.21446380019187927,
0.05594400689005852,
0.0,
0.020304514095187187,
0.0,
0.0,
0.0,
0.23008842766284943,
0.0,
0.0,
0.012738806195557117,
0.1235954761505127,
0.0,
0.030534302815794945,
0.13772451877593994,
0.06369420886039734,
0.03478258103132248,
0.10704222321510315,
0.12244890630245209,
0.03614452853798866,
0.3082706034183502,
0.0,
0.06201544776558876,
0.01626013033092022,
0.07741929590702057
],
"time": 26.031179341487586,
"param": null
},
{
"epoch": 10,
"train_loss": 4.010099411010742,
"val_loss": 3.7896454334259033,
"acc": 10.9,
"f1": [
0.22380946576595306,
0.20805364847183228,
0.014598497189581394,
0.06849309802055359,
0.03603601083159447,
0.06321834772825241,
0.0,
0.11518317461013794,
0.0,
0.08071742951869965,
0.0,
0.01785712130367756,
0.07843131572008133,
0.0,
0.0,
0.01785712130367756,
0.0,
0.18518513441085815,
0.0,
0.08450698107481003,
0.212454155087471,
0.17679554224014282,
0.0368097648024559,
0.2694299519062042,
0.1449274718761444,
0.0,
0.0,
0.03007514588534832,
0.03773583099246025,
0.0,
0.21940921247005463,
0.016806693747639656,
0.0,
0.07751933485269547,
0.0,
0.04237283021211624,
0.12293139100074768,
0.05172409862279892,
0.02836875058710575,
0.0,
0.019047604873776436,
0.2753622531890869,
0.0,
0.10105755925178528,
0.0,
0.0,
0.0,
0.28571420907974243,
0.1048034280538559,
0.23255810141563416,
0.0,
0.040816277265548706,
0.37962955236434937,
0.17511513829231262,
0.062111746519804,
0.0,
0.14285708963871002,
0.0,
0.06763279438018799,
0.13966475427150726,
0.4093022048473358,
0.16744180023670197,
0.19616200029850006,
0.03636360913515091,
0.017699064686894417,
0.018691571429371834,
0.06282717734575272,
0.10852707922458649,
0.23529402911663055,
0.06060601398348808,
0.0,
0.19999994337558746,
0.0,
0.19999992847442627,
0.015747996047139168,
0.21428565680980682,
0.017241353169083595,
0.0,
0.03448272496461868,
0.04958672448992729,
0.02247185818850994,
0.06638998538255692,
0.1258740872144699,
0.03999995067715645,
0.0,
0.0,
0.12804876267910004,
0.03571426123380661,
0.06225677579641342,
0.09556309133768082,
0.0,
0.02247185818850994,
0.0336134098470211,
0.05847948044538498,
0.01851850003004074,
0.3267325758934021,
0.05063285678625107,
0.08910888433456421,
0.06986892968416214,
0.13043473660945892
],
"time": 26.5552667863667,
"param": null
},
{
"epoch": 11,
"train_loss": 3.9951367378234863,
"val_loss": 3.660203695297241,
"acc": 12.82,
"f1": [
0.29126206040382385,
0.16774186491966248,
0.0,
0.019047604873776436,
0.0,
0.038834936916828156,
0.08875734359025955,
0.11421623826026917,
0.04237283021211624,
0.16279064118862152,
0.0,
0.0,
0.13186806440353394,
0.10112354159355164,
0.04761899262666702,
0.09302320331335068,
0.08805025368928909,
0.19708023965358734,
0.0,
0.03199996426701546,
0.2117646485567093,
0.22388052940368652,
0.07751933485269547,
0.1898733526468277,
0.27272719144821167,
0.03809521719813347,
0.0,
0.043478213250637054,
0.17567561566829681,
0.05504584312438965,
0.2605040967464447,
0.10062887519598007,
0.017699090763926506,
0.04615379497408867,
0.09764915704727173,
0.02962958812713623,
0.1688653975725174,
0.03603601083159447,
0.07052183896303177,
0.018867909908294678,
0.05607474222779274,
0.019801972433924675,
0.0,
0.09248548746109009,
0.0,
0.027971982955932617,
0.0,
0.35416656732559204,
0.062499936670064926,
0.14184391498565674,
0.0,
0.10091739147901535,
0.4258063733577728,
0.24489787220954895,
0.04444439709186554,
0.014705840498209,
0.13636356592178345,
0.1279069036245346,
0.11834313720464706,
0.018017996102571487,
0.412811279296875,
0.1706160604953766,
0.18633535504341125,
0.0,
0.0,
0.04054049029946327,
0.0898875743150711,
0.01851850003004074,
0.3238094747066498,
0.1930294632911682,
0.15217386186122894,
0.24539868533611298,
0.06818175315856934,
0.18867920339107513,
0.030769191682338715,
0.20734336972236633,
0.16560502350330353,
0.0,
0.017241353169083595,
0.06600654870271683,
0.0,
0.0,
0.29461750388145447,
0.08421046286821365,
0.0,
0.07547163963317871,
0.19498604536056519,
0.027210839092731476,
0.0,
0.1510203778743744,
0.08045971393585205,
0.07499993592500687,
0.04838705435395241,
0.08450698852539062,
0.056603748351335526,
0.286666601896286,
0.0672268494963646,
0.04651157185435295,
0.07633581757545471,
0.10582003742456436
],
"time": 26.530329328030348,
"param": null
},
{
"epoch": 12,
"train_loss": 3.809093713760376,
"val_loss": 3.658396005630493,
"acc": 13.79,
"f1": [
0.3367346227169037,
0.1911763995885849,
0.03389827162027359,
0.03389827162027359,
0.012738806195557117,
0.09917350858449936,
0.14906828105449677,
0.14910021424293518,
0.06451606005430222,
0.165217325091362,
0.0,
0.019230758771300316,
0.08805025368928909,
0.06486479938030243,
0.0780487209558487,
0.062111746519804,
0.0,
0.17073166370391846,
0.0,
0.0,
0.1801241785287857,
0.20603010058403015,
0.10588229447603226,
0.24358965456485748,
0.28242069482803345,
0.06249995529651642,
0.05063285678625107,
0.017543835565447807,
0.11666662245988846,
0.08474570512771606,
0.24637673795223236,
0.10062888264656067,
0.03846152126789093,
0.11764701455831528,
0.09349590539932251,
0.10612241923809052,
0.1799999624490738,
0.09395967423915863,
0.11643831431865692,
0.017543835565447807,
0.03478258103132248,
0.19753079116344452,
0.01612899824976921,
0.11764698475599289,
0.05084741488099098,
0.048192720860242844,
0.06703904271125793,
0.3313608467578888,
0.14743585884571075,
0.20118334889411926,
0.0,
0.06779656559228897,
0.4625406265258789,
0.31908828020095825,
0.11827950179576874,
0.035398200154304504,
0.1759258508682251,
0.06944438815116882,
0.15384609997272491,
0.01960783451795578,
0.4238409399986267,
0.05454542860388756,
0.2431371659040451,
0.0,
0.0,
0.01785712130367756,
0.04687495157122612,
0.06956518441438675,
0.3670884966850281,
0.23584897816181183,
0.0,
0.14285708963871002,
0.0,
0.22608689963817596,
0.03999995067715645,
0.2857142388820648,
0.27272719144821167,
0.0,
0.06040263921022415,
0.1287878304719925,
0.017543835565447807,
0.06756751239299774,
0.3636362850666046,
0.11583005636930466,
0.0,
0.1584157794713974,
0.2460567057132721,
0.03508768975734711,
0.03960391879081726,
0.11764702200889587,
0.031249960884451866,
0.15950913727283478,
0.10437707602977753,
0.03603601083159447,
0.21621614694595337,
0.29299360513687134,
0.018348604440689087,
0.0566801093518734,
0.06986892968416214,
0.10071936994791031
],
"time": 26.253750689327717,
"param": null
},
{
"epoch": 13,
"train_loss": 3.9077718257904053,
"val_loss": 3.6025431156158447,
"acc": 15.49,
"f1": [
0.32432425022125244,
0.21857915818691254,
0.10416660457849503,
0.03571426123380661,
0.0,
0.14285708963871002,
0.08403357863426208,
0.1789472997188568,
0.10050245374441147,
0.18699179589748383,
0.0,
0.0,
0.03305782005190849,
0.14007778465747833,
0.0,
0.06818175315856934,
0.0,
0.18826737999916077,
0.0,
0.07462681084871292,
0.21308405697345734,
0.23469379544258118,
0.16580304503440857,
0.29107969999313354,
0.19318175315856934,
0.05970144271850586,
0.0,
0.06756751239299774,
0.2014387845993042,
0.047244053333997726,
0.23696675896644592,
0.07575751841068268,
0.03773583099246025,
0.19540224969387054,
0.115755595266819,
0.10501189529895782,
0.1970442682504654,
0.16666661202907562,
0.0983605906367302,
0.06802716106176376,
0.06956518441438675,
0.17877088487148285,
0.09192198514938354,
0.12875531613826752,
0.07462680339813232,
0.031007712706923485,
0.07142851501703262,
0.28415289521217346,
0.17441853880882263,
0.24390237033367157,
0.03305782005190849,
0.0797545462846756,
0.43421047925949097,
0.3131312429904938,
0.0,
0.04411759972572327,
0.19108274579048157,
0.14754094183444977,
0.15384609997272491,
0.01785712130367756,
0.5585584044456482,
0.20155030488967896,
0.2658226788043976,
0.0,
0.04026840627193451,
0.03669722378253937,
0.09836061298847198,
0.05454542860388756,
0.44221094250679016,
0.26966288685798645,
0.05555550381541252,
0.39285704493522644,
0.04545450210571289,
0.25870639085769653,
0.017093989998102188,
0.2821781635284424,
0.3018867075443268,
0.0,
0.09246572852134705,
0.12359543144702911,
0.019047604873776436,
0.03389827162027359,
0.4210525155067444,
0.0,
0.0,
0.19444438815116882,
0.24595461785793304,
0.03305782005190849,
0.0,
0.09137050062417984,
0.06521732360124588,
0.13468009233474731,
0.14285708963871002,
0.06849309802055359,
0.2838708758354187,
0.31615114212036133,
0.05952375382184982,
0.09644666314125061,
0.0504201278090477,
0.14545448124408722
],
"time": 25.672391613945365,
"param": null
},
{
"epoch": 14,
"train_loss": 3.7007105350494385,
"val_loss": 3.434804916381836,
"acc": 18.6,
"f1": [
0.38674020767211914,
0.21621616184711456,
0.0,
0.0886075422167778,
0.06306301057338715,
0.15999993681907654,
0.15714280307292938,
0.1768706887960434,
0.12499994039535522,
0.21518979966640472,
0.054054029285907745,
0.025477658957242966,
0.1731601059436798,
0.13432830572128296,
0.09374994784593582,
0.04615379497408867,
0.14754094183444977,
0.26446273922920227,
0.10526309907436371,
0.01785712130367756,
0.18421049416065216,
0.20902606844902039,
0.16580304503440857,
0.33789944648742676,
0.2566370666027069,
0.06837603449821472,
0.07499993592500687,
0.0967741385102272,
0.2873562276363373,
0.11111105233430862,
0.27338123321533203,
0.1222221851348877,
0.14184391498565674,
0.20779214799404144,
0.11612900346517563,
0.10344824194908142,
0.18791940808296204,
0.1619046926498413,
0.12359543144702911,
0.11594197899103165,
0.10218973457813263,
0.3428570628166199,
0.017391279339790344,
0.18618616461753845,
0.11285262554883957,
0.04444439709186554,
0.10884349048137665,
0.3783782124519348,
0.28571417927742004,
0.2176164984703064,
0.0,
0.1048034280538559,
0.49999988079071045,
0.3846152722835541,
0.23963125050067902,
0.052631545811891556,
0.20304562151432037,
0.07407403737306595,
0.19841262698173523,
0.1242937222123146,
0.5828570127487183,
0.2399999350309372,
0.32124343514442444,
0.1307188868522644,
0.11320747435092926,
0.01785712130367756,
0.08547002077102661,
0.20809243619441986,
0.48275846242904663,
0.3478260040283203,
0.33064505457878113,
0.44970402121543884,
0.029850704595446587,
0.09523804485797882,
0.0,
0.29080113768577576,
0.3248406946659088,
0.0,
0.09302319586277008,
0.0701754093170166,
0.025806402787566185,
0.0,
0.4183672070503235,
0.12499994039535522,
0.07339446991682053,
0.21700873970985413,
0.23661965131759644,
0.17283941805362701,
0.09954744577407837,
0.19496850669384003,
0.019230758771300316,
0.22137397527694702,
0.0491802878677845,
0.06896546483039856,
0.3537413775920868,
0.32888880372047424,
0.09374994784593582,
0.03478258103132248,
0.0666666179895401,
0.17117109894752502
],
"time": 26.16292206849903,
"param": null
},
{
"epoch": 15,
"train_loss": 3.673856735229492,
"val_loss": 3.35038423538208,
"acc": 19.53,
"f1": [
0.3731342554092407,
0.21323524415493011,
0.09876536577939987,
0.052631545811891556,
0.06530606001615524,
0.1741572618484497,
0.061538416892290115,
0.19780214130878448,
0.08284018188714981,
0.2211054563522339,
0.018691571429371834,
0.017543835565447807,
0.19379839301109314,
0.0,
0.07317067682743073,
0.09876536577939987,
0.1639343649148941,
0.24358965456485748,
0.16915416717529297,
0.017093989998102188,
0.2813454866409302,
0.2244897037744522,
0.14285710453987122,
0.3778800964355469,
0.24630534648895264,
0.0707964226603508,
0.017543835565447807,
0.14012733101844788,
0.33333322405815125,
0.13846148550510406,
0.30392152070999146,
0.09448812901973724,
0.12499994784593582,
0.15384608507156372,
0.15204672515392303,
0.018867909908294678,
0.2357722967863083,
0.17747433483600616,
0.13043473660945892,
0.20645155012607574,
0.14399996399879456,
0.40659332275390625,
0.1290321946144104,
0.07352935522794724,
0.0666666105389595,
0.018017996102571487,
0.16143491864204407,
0.38095229864120483,
0.1931033879518509,
0.21857915818691254,
0.0,
0.08910884708166122,
0.5234374403953552,
0.35602086782455444,
0.23529405891895294,
0.03418800234794617,
0.25657886266708374,
0.07207204401493073,
0.1869564801454544,
0.0,
0.6054052114486694,
0.24489788711071014,
0.27840903401374817,
0.17142851650714874,
0.0,
0.019230758771300316,
0.0886075422167778,
0.10084028542041779,
0.5544553399085999,
0.3255813419818878,
0.24999991059303284,
0.45197728276252747,
0.02941172383725643,
0.14723920822143555,
0.031007712706923485,
0.35608306527137756,
0.39655160903930664,
0.06324104964733124,
0.100263811647892,
0.1554403454065323,
0.0,
0.01612899824976921,
0.44268766045570374,
0.08955218642950058,
0.03252029046416283,
0.13043473660945892,
0.2686566412448883,
0.16249993443489075,
0.08208949863910675,
0.1598062664270401,
0.12408753484487534,
0.2582780718803406,
0.019801972433924675,
0.043478213250637054,
0.40659332275390625,
0.31884050369262695,
0.16999994218349457,
0.081632599234581,
0.13654612004756927,
0.21917803585529327
],
"time": 26.476685871370137,
"param": null
},
{
"epoch": 16,
"train_loss": 3.5405313968658447,
"val_loss": 3.209852933883667,
"acc": 20.49,
"f1": [
0.423912912607193,
0.23584897816181183,
0.12017160654067993,
0.03389827162027359,
0.014184352941811085,
0.12345674633979797,
0.21568621695041656,
0.20512813329696655,
0.14339616894721985,
0.24999991059303284,
0.0,
0.015624962747097015,
0.26395928859710693,
0.13402055203914642,
0.10999993234872818,
0.15204671025276184,
0.13432830572128296,
0.3703702688217163,
0.127999946475029,
0.10843367874622345,
0.165232315659523,
0.3232322335243225,
0.1524663120508194,
0.28571420907974243,
0.23382042348384857,
0.1576354056596756,
0.04761900380253792,
0.16867463290691376,
0.23437494039535522,
0.031745996326208115,
0.2906573414802551,
0.08938541263341904,
0.10852707922458649,
0.22972965240478516,
0.15032675862312317,
0.13698628544807434,
0.16666662693023682,
0.19230763614177704,
0.1061946302652359,
0.25730982422828674,
0.1081080511212349,
0.3470318615436554,
0.13756607472896576,
0.037037014961242676,
0.0745341032743454,
0.03053431026637554,
0.09859149903059006,
0.3315507173538208,
0.23255807161331177,
0.2820512056350708,
0.0,
0.14339616894721985,
0.5373133420944214,
0.36956512928009033,
0.33333322405815125,
0.0701754093170166,
0.2546815574169159,
0.13636358082294464,
0.1194029375910759,
0.07741929590702057,
0.6063346862792969,
0.29951682686805725,
0.34309613704681396,
0.22784802317619324,
0.0645160898566246,
0.0,
0.07179480791091919,
0.05172409862279892,
0.5365853309631348,
0.3829786479473114,
0.3911438286304474,
0.3832334280014038,
0.052173878997564316,
0.2564101815223694,
0.05882347747683525,
0.4221104085445404,
0.44067782163619995,
0.018691571429371834,
0.10140841454267502,
0.10576916486024857,
0.0,
0.07272721081972122,
0.38190943002700806,
0.13157887756824493,
0.027971982955932617,
0.29249006509780884,
0.262711763381958,
0.16249993443489075,
0.11333328485488892,
0.16774189472198486,
0.15476183593273163,
0.31632643938064575,
0.0,
0.15116271376609802,
0.33939382433891296,
0.36123335361480713,
0.17283941805362701,
0.15966379642486572,
0.1081080436706543,
0.09523802250623703
],
"time": 25.747907854616642,
"param": null
},
{
"epoch": 17,
"train_loss": 3.5285279750823975,
"val_loss": 3.254122257232666,
"acc": 23.17,
"f1": [
0.4854367673397064,
0.2869197428226471,
0.11111104488372803,
0.10778438299894333,
0.09756091237068176,
0.1693810522556305,
0.20388342440128326,
0.16417904198169708,
0.16528919339179993,
0.2937852144241333,
0.05714283511042595,
0.0,
0.27472516894340515,
0.15525108575820923,
0.12048186361789703,
0.09999994188547134,
0.1913042962551117,
0.3483482897281647,
0.2404370754957199,
0.06349202245473862,
0.27333325147628784,
0.32307684421539307,
0.1931033730506897,
0.2706766128540039,
0.30555546283721924,
0.07751933485269547,
0.0,
0.1219511553645134,
0.31284910440444946,
0.1242937222123146,
0.3292682468891144,
0.14285708963871002,
0.19607838988304138,
0.26341456174850464,
0.11494245380163193,
0.018348604440689087,
0.21527771651744843,
0.1333332657814026,
0.14525136351585388,
0.23834188282489777,
0.16438350081443787,
0.4487804174423218,
0.06956518441438675,
0.20242910087108612,
0.10112354159355164,
0.07352935522794724,
0.13380277156829834,
0.4253392219543457,
0.2309858500957489,
0.2569831311702728,
0.0,
0.08494202047586441,
0.5475284457206726,
0.39495787024497986,
0.3493974804878235,
0.0,
0.29249006509780884,
0.2290075570344925,
0.21538454294204712,
0.10526309907436371,
0.5764191746711731,
0.2706766128540039,
0.3985506594181061,
0.2274509072303772,
0.06711404025554657,
0.08633087575435638,
0.07407400757074356,
0.19480513036251068,
0.47896432876586914,
0.391608327627182,
0.2887699604034424,
0.4555983543395996,
0.0666666105389595,
0.25945934653282166,
0.10377352684736252,
0.35658907890319824,
0.46376803517341614,
0.07407400757074356,
0.13709673285484314,
0.1052631139755249,
0.01612899824976921,
0.06249995529651642,
0.49999988079071045,
0.13513506948947906,
0.0978260263800621,
0.27380943298339844,
0.2611463963985443,
0.21333326399326324,
0.08536579459905624,
0.19383254647254944,
0.22549012303352356,
0.32411059737205505,
0.08333329111337662,
0.03973504900932312,
0.4504503309726715,
0.35772350430488586,
0.17142851650714874,
0.13095231354236603,
0.12549012899398804,
0.18461529910564423
],
"time": 25.385281127877533,
"param": null
},
{
"epoch": 18,
"train_loss": 3.320876121520996,
"val_loss": 3.1403517723083496,
"acc": 24.41,
"f1": [
0.4951455295085907,
0.30275216698646545,
0.12765952944755554,
0.05517236515879631,
0.13274329900741577,
0.17218537628650665,
0.26136353611946106,
0.19889496266841888,
0.15853653848171234,
0.37305691838264465,
0.0,
0.0,
0.299465149641037,
0.16733060777187347,
0.10687018185853958,
0.09999994188547134,
0.26262614130973816,
0.4034333825111389,
0.28019312024116516,
0.22891558706760406,
0.30833324790000916,
0.340782105922699,
0.14117640256881714,
0.41666656732559204,
0.34104037284851074,
0.14012733101844788,
0.1368420422077179,
0.14583328366279602,
0.329670250415802,
0.11398956924676895,
0.28753986954689026,
0.0869564637541771,
0.18181811273097992,
0.255638986825943,
0.15686269104480743,
0.10526309907436371,
0.2562277019023895,
0.18478251993656158,
0.1341462880373001,
0.25301194190979004,
0.16993455588817596,
0.36893191933631897,
0.17112290859222412,
0.21363629400730133,
0.10062886029481888,
0.04545450210571289,
0.07142854481935501,
0.3882351815700531,
0.25777769088745117,
0.1550387144088745,
0.01639341004192829,
0.10317454487085342,
0.5372167825698853,
0.44444432854652405,
0.3666665554046631,
0.0,
0.28806576132774353,
0.2099446803331375,
0.23788540065288544,
0.08695648610591888,
0.6329113245010376,
0.3529410660266876,
0.33802807331085205,
0.2583332359790802,
0.028985461220145226,
0.03669722378253937,
0.05504584312438965,
0.3121950626373291,
0.5185183882713318,
0.4239999055862427,
0.26136353611946106,
0.5555554032325745,
0.06493500620126724,
0.19999994337558746,
0.035398200154304504,
0.5230767726898193,
0.49350637197494507,
0.05454542860388756,
0.12857137620449066,
0.1531914472579956,
0.03389827162027359,
0.017093989998102188,
0.5520360469818115,
0.22360241413116455,
0.0491802878677845,
0.28925609588623047,
0.28235283493995667,
0.19999992847442627,
0.016528895124793053,
0.23287667334079742,
0.05172409862279892,
0.2923975884914398,
0.13698624074459076,
0.06106865406036377,
0.4599998891353607,
0.37860071659088135,
0.22346359491348267,
0.14096909761428833,
0.14503812789916992,
0.16901402175426483
],
"time": 26.255236335098743,
"param": null
},
{
"epoch": 19,
"train_loss": 3.4614641666412354,
"val_loss": 3.105288028717041,
"acc": 25.33,
"f1": [
0.5088756084442139,
0.269360214471817,
0.05454542860388756,
0.018181798979640007,
0.06201545521616936,
0.24999991059303284,
0.3097344636917114,
0.22784802317619324,
0.21192045509815216,
0.4024389386177063,
0.03478258103132248,
0.019047604873776436,
0.30939218401908875,
0.1226993277668953,
0.1647058129310608,
0.10399993509054184,
0.2682925760746002,
0.3984062969684601,
0.2727271616458893,
0.17857135832309723,
0.3195265829563141,
0.3636362552642822,
0.19138747453689575,
0.4812833070755005,
0.3147207200527191,
0.2745096981525421,
0.08465602248907089,
0.13504819571971893,
0.372413694858551,
0.1762113720178604,
0.332326203584671,
0.18749992549419403,
0.2091502547264099,
0.2580644488334656,
0.15151509642601013,
0.131687194108963,
0.20454540848731995,
0.17391297221183777,
0.1204012855887413,
0.24060142040252686,
0.25210076570510864,
0.45631060004234314,
0.16176463663578033,
0.2341136336326599,
0.07741929590702057,
0.10144922137260437,
0.08695648610591888,
0.4431816637516022,
0.3107568919658661,
0.35143762826919556,
0.016806693747639656,
0.07894731312990189,
0.5429552793502808,
0.42763152718544006,
0.2898550033569336,
0.03448272496461868,
0.3112839460372925,
0.21390368044376373,
0.22972965240478516,
0.06837603449821472,
0.6699506640434265,
0.3692306578159332,
0.4041449725627899,
0.2576685845851898,
0.0869564563035965,
0.017241353169083595,
0.09580832719802856,
0.19999992847442627,
0.5070422291755676,
0.45106372237205505,
0.3474177420139313,
0.40764322876930237,
0.08333327621221542,
0.2522521913051605,
0.06201545521616936,
0.3617020547389984,
0.5921786427497864,
0.0447760745882988,
0.10714280605316162,
0.09638547897338867,
0.0,
0.13114747405052185,
0.4982205331325531,
0.18064509332180023,
0.07920785993337631,
0.3659573495388031,
0.2613064646720886,
0.24489790201187134,
0.07777772098779678,
0.2433861643075943,
0.18897630274295807,
0.3560605049133301,
0.037037014961242676,
0.1407034695148468,
0.4043320417404175,
0.38647329807281494,
0.21111102402210236,
0.08433729410171509,
0.13526564836502075,
0.12658220529556274
],
"time": 25.818583541549742,
"param": null
},
{
"epoch": 20,
"train_loss": 3.3087024688720703,
"val_loss": 3.071017026901245,
"acc": 26.04,
"f1": [
0.5191488265991211,
0.3394832909107208,
0.10937494784593582,
0.03921567276120186,
0.11199993640184402,
0.14545448124408722,
0.24299058318138123,
0.3139533996582031,
0.18181811273097992,
0.3804876506328583,
0.08823523670434952,
0.09442053735256195,
0.2485874742269516,
0.08771923929452896,
0.1309090554714203,
0.13043470680713654,
0.2571427822113037,
0.3406592309474945,
0.3516482412815094,
0.20462042093276978,
0.4408162534236908,
0.3999998867511749,
0.21126753091812134,
0.39153432846069336,
0.37992820143699646,
0.18181811273097992,
0.09356718510389328,
0.1793721318244934,
0.35978829860687256,
0.13043473660945892,
0.3082706034183502,
0.18957340717315674,
0.24719089269638062,
0.24870456755161285,
0.19108274579048157,
0.1576354056596756,
0.28820955753326416,
0.11023616790771484,
0.15720517933368683,
0.31081071496009827,
0.2546815574169159,
0.4745761454105377,
0.1449274718761444,
0.15642453730106354,
0.10169486701488495,
0.09424077719449997,
0.17647051811218262,
0.48587560653686523,
0.3771427571773529,
0.31428563594818115,
0.0,
0.13818176090717316,
0.5673075914382935,
0.3703702688217163,
0.3820223808288574,
0.012121161445975304,
0.29452046751976013,
0.123287633061409,
0.19551928341388702,
0.1438848376274109,
0.6334840059280396,
0.35460981726646423,
0.3501325845718384,
0.24113468825817108,
0.07042248547077179,
0.03508768975734711,
0.035398200154304504,
0.2837836742401123,
0.5915491580963135,
0.3771428167819977,
0.283950537443161,
0.47653424739837646,
0.10112354159355164,
0.3365383446216583,
0.035398200154304504,
0.45643141865730286,
0.49999988079071045,
0.09473677724599838,
0.1061946451663971,
0.13043473660945892,
0.0,
0.11111105233430862,
0.44805192947387695,
0.16774186491966248,
0.14150936901569366,
0.3387977182865143,
0.29268282651901245,
0.34980979561805725,
0.13999994099140167,
0.2440677285194397,
0.15584410727024078,
0.4154588282108307,
0.1494252234697342,
0.08888883143663406,
0.4959348142147064,
0.36482077836990356,
0.30275216698646545,
0.143540620803833,
0.15686269104480743,
0.20134222507476807
],
"time": 26.071881431154907,
"param": null
},
{
"epoch": 21,
"train_loss": 3.115475654602051,
"val_loss": 2.9768686294555664,
"acc": 26.59,
"f1": [
0.47619032859802246,
0.33333325386047363,
0.17197448015213013,
0.1494252234697342,
0.08571423590183258,
0.2091502696275711,
0.28806576132774353,
0.2617800235748291,
0.20987647771835327,
0.37125736474990845,
0.05357140302658081,
0.05797096714377403,
0.2914571762084961,
0.1977185755968094,
0.13888882100582123,
0.13698625564575195,
0.23170723021030426,
0.41999995708465576,
0.3043477237224579,
0.14723920822143555,
0.3247058093547821,
0.3573881983757019,
0.20588228106498718,
0.31901830434799194,
0.3598325252532959,
0.17679551243782043,
0.13245026767253876,
0.1891891211271286,
0.32352930307388306,
0.20111726224422455,
0.35744670033454895,
0.10606056451797485,
0.22360241413116455,
0.1951218694448471,
0.1939057856798172,
0.08641968667507172,
0.2655600905418396,
0.17431186139583588,
0.16600783169269562,
0.3232322335243225,
0.2741934657096863,
0.3754788637161255,
0.1656804084777832,
0.2192690670490265,
0.07407402247190475,
0.19811314344406128,
0.10606056451797485,
0.3636362850666046,
0.31475403904914856,
0.3529410660266876,
0.05357140302658081,
0.13821132481098175,
0.5362775325775146,
0.4040403366088867,
0.39145901799201965,
0.016666635870933533,
0.3817426860332489,
0.20588228106498718,
0.2576685845851898,
0.140350803732872,
0.6049381494522095,
0.3654821515083313,
0.3731342554092407,
0.26277366280555725,
0.01785712130367756,
0.03603601083159447,
0.06711404025554657,
0.24324317276477814,
0.6019416451454163,
0.39583325386047363,
0.1694914698600769,
0.5344128608703613,
0.04615379497408867,
0.31632643938064575,
0.0,
0.44368594884872437,
0.49999988079071045,
0.13138681650161743,
0.13513506948947906,
0.08955218642950058,
0.05095536634325981,
0.07874010503292084,
0.5026176571846008,
0.21999992430210114,
0.09722216427326202,
0.37914684414863586,
0.3032490015029907,
0.390243798494339,
0.1844659447669983,
0.271523118019104,
0.09448814392089844,
0.4489794969558716,
0.2061854749917984,
0.18404902517795563,
0.5230767726898193,
0.41666656732559204,
0.12068961560726166,
0.15714280307292938,
0.115755595266819,
0.24836592376232147
],
"time": 26.145811340771616,
"param": null
},
{
"epoch": 22,
"train_loss": 3.2354655265808105,
"val_loss": 3.2383780479431152,
"acc": 26.41,
"f1": [
0.5269460082054138,
0.28440356254577637,
0.11851847171783447,
0.05504584312438965,
0.017241353169083595,
0.18592961132526398,
0.2638297379016876,
0.2937852144241333,
0.10810806602239609,
0.3152708411216736,
0.06993001699447632,
0.13636356592178345,
0.2914571762084961,
0.13861380517482758,
0.13872826099395752,
0.1641024947166443,
0.2258063703775406,
0.4577113389968872,
0.3508771061897278,
0.22009563446044922,
0.31720420718193054,
0.38162538409233093,
0.238805890083313,
0.31818172335624695,
0.2965298891067505,
0.1836734414100647,
0.017699090763926506,
0.13095231354236603,
0.3493449091911316,
0.2436547577381134,
0.27380943298339844,
0.210526242852211,
0.2290075570344925,
0.2272726595401764,
0.1818181276321411,
0.17391298711299896,
0.2635658085346222,
0.14765094220638275,
0.1694914698600769,
0.3537413775920868,
0.198198139667511,
0.24193541705608368,
0.17187494039535522,
0.228571355342865,
0.1360543668270111,
0.1445782631635666,
0.23312877118587494,
0.4717947542667389,
0.29677411913871765,
0.28571417927742004,
0.0,
0.14814810454845428,
0.5758754014968872,
0.3988919258117676,
0.4499998688697815,
0.0,
0.35294109582901,
0.220779150724411,
0.2939067482948303,
0.1395348310470581,
0.6311109066009521,
0.33093518018722534,
0.41628947854042053,
0.25373128056526184,
0.017699090763926506,
0.07407402247190475,
0.07643306255340576,
0.23076915740966797,
0.580392062664032,
0.3627203702926636,
0.24193541705608368,
0.43523311614990234,
0.05797096714377403,
0.3431371748447418,
0.13513506948947906,
0.41196006536483765,
0.506493330001831,
0.05084741488099098,
0.08695648610591888,
0.1759999543428421,
0.017699090763926506,
0.11180117726325989,
0.5017666816711426,
0.25270751118659973,
0.11204478144645691,
0.33333319425582886,
0.2014387845993042,
0.27272722125053406,
0.1256038099527359,
0.2977098226547241,
0.08955218642950058,
0.3923443853855133,
0.2243901938199997,
0.2374998927116394,
0.43678149580955505,
0.3636362850666046,
0.22222214937210083,
0.13157887756824493,
0.06451607495546341,
0.15151509642601013
],
"time": 27.209162767976522,
"param": null
},
{
"epoch": 23,
"train_loss": 3.2039077281951904,
"val_loss": 3.0476698875427246,
"acc": 28.2,
"f1": [
0.6054052114486694,
0.34848475456237793,
0.1558440923690796,
0.12765952944755554,
0.1764705330133438,
0.18652844429016113,
0.25443777441978455,
0.31746023893356323,
0.25730982422828674,
0.382978618144989,
0.037037014961242676,
0.08333329111337662,
0.34523800015449524,
0.1675977110862732,
0.14084501564502716,
0.15668198466300964,
0.26086950302124023,
0.4232081174850464,
0.2551928162574768,
0.19780214130878448,
0.49999988079071045,
0.38759681582450867,
0.1442307084798813,
0.335570365190506,
0.4025973081588745,
0.085470050573349,
0.19047611951828003,
0.2147650271654129,
0.34615373611450195,
0.19531244039535522,
0.3516482412815094,
0.2481202334165573,
0.26415085792541504,
0.3139533996582031,
0.1818181276321411,
0.1682242453098297,
0.24477605521678925,
0.16867463290691376,
0.22510816156864166,
0.34394893050193787,
0.2272726446390152,
0.31489354372024536,
0.2572613060474396,
0.20382159948349,
0.14666660130023956,
0.1655171811580658,
0.20359273254871368,
0.4999998211860657,
0.3679999113082886,
0.3783782720565796,
0.0666666254401207,
0.119999960064888,
0.583690881729126,
0.44444432854652405,
0.36551716923713684,
0.09999994188547134,
0.4699452221393585,
0.2258063703775406,
0.23776215314865112,
0.2181817591190338,
0.6732671856880188,
0.4347825050354004,
0.4075828194618225,
0.2938387989997864,
0.06986892968416214,
0.03669722378253937,
0.07633582502603531,
0.18978095054626465,
0.613065242767334,
0.41975298523902893,
0.3860759139060974,
0.4129031002521515,
0.018017996102571487,
0.2959182858467102,
0.08536579459905624,
0.49411752820014954,
0.46931400895118713,
0.14229243993759155,
0.16853927075862885,
0.15757569670677185,
0.0504201278090477,
0.19883033633232117,
0.5150500535964966,
0.2569831311702728,
0.11872139573097229,
0.2948717176914215,
0.23021577298641205,
0.34389129281044006,
0.15151511132717133,
0.33333322405815125,
0.1142856702208519,
0.3975153863430023,
0.23170723021030426,
0.17910441756248474,
0.5405404567718506,
0.4432988464832306,
0.20359273254871368,
0.14473678171634674,
0.14371250569820404,
0.26415085792541504
],
"time": 26.652984142303467,
"param": null
},
{
"epoch": 24,
"train_loss": 3.223644971847534,
"val_loss": 2.9398298263549805,
"acc": 29.55,
"f1": [
0.5612244009971619,
0.3372548520565033,
0.11392398923635483,
0.11023616790771484,
0.11891885101795197,
0.25870639085769653,
0.225680872797966,
0.3348836302757263,
0.25125616788864136,
0.3775508999824524,
0.11428564786911011,
0.0,
0.3289472758769989,
0.2116401493549347,
0.15894034504890442,
0.18848159909248352,
0.2807016670703888,
0.4649445414543152,
0.30985912680625916,
0.24096375703811646,
0.46545445919036865,
0.4140126705169678,
0.14207643270492554,
0.38766512274742126,
0.47540971636772156,
0.19847320020198822,
0.19251330196857452,
0.15384608507156372,
0.4277455508708954,
0.2482757866382599,
0.35483863949775696,
0.24844713509082794,
0.2999998927116394,
0.26415085792541504,
0.11320748925209045,
0.11214946955442429,
0.263374388217926,
0.20765019953250885,
0.1503758728504181,
0.2258063703775406,
0.2705881595611572,
0.5023254752159119,
0.17142851650714874,
0.17105256021022797,
0.10389603674411774,
0.07462681084871292,
0.21874994039535522,
0.4606740176677704,
0.3216079771518707,
0.4195120930671692,
0.10606056451797485,
0.18439710140228271,
0.6025103330612183,
0.48167529702186584,
0.38281238079071045,
0.0,
0.39711183309555054,
0.2695034444332123,
0.22535203397274017,
0.19999994337558746,
0.6292133331298828,
0.4255318343639374,
0.37894731760025024,
0.28723397850990295,
0.1244443878531456,
0.0701754093170166,
0.1307188868522644,
0.23740999400615692,
0.6384975910186768,
0.4980543851852417,
0.3868311941623688,
0.47619032859802246,
0.10457510501146317,
0.26666659116744995,
0.12307687103748322,
0.5049503445625305,
0.5714284181594849,
0.12765952944755554,
0.16356870532035828,
0.23280414938926697,
0.08571422845125198,
0.22018341720104218,
0.4835163652896881,
0.27436816692352295,
0.18518511950969696,
0.4090908467769623,
0.36842095851898193,
0.3738316595554352,
0.1506848782300949,
0.2622949779033661,
0.21839071810245514,
0.43093910813331604,
0.15909084677696228,
0.19277101755142212,
0.5991188287734985,
0.4210525155067444,
0.29523801803588867,
0.193548321723938,
0.15310998260974884,
0.22222214937210083
],
"time": 26.210015683434904,
"param": null
},
{
"epoch": 25,
"train_loss": 3.0235917568206787,
"val_loss": 2.8260743618011475,
"acc": 30.73,
"f1": [
0.604255199432373,
0.34554967284202576,
0.22499993443489075,
0.1078430786728859,
0.09090903401374817,
0.30567678809165955,
0.2776349186897278,
0.3414633274078369,
0.3046356737613678,
0.4148934781551361,
0.17391295731067657,
0.1257142275571823,
0.15999993681907654,
0.22797919809818268,
0.12021850794553757,
0.17358486354351044,
0.3047617971897125,
0.45849794149398804,
0.34108519554138184,
0.22916659712791443,
0.548076868057251,
0.36805543303489685,
0.22666659951210022,
0.46215128898620605,
0.46416378021240234,
0.2127659022808075,
0.20512813329696655,
0.1891891211271286,
0.4245808720588684,
0.2749998867511749,
0.24836592376232147,
0.2702701687812805,
0.2976189851760864,
0.3196720480918884,
0.22459883987903595,
0.14555251598358154,
0.2456139624118805,
0.23414628207683563,
0.19047611951828003,
0.32748526334762573,
0.3097344636917114,
0.4727271497249603,
0.17964066565036774,
0.19047611951828003,
0.14814810454845428,
0.12676051259040833,
0.08196717500686646,
0.3999998867511749,
0.389104962348938,
0.4098359942436218,
0.08888883143663406,
0.19417467713356018,
0.575916051864624,
0.4615384042263031,
0.47619038820266724,
0.0967741385102272,
0.41975298523902893,
0.31884050369262695,
0.30701744556427,
0.280898779630661,
0.672645628452301,
0.48387083411216736,
0.4249998927116394,
0.2838708758354187,
0.05780341476202011,
0.03333330154418945,
0.0759493038058281,
0.32888880372047424,
0.541666567325592,
0.44137921929359436,
0.367346853017807,
0.5564514994621277,
0.09302320331335068,
0.27380943298339844,
0.1257142275571823,
0.4824119210243225,
0.5271965861320496,
0.12987005710601807,
0.1240309551358223,
0.17241372168064117,
0.085470050573349,
0.15894033014774323,
0.49814119935035706,
0.28440356254577637,
0.15909084677696228,
0.30769219994544983,
0.39285704493522644,
0.3679999113082886,
0.22222216427326202,
0.2611275315284729,
0.16931210458278656,
0.4549761712551117,
0.20858889818191528,
0.15789468586444855,
0.5727698802947998,
0.4108526110649109,
0.36018943786621094,
0.23648642003536224,
0.05594400689005852,
0.17886172235012054
],
"time": 25.75123403314501,
"param": null
},
{
"epoch": 26,
"train_loss": 2.950857162475586,
"val_loss": 2.887948751449585,
"acc": 31.46,
"f1": [
0.5761315822601318,
0.3465702533721924,
0.13846148550510406,
0.1854303926229477,
0.18292675912380219,
0.274073988199234,
0.31818172335624695,
0.27199992537498474,
0.32369929552078247,
0.41052618622779846,
0.20118334889411926,
0.14130428433418274,
0.3878786563873291,
0.294573575258255,
0.15384607017040253,
0.19318175315856934,
0.30769217014312744,
0.45248857140541077,
0.3248729705810547,
0.31249991059303284,
0.5989303588867188,
0.4297519624233246,
0.3076922297477722,
0.37499991059303284,
0.42201828956604004,
0.2097901701927185,
0.2681563198566437,
0.19811314344406128,
0.5164833664894104,
0.22471901774406433,
0.3387095630168915,
0.30996301770210266,
0.2783504128456116,
0.36046499013900757,
0.24528296291828156,
0.15172411501407623,
0.22792017459869385,
0.22988496720790863,
0.18181811273097992,
0.3670884966850281,
0.24516120553016663,
0.5022420287132263,
0.17218537628650665,
0.24170608818531036,
0.13740453124046326,
0.1634240448474884,
0.13432830572128296,
0.4945053458213806,
0.3373492956161499,
0.43373483419418335,
0.1162789985537529,
0.20858889818191528,
0.6173911690711975,
0.5145226716995239,
0.41967207193374634,
0.08391603082418442,
0.48205116391181946,
0.27777770161628723,
0.31249991059303284,
0.28749987483024597,
0.634730339050293,
0.42647045850753784,
0.4416665732860565,
0.2771083414554596,
0.05524856224656105,
0.09302320331335068,
0.1395348310470581,
0.2696628272533417,
0.622641384601593,
0.48666658997535706,
0.42914968729019165,
0.4150942265987396,
0.10958898812532425,
0.3456788957118988,
0.12949636578559875,
0.5340908169746399,
0.5939393043518066,
0.16666659712791443,
0.18285706639289856,
0.2025315761566162,
0.08571423590183258,
0.29032251238822937,
0.6555553674697876,
0.25101208686828613,
0.21890540421009064,
0.41340771317481995,
0.36585354804992676,
0.3636362552642822,
0.20408155024051666,
0.31249991059303284,
0.19383254647254944,
0.47916653752326965,
0.17322827875614166,
0.140350803732872,
0.5614033937454224,
0.43881845474243164,
0.14062495529651642,
0.12030069530010223,
0.10738249123096466,
0.2485205978155136
],
"time": 26.708699063397944,
"param": null
},
{
"epoch": 27,
"train_loss": 2.9385063648223877,
"val_loss": 2.484623670578003,
"acc": 33.88,
"f1": [
0.6161136031150818,
0.3598325252532959,
0.2612611949443817,
0.10144922137260437,
0.14473678171634674,
0.29118767380714417,
0.28699544072151184,
0.36448585987091064,
0.30541861057281494,
0.44347813725471497,
0.19736838340759277,
0.11382109671831131,
0.390243798494339,
0.27551010251045227,
0.2208588421344757,
0.18055549263954163,
0.3230768144130707,
0.5092591643333435,
0.3529411256313324,
0.31325292587280273,
0.4567900598049164,
0.45283010601997375,
0.2580644190311432,
0.38095226883888245,
0.46413490176200867,
0.15999993681907654,
0.1945524662733078,
0.23111103475093842,
0.4692735970020294,
0.29824554920196533,
0.3043477535247803,
0.31746023893356323,
0.345177561044693,
0.3707316219806671,
0.3179486393928528,
0.07812494784593582,
0.28571417927742004,
0.26041656732559204,
0.24186037480831146,
0.4777776598930359,
0.2937852144241333,
0.5882351994514465,
0.2634729743003845,
0.2816900610923767,
0.23076915740966797,
0.16931210458278656,
0.16867463290691376,
0.45128190517425537,
0.4578312039375305,
0.4955751299858093,
0.06249995529651642,
0.24060142040252686,
0.5887095332145691,
0.5296802520751953,
0.3999999463558197,
0.13017743825912476,
0.5142855644226074,
0.3885713219642639,
0.35955044627189636,
0.14062495529651642,
0.7164177894592285,
0.3892616331577301,
0.46391740441322327,
0.33720916509628296,
0.11340199410915375,
0.17857135832309723,
0.09836061298847198,
0.33333322405815125,
0.663461446762085,
0.5370368957519531,
0.3157893717288971,
0.5982142090797424,
0.10322573781013489,
0.24999989569187164,
0.21999992430210114,
0.558139443397522,
0.5899998545646667,
0.19531244039535522,
0.193548321723938,
0.22485199570655823,
0.06201545521616936,
0.19480513036251068,
0.6266093254089355,
0.33816415071487427,
0.1722487509250641,
0.45714274048805237,
0.34523800015449524,
0.3534882664680481,
0.19318175315856934,
0.3833332657814026,
0.25233638286590576,
0.38848912715911865,
0.28260859847068787,
0.17910441756248474,
0.6073297262191772,
0.41549286246299744,
0.33333325386047363,
0.2624998986721039,
0.14864858984947205,
0.3113771378993988
],
"time": 26.59534233249724,
"param": null
},
{
"epoch": 28,
"train_loss": 2.832148313522339,
"val_loss": 2.738466739654541,
"acc": 33.04,
"f1": [
0.6358972787857056,
0.37992820143699646,
0.15757569670677185,
0.1410255879163742,
0.1438848376274109,
0.212290421128273,
0.33027511835098267,
0.3846152722835541,
0.2869197428226471,
0.37398362159729004,
0.07575751841068268,
0.15789468586444855,
0.36269423365592957,
0.2559240758419037,
0.19101116061210632,
0.25112098455429077,
0.318471223115921,
0.4290428161621094,
0.32365134358406067,
0.3487178385257721,
0.36065566539764404,
0.4599998891353607,
0.22608689963817596,
0.42285704612731934,
0.46491214632987976,
0.20731700956821442,
0.2233501821756363,
0.18181811273097992,
0.4670049846172333,
0.26666659116744995,
0.39778995513916016,
0.27999991178512573,
0.36842095851898193,
0.3882351815700531,
0.23963125050067902,
0.18009470403194427,
0.2305295318365097,
0.2816900908946991,
0.2333332598209381,
0.44036686420440674,
0.30857133865356445,
0.5257141590118408,
0.2531644403934479,
0.3138461112976074,
0.18055549263954163,
0.14379078149795532,
0.20809243619441986,
0.4081631600856781,
0.4417669475078583,
0.4230768084526062,
0.04799995943903923,
0.291139155626297,
0.6153844594955444,
0.5057470798492432,
0.46366772055625916,
0.019047604873776436,
0.4338623583316803,
0.31764698028564453,
0.34920626878738403,
0.28318578004837036,
0.7227722406387329,
0.4260353744029999,
0.4183672070503235,
0.3249998986721039,
0.09523803740739822,
0.15151509642601013,
0.15476183593273163,
0.2634729743003845,
0.6810809373855591,
0.5289255380630493,
0.43781083822250366,
0.4918031394481659,
0.09836061298847198,
0.3420073091983795,
0.1509433388710022,
0.5286343097686768,
0.5820105075836182,
0.17142851650714874,
0.1749999076128006,
0.22222216427326202,
0.04958673566579819,
0.25490185618400574,
0.6291078925132751,
0.2820512056350708,
0.140350803732872,
0.4561401903629303,
0.29959505796432495,
0.34931498765945435,
0.16740082204341888,
0.3580785095691681,
0.2739725112915039,
0.49710968136787415,
0.17142851650714874,
0.19801974296569824,
0.4906831383705139,
0.43093910813331604,
0.3316061198711395,
0.31999990344047546,
0.10204074531793594,
0.33333325386047363
],
"time": 26.75466298032552,
"param": null
},
{
"epoch": 29,
"train_loss": 2.7645609378814697,
"val_loss": 2.8730809688568115,
"acc": 33.44,
"f1": [
0.4588235020637512,
0.35254231095314026,
0.17834389209747314,
0.17142851650714874,
0.20202013850212097,
0.35443025827407837,
0.2952028810977936,
0.3433475196361542,
0.2674417495727539,
0.4533332288265228,
0.14432983100414276,
0.21596238017082214,
0.31386852264404297,
0.2540982663631439,
0.18390797078609467,
0.2444443702697754,
0.3041473925113678,
0.4688993990421295,
0.3269230127334595,
0.31081071496009827,
0.5624998807907104,
0.5155554413795471,
0.20547938346862793,
0.3534882664680481,
0.4980236291885376,
0.27338120341300964,
0.13223135471343994,
0.1729728877544403,
0.4787232577800751,
0.34246566891670227,
0.41441428661346436,
0.35074618458747864,
0.3670884966850281,
0.4085105359554291,
0.2624998986721039,
0.10218973457813263,
0.22304826974868774,
0.22325573861598969,
0.2485874742269516,
0.42857131361961365,
0.3013697862625122,
0.41258734464645386,
0.3240739703178406,
0.32124343514442444,
0.2251655012369156,
0.16666659712791443,
0.17073164880275726,
0.41666656732559204,
0.4414413571357727,
0.39999985694885254,
0.13138681650161743,
0.26666656136512756,
0.4565216302871704,
0.5137613415718079,
0.5425531268119812,
0.07462681084871292,
0.43542423844337463,
0.2761903405189514,
0.33548372983932495,
0.26395928859710693,
0.6519335508346558,
0.4295300841331482,
0.4413144290447235,
0.32989683747291565,
0.04999995976686478,
0.13846148550510406,
0.1768706887960434,
0.2758619785308838,
0.4785275459289551,
0.5769229531288147,
0.3908045291900635,
0.5238093733787537,
0.13422814011573792,
0.31067952513694763,
0.12121206521987915,
0.5454544425010681,
0.5650222897529602,
0.1862744390964508,
0.2091502547264099,
0.11920525878667831,
0.13978487253189087,
0.26086950302124023,
0.5868724584579468,
0.3196720480918884,
0.22222214937210083,
0.4111110270023346,
0.3091786503791809,
0.40769219398498535,
0.20437948405742645,
0.3119265139102936,
0.2124999314546585,
0.48132768273353577,
0.19444438815116882,
0.11764700710773468,
0.6120688319206238,
0.4095236659049988,
0.3008129298686981,
0.30107519030570984,
0.12999993562698364,
0.3248729705810547
],
"time": 25.76790453027934,
"param": null
},
{
"epoch": 30,
"train_loss": 2.729952573776245,
"val_loss": 2.631577730178833,
"acc": 33.47,
"f1": [
0.6741572022438049,
0.3999999463558197,
0.19565211236476898,
0.239999920129776,
0.14285707473754883,
0.31632643938064575,
0.28571420907974243,
0.3287670314311981,
0.30819666385650635,
0.40624988079071045,
0.0813007652759552,
0.19580411911010742,
0.3678159713745117,
0.21505369246006012,
0.16666659712791443,
0.2251655012369156,
0.32820504903793335,
0.5312498807907104,
0.2981365919113159,
0.3592813014984131,
0.5503875017166138,
0.4504503309726715,
0.22999992966651917,
0.49999988079071045,
0.4295301139354706,
0.2550334632396698,
0.2114803045988083,
0.17085421085357666,
0.37410059571266174,
0.2906976044178009,
0.40552979707717896,
0.4069766402244568,
0.26277366280555725,
0.38775497674942017,
0.15686267614364624,
0.12173908948898315,
0.2844826877117157,
0.25945934653282166,
0.17449656128883362,
0.4260868728160858,
0.3314284682273865,
0.5048542022705078,
0.26415085792541504,
0.13513506948947906,
0.21463409066200256,
0.15384608507156372,
0.17441853880882263,
0.4245808720588684,
0.44897952675819397,
0.39490434527397156,
0.15950913727283478,
0.3228698670864105,
0.5824559926986694,
0.5134099125862122,
0.342710942029953,
0.05607474222779274,
0.46274495124816895,
0.44444432854652405,
0.3591548204421997,
0.24060142040252686,
0.753488302230835,
0.5314008593559265,
0.44705867767333984,
0.3199998736381531,
0.18518511950969696,
0.09836061298847198,
0.17518241703510284,
0.31249991059303284,
0.6596857309341431,
0.5301203727722168,
0.35398221015930176,
0.5465114712715149,
0.13664589822292328,
0.10687018185853958,
0.14414407312870026,
0.5643152594566345,
0.6769229769706726,
0.14285707473754883,
0.1858406364917755,
0.23595495522022247,
0.13526564836502075,
0.2571427524089813,
0.5185183882713318,
0.275229275226593,
0.2014387995004654,
0.36051490902900696,
0.3905324339866638,
0.4324323236942291,
0.16753920912742615,
0.31067952513694763,
0.2636362612247467,
0.49214646220207214,
0.26573416590690613,
0.1706160604953766,
0.6349205374717712,
0.4180789887905121,
0.2762430012226105,
0.23776215314865112,
0.0990990400314331,
0.26666656136512756
],
"time": 25.951339974999428,
"param": null
},
{
"epoch": 31,
"train_loss": 2.678835868835449,
"val_loss": 2.643955945968628,
"acc": 33.07,
"f1": [
0.6081869602203369,
0.41628947854042053,
0.22680403292179108,
0.13924044370651245,
0.19867542386054993,
0.26086947321891785,
0.25363820791244507,
0.25599992275238037,
0.3428570330142975,
0.4315788447856903,
0.1921396702528,
0.2176164984703064,
0.31818169355392456,
0.2426965832710266,
0.14285710453987122,
0.25490185618400574,
0.45238080620765686,
0.5212765336036682,
0.265682578086853,
0.26315781474113464,
0.6291078925132751,
0.4851484000682831,
0.2526314854621887,
0.17886172235012054,
0.5672725439071655,
0.26794248819351196,
0.265060156583786,
0.19736838340759277,
0.5027931928634644,
0.3764704465866089,
0.11382109671831131,
0.37158459424972534,
0.3362830877304077,
0.3230768144130707,
0.2378377616405487,
0.19591830670833588,
0.22878222167491913,
0.18791939318180084,
0.20491798222064972,
0.4411763846874237,
0.2999999225139618,
0.5181816816329956,
0.19199992716312408,
0.3124999403953552,
0.24870456755161285,
0.1648350954055786,
0.22471901774406433,
0.48717936873435974,
0.5196077227592468,
0.32214754819869995,
0.054054029285907745,
0.24277448654174805,
0.5606060028076172,
0.5054150819778442,
0.5161289572715759,
0.07894731312990189,
0.36065569519996643,
0.24827583134174347,
0.38961026072502136,
0.2727271318435669,
0.7033896446228027,
0.43055543303489685,
0.46610158681869507,
0.28571417927742004,
0.11235948652029037,
0.12213735282421112,
0.12173908948898315,
0.19469021260738373,
0.6206895112991333,
0.49999988079071045,
0.351351261138916,
0.5084745287895203,
0.02877693437039852,
0.31802111864089966,
0.16923071444034576,
0.5323193669319153,
0.48226940631866455,
0.11711704730987549,
0.14925366640090942,
0.20634911954402924,
0.01785712130367756,
0.2599999010562897,
0.5725805163383484,
0.3364485204219818,
0.291139155626297,
0.44537800550460815,
0.34821417927742004,
0.4170615077018738,
0.26415085792541504,
0.3025209605693817,
0.26666656136512756,
0.45132729411125183,
0.2783504128456116,
0.18713442981243134,
0.653465211391449,
0.3401758670806885,
0.2571427822113037,
0.2837836742401123,
0.16267937421798706,
0.24050623178482056
],
"time": 27.21896367613226,
"param": null
},
{
"epoch": 32,
"train_loss": 2.6998395919799805,
"val_loss": 2.776052951812744,
"acc": 33.1,
"f1": [
0.6702126860618591,
0.3793102502822876,
0.24598921835422516,
0.17283941805362701,
0.0813007652759552,
0.2753622233867645,
0.30357134342193604,
0.3076922595500946,
0.33755266666412354,
0.4150942265987396,
0.193548321723938,
0.17857135832309723,
0.2585032880306244,
0.24489788711071014,
0.20960691571235657,
0.2371133416891098,
0.41666656732559204,
0.5197739005088806,
0.33497530221939087,
0.3402060866355896,
0.7052630186080933,
0.4044942855834961,
0.25555548071861267,
0.39495787024497986,
0.46564874053001404,
0.3034482002258301,
0.2283736616373062,
0.19999994337558746,
0.494381844997406,
0.2686566412448883,
0.31428563594818115,
0.3157893717288971,
0.29931965470314026,
0.38461530208587646,
0.2298850268125534,
0.20289847254753113,
0.30158719420433044,
0.2624998986721039,
0.2290075570344925,
0.45887434482574463,
0.27272719144821167,
0.5410627126693726,
0.213483065366745,
0.2580644488334656,
0.17821775376796722,
0.1257142275571823,
0.20895513892173767,
0.44311365485191345,
0.44444435834884644,
0.4598538875579834,
0.18705029785633087,
0.23312875628471375,
0.6267279982566833,
0.6161615252494812,
0.4593299925327301,
0.08219172805547714,
0.5125626921653748,
0.3211677670478821,
0.4263565242290497,
0.2941175401210785,
0.6666665077209473,
0.45833322405815125,
0.4306218922138214,
0.37426888942718506,
0.12021850794553757,
0.07361957430839539,
0.23015865683555603,
0.28220847249031067,
0.6775954961776733,
0.45197728276252747,
0.39631327986717224,
0.4052286446094513,
0.09395967423915863,
0.24999989569187164,
0.1538461297750473,
0.49824556708335876,
0.6206895709037781,
0.16363631188869476,
0.1983470320701599,
0.3225805461406708,
0.04687495157122612,
0.152671679854393,
0.4497354328632355,
0.3248729705810547,
0.2531644403934479,
0.46874985098838806,
0.3974357545375824,
0.4999998211860657,
0.1951218992471695,
0.3846152722835541,
0.2412697672843933,
0.4183005392551422,
0.17518241703510284,
0.15189866721630096,
0.6390531063079834,
0.3208555281162262,
0.2749998867511749,
0.21167877316474915,
0.11235948652029037,
0.32160791754722595
],
"time": 26.104928250424564,
"param": null
},
{
"epoch": 33,
"train_loss": 2.631560802459717,
"val_loss": 4.491418838500977,
"acc": 34.25,
"f1": [
0.6859902143478394,
0.4189721941947937,
0.2075471132993698,
0.17964066565036774,
0.18181811273097992,
0.29431429505348206,
0.33333322405815125,
0.39795905351638794,
0.29107969999313354,
0.45121943950653076,
0.13138681650161743,
0.18749994039535522,
0.2790696918964386,
0.26361027359962463,
0.23157887160778046,
0.239520862698555,
0.393063485622406,
0.5258619785308838,
0.3823528587818146,
0.31055888533592224,
0.33720916509628296,
0.4437085688114166,
0.26717549562454224,
0.42682915925979614,
0.235489159822464,
0.3225805461406708,
0.35365843772888184,
0.2105262726545334,
0.4946235418319702,
0.21582727134227753,
0.36158180236816406,
0.36666661500930786,
0.3675675094127655,
0.38222211599349976,
0.2588233947753906,
0.16346149146556854,
0.22222214937210083,
0.3190660774707794,
0.23469379544258118,
0.4685713052749634,
0.2898549735546112,
0.17293229699134827,
0.3139533996582031,
0.3418802320957184,
0.21538454294204712,
0.1029411256313324,
0.2784809172153473,
0.4951455295085907,
0.5229355692863464,
0.5154638290405273,
0.10937494784593582,
0.2677823603153229,
0.563909649848938,
0.5964910984039307,
0.48305076360702515,
0.07751933485269547,
0.4140126705169678,
0.25945934653282166,
0.3474177420139313,
0.2937852144241333,
0.6297871470451355,
0.33333325386047363,
0.42352932691574097,
0.30065348744392395,
0.11111106723546982,
0.24324318766593933,
0.10752681642770767,
0.2580644190311432,
0.6636362671852112,
0.5624998807907104,
0.45390060544013977,
0.5981307029724121,
0.037037014961242676,
0.33720916509628296,
0.2436547577381134,
0.4999999403953552,
0.6071426868438721,
0.18518511950969696,
0.2374998927116394,
0.228571355342865,
0.0491802878677845,
0.22429899871349335,
0.5866665840148926,
0.31428563594818115,
0.24299058318138123,
0.44444435834884644,
0.38356152176856995,
0.45414838194847107,
0.24137921631336212,
0.3428570628166199,
0.2714284658432007,
0.38834938406944275,
0.2824857831001282,
0.20833326876163483,
0.6476188898086548,
0.45849794149398804,
0.2517482042312622,
0.30150744318962097,
0.14689259231090546,
0.210526242852211
],
"time": 27.432277189567685,
"param": null
},
{
"epoch": 34,
"train_loss": 2.66436767578125,
"val_loss": 2.6530158519744873,
"acc": 34.79,
"f1": [
0.3587442934513092,
0.3823528289794922,
0.12280696630477905,
0.19393931329250336,
0.1704544872045517,
0.21138201653957367,
0.22775794565677643,
0.3644067049026489,
0.4210525155067444,
0.49350637197494507,
0.08759118616580963,
0.26540276408195496,
0.31818169355392456,
0.28048771619796753,
0.26728102564811707,
0.27102795243263245,
0.40764322876930237,
0.5296802520751953,
0.2962961792945862,
0.23076915740966797,
0.6741572022438049,
0.4933919608592987,
0.2983424663543701,
0.49814119935035706,
0.5497629642486572,
0.3157893717288971,
0.28402355313301086,
0.2949307858943939,
0.5227271318435669,
0.3170730471611023,
0.30588221549987793,
0.3999998867511749,
0.3675675094127655,
0.3362830877304077,
0.27160486578941345,
0.10650881379842758,
0.3089430034160614,
0.3139533996582031,
0.1940297782421112,
0.46788978576660156,
0.2784809172153473,
0.5921786427497864,
0.24680845439434052,
0.1916666179895401,
0.23829780519008636,
0.21428564190864563,
0.15714280307292938,
0.4075828194618225,
0.45222923159599304,
0.46792444586753845,
0.17112290859222412,
0.2749999165534973,
0.5877861380577087,
0.42708319425582886,
0.4607328474521637,
0.0,
0.49999988079071045,
0.2870369255542755,
0.42931926250457764,
0.3364485204219818,
0.7272725701332092,
0.5714284777641296,
0.4736841320991516,
0.39999985694885254,
0.12738847732543945,
0.16455689072608948,
0.19108274579048157,
0.29896897077560425,
0.7065216302871704,
0.5714284777641296,
0.360248327255249,
0.4720495045185089,
0.03333330154418945,
0.3367346227169037,
0.21167877316474915,
0.6562498807907104,
0.6086955666542053,
0.17877088487148285,
0.16993455588817596,
0.35390937328338623,
0.046511583030223846,
0.3435581922531128,
0.35398226976394653,
0.2564101815223694,
0.2488888055086136,
0.4622640609741211,
0.43333321809768677,
0.509316623210907,
0.23553715646266937,
0.362318754196167,
0.2682925760746002,
0.46632111072540283,
0.19867542386054993,
0.22966498136520386,
0.635837972164154,
0.4491524398326874,
0.29743579030036926,
0.2478385716676712,
0.05882347747683525,
0.3088234066963196
],
"time": 27.025080548599362,
"param": null
},
{
"epoch": 35,
"train_loss": 2.608250141143799,
"val_loss": 2.536945343017578,
"acc": 36.14,
"f1": [
0.5477177500724792,
0.389104962348938,
0.2175731509923935,
0.1307188868522644,
0.1398600935935974,
0.3636362552642822,
0.2545453906059265,
0.3529410660266876,
0.37908485531806946,
0.47674402594566345,
0.23275858163833618,
0.2751321792602539,
0.3053433895111084,
0.28571417927742004,
0.25247517228126526,
0.20512813329696655,
0.38139525055885315,
0.47297289967536926,
0.2547769844532013,
0.329670250415802,
0.6454544067382812,
0.4916665554046631,
0.3271027207374573,
0.5308055877685547,
0.45054933428764343,
0.3217390477657318,
0.33333319425582886,
0.2545453906059265,
0.447368323802948,
0.3387977182865143,
0.3147207200527191,
0.40764322876930237,
0.3636362552642822,
0.35365843772888184,
0.22784802317619324,
0.14285707473754883,
0.2676055133342743,
0.2617800235748291,
0.22972965240478516,
0.5301203727722168,
0.32539674639701843,
0.6521738171577454,
0.28235283493995667,
0.3385826051235199,
0.24324317276477814,
0.19424454867839813,
0.26086950302124023,
0.5030673146247864,
0.5223366618156433,
0.44230756163597107,
0.15652169287204742,
0.3669723868370056,
0.5826086401939392,
0.4635761082172394,
0.5179281830787659,
0.0701754093170166,
0.5138338804244995,
0.2297871857881546,
0.4837207794189453,
0.33962252736091614,
0.6861923336982727,
0.42780739068984985,
0.46829259395599365,
0.3862067759037018,
0.24710416793823242,
0.15686267614364624,
0.13846148550510406,
0.4086955785751343,
0.7118642330169678,
0.4903225004673004,
0.4183005392551422,
0.5412842631340027,
0.07407402247190475,
0.314606636762619,
0.22818784415721893,
0.6280191540718079,
0.6630433797836304,
0.10714280605316162,
0.2236841470003128,
0.20289847254753113,
0.03389827162027359,
0.2444443702697754,
0.5081965923309326,
0.3161763846874237,
0.239520862698555,
0.45161277055740356,
0.3314284682273865,
0.41935470700263977,
0.27096766233444214,
0.3265305161476135,
0.3152708411216736,
0.5048542022705078,
0.22535203397274017,
0.2211054563522339,
0.5999998450279236,
0.4666665196418762,
0.2649005651473999,
0.32142847776412964,
0.15936249494552612,
0.3522011637687683
],
"time": 26.714219940826297,
"param": null
},
{
"epoch": 36,
"train_loss": 2.605905055999756,
"val_loss": 2.528632640838623,
"acc": 34.26,
"f1": [
0.39062488079071045,
0.3285022974014282,
0.22818784415721893,
0.154929518699646,
0.12765952944755554,
0.3481011688709259,
0.3316061198711395,
0.4338623583316803,
0.3880595862865448,
0.48913031816482544,
0.22222214937210083,
0.13559314608573914,
0.31884047389030457,
0.22598864138126373,
0.1775147169828415,
0.13432830572128296,
0.43216070532798767,
0.41379299759864807,
0.33492809534072876,
0.3232322335243225,
0.680412232875824,
0.43715834617614746,
0.2727271616458893,
0.17699109017848969,
0.559321939945221,
0.30303019285202026,
0.33333319425582886,
0.21224483847618103,
0.5065500736236572,
0.3399999141693115,
0.3473052978515625,
0.36686381697654724,
0.3776223063468933,
0.40322571992874146,
0.3107568919658661,
0.1307188868522644,
0.3398691415786743,
0.22516551613807678,
0.23140490055084229,
0.4727271497249603,
0.3144652843475342,
0.4878048002719879,
0.18848159909248352,
0.30208322405815125,
0.26666656136512756,
0.17964066565036774,
0.26751580834388733,
0.4210525453090668,
0.4335663318634033,
0.21374039351940155,
0.037037014961242676,
0.28742507100105286,
0.5460749864578247,
0.6306304931640625,
0.4976957440376282,
0.03571426123380661,
0.530302882194519,
0.3144652843475342,
0.32762831449508667,
0.210526242852211,
0.6396759748458862,
0.45398759841918945,
0.4827585518360138,
0.3943661153316498,
0.07142854481935501,
0.14285707473754883,
0.21890540421009064,
0.1391303837299347,
0.6063828468322754,
0.5888887047767639,
0.4245808720588684,
0.4313724637031555,
0.16058386862277985,
0.3285022974014282,
0.22924895584583282,
0.5922329425811768,
0.4179103374481201,
0.15789468586444855,
0.22594137489795685,
0.24719089269638062,
0.0813007652759552,
0.215633362531662,
0.587719202041626,
0.2883720099925995,
0.19889496266841888,
0.4113474488258362,
0.4242422878742218,
0.4377681314945221,
0.21327009797096252,
0.301754355430603,
0.23204411566257477,
0.47058814764022827,
0.23021577298641205,
0.21333324909210205,
0.6311109066009521,
0.4561402499675751,
0.24427472054958344,
0.2559240758419037,
0.01851850003004074,
0.42682915925979614
],
"time": 26.036551035009325,
"param": null
},
{
"epoch": 37,
"train_loss": 2.588777780532837,
"val_loss": 2.557586669921875,
"acc": 35.98,
"f1": [
0.6532661318778992,
0.47236168384552,
0.14285707473754883,
0.1764705330133438,
0.19999994337558746,
0.3351350426673889,
0.42857131361961365,
0.3597121238708496,
0.38271594047546387,
0.2920791506767273,
0.21978014707565308,
0.19178076088428497,
0.30952370166778564,
0.34234222769737244,
0.275229275226593,
0.2374998927116394,
0.30769217014312744,
0.48760321736335754,
0.33684200048446655,
0.2694299519062042,
0.5984250903129578,
0.53987717628479,
0.31428563594818115,
0.45454534888267517,
0.5533979535102844,
0.2749999165534973,
0.24836592376232147,
0.2121211439371109,
0.4415583312511444,
0.3510637581348419,
0.24999994039535522,
0.34265726804733276,
0.32432422041893005,
0.4020099639892578,
0.3037973642349243,
0.15642453730106354,
0.3060108423233032,
0.24548731744289398,
0.19767434895038605,
0.4604315757751465,
0.2649349868297577,
0.613756537437439,
0.2816900610923767,
0.31638407707214355,
0.12307687103748322,
0.12030069530010223,
0.265682578086853,
0.4712642431259155,
0.5671641230583191,
0.3111110031604767,
0.19999991357326508,
0.32888880372047424,
0.5454543828964233,
0.47840529680252075,
0.49214646220207214,
0.08695648610591888,
0.48192763328552246,
0.27177694439888,
0.45918354392051697,
0.21897803246974945,
0.6441946029663086,
0.4645159840583801,
0.45569613575935364,
0.4046241343021393,
0.22429899871349335,
0.17610056698322296,
0.25352105498313904,
0.3141360282897949,
0.6636362671852112,
0.5439329743385315,
0.2553190588951111,
0.5328718423843384,
0.12949636578559875,
0.4102562665939331,
0.19259251654148102,
0.603351891040802,
0.4712643027305603,
0.1639343500137329,
0.23357655107975006,
0.28272244334220886,
0.14666660130023956,
0.34999990463256836,
0.6060605049133301,
0.3111110329627991,
0.25104594230651855,
0.4246574342250824,
0.32061058282852173,
0.3624594807624817,
0.30270257592201233,
0.35251790285110474,
0.2692306637763977,
0.49999988079071045,
0.28915655612945557,
0.21686740219593048,
0.5703421235084534,
0.44976064562797546,
0.35636353492736816,
0.33333325386047363,
0.140350803732872,
0.4365480840206146
],
"time": 25.686226041056216,
"param": null
},
{
"epoch": 38,
"train_loss": 2.460233211517334,
"val_loss": 2.5203373432159424,
"acc": 36.75,
"f1": [
0.5757575035095215,
0.4597700536251068,
0.2211054563522339,
0.16901402175426483,
0.15714280307292938,
0.3289472758769989,
0.31284910440444946,
0.4142010807991028,
0.27118635177612305,
0.5290321707725525,
0.17333325743675232,
0.23188398778438568,
0.3499998450279236,
0.26027390360832214,
0.2164178341627121,
0.28571420907974243,
0.41249990463256836,
0.5189187526702881,
0.29518067836761475,
0.30303022265434265,
0.7093021869659424,
0.4675324261188507,
0.3097344636917114,
0.49999988079071045,
0.5899998545646667,
0.3726707398891449,
0.31632643938064575,
0.22784802317619324,
0.5476189255714417,
0.32352930307388306,
0.3919999301433563,
0.3971630334854126,
0.3205574154853821,
0.3443707227706909,
0.2771083414554596,
0.23255807161331177,
0.2749999165534973,
0.3139533996582031,
0.2176869958639145,
0.49484527111053467,
0.37999987602233887,
0.6363635063171387,
0.3240739703178406,
0.41628947854042053,
0.24418595433235168,
0.1983470320701599,
0.2014387845993042,
0.5045870542526245,
0.6111109852790833,
0.48076915740966797,
0.22413785755634308,
0.2796609401702881,
0.5028570294380188,
0.49811312556266785,
0.43650785088539124,
0.09411758184432983,
0.547485888004303,
0.2867923676967621,
0.4567900002002716,
0.38709667325019836,
0.7241377830505371,
0.45555540919303894,
0.39655160903930664,
0.3861384987831116,
0.1789882481098175,
0.19459453225135803,
0.2105262726545334,
0.27419349551200867,
0.6499997973442078,
0.5638765096664429,
0.46017688512802124,
0.6310158967971802,
0.12612608075141907,
0.34343424439430237,
0.24999991059303284,
0.5844747424125671,
0.6209676265716553,
0.18905465304851532,
0.17021270096302032,
0.30409345030784607,
0.18461529910564423,
0.2797201871871948,
0.657142698764801,
0.3228069245815277,
0.15873010456562042,
0.38888880610466003,
0.38918909430503845,
0.5128203630447388,
0.31372538208961487,
0.3376622200012207,
0.29235875606536865,
0.49729716777801514,
0.3121950626373291,
0.2421524077653885,
0.49333325028419495,
0.4621847867965698,
0.35748788714408875,
0.2727271616458893,
0.1991700679063797,
0.3294796943664551
],
"time": 26.376668935641646,
"param": null
},
{
"epoch": 39,
"train_loss": 2.4123833179473877,
"val_loss": 2.4607789516448975,
"acc": 38.74,
"f1": [
0.6543776988983154,
0.4476189613342285,
0.2837836742401123,
0.18604643642902374,
0.18279562890529633,
0.3431951701641083,
0.36734679341316223,
0.4324323236942291,
0.4176705777645111,
0.3198090195655823,
0.11475405097007751,
0.21874991059303284,
0.42857131361961365,
0.23529404401779175,
0.25165554881095886,
0.25958696007728577,
0.4050632119178772,
0.5039998888969421,
0.39215680956840515,
0.3775508999824524,
0.666666567325592,
0.5258214473724365,
0.32584258913993835,
0.5581393837928772,
0.587719202041626,
0.29166656732559204,
0.28328606486320496,
0.21126753091812134,
0.612716555595398,
0.3063828945159912,
0.3894736170768738,
0.3356642425060272,
0.436893105506897,
0.42477864027023315,
0.37154141068458557,
0.28699544072151184,
0.33333325386047363,
0.2906976044178009,
0.23170723021030426,
0.6124998927116394,
0.39735087752342224,
0.5727698802947998,
0.18461529910564423,
0.3831416666507721,
0.20833326876163483,
0.20408156514167786,
0.3411763310432434,
0.4705881178379059,
0.5943394899368286,
0.4102562963962555,
0.21857915818691254,
0.31279608607292175,
0.6028706431388855,
0.5371899604797363,
0.48648640513420105,
0.10447756201028824,
0.5576921701431274,
0.4055943191051483,
0.48430484533309937,
0.3151514232158661,
0.7499999403953552,
0.5698922872543335,
0.5026736855506897,
0.35064926743507385,
0.20833326876163483,
0.1768706887960434,
0.21978014707565308,
0.2797201871871948,
0.702702522277832,
0.5454544425010681,
0.44912275671958923,
0.6349205374717712,
0.07936502993106842,
0.35582810640335083,
0.20382159948349,
0.5789473056793213,
0.6298341155052185,
0.1891890913248062,
0.26244333386421204,
0.3636362552642822,
0.11594197899103165,
0.3307492733001709,
0.5255972146987915,
0.3018867075443268,
0.27380943298339844,
0.492890864610672,
0.42857131361961365,
0.49999988079071045,
0.2910446524620056,
0.37984487414360046,
0.20408158004283905,
0.5125626921653748,
0.27678564190864563,
0.25870639085769653,
0.6052630543708801,
0.41818171739578247,
0.3917524814605713,
0.33128824830055237,
0.08219172805547714,
0.2999998927116394
],
"time": 25.726562875322998,
"param": null
},
{
"epoch": 40,
"train_loss": 2.3273847103118896,
"val_loss": 2.4669711589813232,
"acc": 39.96,
"f1": [
0.6305417418479919,
0.48167529702186584,
0.2999999225139618,
0.2592591345310211,
0.19920313358306885,
0.38461533188819885,
0.46753236651420593,
0.5027931928634644,
0.3971630334854126,
0.5644170045852661,
0.23853203654289246,
0.21590900421142578,
0.378109335899353,
0.30996301770210266,
0.30303022265434265,
0.3228698670864105,
0.4432430863380432,
0.5901637673377991,
0.36190465092658997,
0.3367346227169037,
0.6255142092704773,
0.5052630305290222,
0.38095226883888245,
0.39189180731773376,
0.5934958457946777,
0.3354036211967468,
0.31147530674934387,
0.2624998986721039,
0.49756085872650146,
0.3728812634944916,
0.330826997756958,
0.40740731358528137,
0.4469272196292877,
0.3111110031604767,
0.3096773326396942,
0.2436547577381134,
0.24060142040252686,
0.3314915895462036,
0.24902716279029846,
0.5810053944587708,
0.3365694582462311,
0.5367964506149292,
0.2706766128540039,
0.3966940939426422,
0.21830980479717255,
0.193548321723938,
0.29752060770988464,
0.5189187526702881,
0.5791853666305542,
0.4924241304397583,
0.2485205978155136,
0.34745752811431885,
0.5629627704620361,
0.5157592296600342,
0.5411763787269592,
0.08219172805547714,
0.5469387173652649,
0.336633563041687,
0.4521738290786743,
0.290502667427063,
0.6874998211860657,
0.5791853666305542,
0.42857131361961365,
0.436893105506897,
0.20289847254753113,
0.15686267614364624,
0.24637670814990997,
0.3387977182865143,
0.6754384636878967,
0.524590015411377,
0.5743588209152222,
0.5668014883995056,
0.10071936994791031,
0.33480167388916016,
0.14399996399879456,
0.5679011344909668,
0.6799998879432678,
0.22966498136520386,
0.2949307858943939,
0.2695034444332123,
0.14666660130023956,
0.31724128127098083,
0.6363635063171387,
0.34389129281044006,
0.3057323694229126,
0.5197739005088806,
0.44715434312820435,
0.5365853309631348,
0.27777767181396484,
0.4574466943740845,
0.31999990344047546,
0.5151514410972595,
0.2517482042312622,
0.22018341720104218,
0.6590906977653503,
0.43199992179870605,
0.3285713195800781,
0.45685264468193054,
0.14012733101844788,
0.3917524814605713
],
"time": 26.249382132664323,
"param": null
},
{
"epoch": 41,
"train_loss": 2.310279369354248,
"val_loss": 2.5213088989257812,
"acc": 36.62,
"f1": [
0.6153843998908997,
0.44268766045570374,
0.220779150724411,
0.2525251507759094,
0.18749994039535522,
0.42162150144577026,
0.3311257064342499,
0.47963786125183105,
0.3006535470485687,
0.5584414005279541,
0.26415085792541504,
0.27096763253211975,
0.44198882579803467,
0.24999989569187164,
0.3418802320957184,
0.31999990344047546,
0.49729716777801514,
0.5524860620498657,
0.3381294012069702,
0.30857133865356445,
0.7058822512626648,
0.5084744095802307,
0.2886596918106079,
0.3692306578159332,
0.6358972787857056,
0.36633655428886414,
0.2965298891067505,
0.17241373658180237,
0.5957446098327637,
0.2941175401210785,
0.40975597500801086,
0.35502949357032776,
0.3522725999355316,
0.38135582208633423,
0.24186037480831146,
0.2147650271654129,
0.27338120341300964,
0.1499999463558197,
0.2025315761566162,
0.4261167645454407,
0.4418603479862213,
0.5742572546005249,
0.1789882481098175,
0.21118006110191345,
0.24218744039535522,
0.18018010258674622,
0.2816900610923767,
0.45849794149398804,
0.4578312635421753,
0.4736841022968292,
0.14285708963871002,
0.2976743280887604,
0.5617976784706116,
0.5829958915710449,
0.4023667275905609,
0.09890103340148926,
0.5658535361289978,
0.3157893717288971,
0.49999988079071045,
0.35532984137535095,
0.6631577014923096,
0.524590015411377,
0.45871543884277344,
0.4179103374481201,
0.11173177510499954,
0.161290243268013,
0.27329182624816895,
0.2933332324028015,
0.6871164441108704,
0.6060605049133301,
0.36158180236816406,
0.5348836779594421,
0.08771926164627075,
0.360248327255249,
0.20571422576904297,
0.6066349744796753,
0.6171427369117737,
0.0504201278090477,
0.2393161654472351,
0.21874991059303284,
0.052631545811891556,
0.3486238121986389,
0.6188339591026306,
0.35294109582901,
0.2575756907463074,
0.3407406508922577,
0.3711339235305786,
0.49999988079071045,
0.17507414519786835,
0.37499988079071045,
0.24050623178482056,
0.5130888819694519,
0.2870369255542755,
0.2258063703775406,
0.6458331942558289,
0.39325833320617676,
0.08928567916154861,
0.29197070002555847,
0.09790203720331192,
0.3823528587818146
],
"time": 26.410062914714217,
"param": null
},
{
"epoch": 42,
"train_loss": 2.294093132019043,
"val_loss": 2.3224098682403564,
"acc": 40.57,
"f1": [
0.6760562062263489,
0.4552844762802124,
0.2446807622909546,
0.19230762124061584,
0.22105254232883453,
0.42253509163856506,
0.32132959365844727,
0.46739116311073303,
0.44444435834884644,
0.5999998450279236,
0.1911763846874237,
0.2976189851760864,
0.4237917363643646,
0.36686381697654724,
0.31034475564956665,
0.29605257511138916,
0.42168664932250977,
0.5286343097686768,
0.378109335899353,
0.3151514232158661,
0.7117116451263428,
0.47183096408843994,
0.39548009634017944,
0.5263156294822693,
0.6212764978408813,
0.3599999248981476,
0.336633563041687,
0.25668442249298096,
0.6528496146202087,
0.33064505457878113,
0.2797201871871948,
0.34042540192604065,
0.3716813027858734,
0.38095223903656006,
0.3555554449558258,
0.1931033730506897,
0.3406592309474945,
0.2634729743003845,
0.2138364166021347,
0.5649716258049011,
0.3980098366737366,
0.6524062752723694,
0.28048771619796753,
0.41340771317481995,
0.20437948405742645,
0.21463409066200256,
0.19047611951828003,
0.5172412991523743,
0.6176469922065735,
0.4817517399787903,
0.18848159909248352,
0.33777767419815063,
0.5641024112701416,
0.5134099125862122,
0.42711856961250305,
0.06837603449821472,
0.5454544425010681,
0.36090216040611267,
0.5340908169746399,
0.4111110270023346,
0.7171715497970581,
0.6139533519744873,
0.528846025466919,
0.4223601520061493,
0.16279064118862152,
0.13235288858413696,
0.33962252736091614,
0.29523801803588867,
0.679245114326477,
0.5596706867218018,
0.35294109582901,
0.5627704858779907,
0.13333328068256378,
0.3820223808288574,
0.23684203624725342,
0.6598983407020569,
0.6577776670455933,
0.2456139326095581,
0.22330091893672943,
0.3710406422615051,
0.20809243619441986,
0.4408600926399231,
0.6437767148017883,
0.3184712827205658,
0.2783504128456116,
0.5527637004852295,
0.4232803285121918,
0.5229355692863464,
0.327868789434433,
0.41840997338294983,
0.32142847776412964,
0.5935482978820801,
0.27488142251968384,
0.2105262577533722,
0.6857141852378845,
0.4460965692996979,
0.38095229864120483,
0.29629620909690857,
0.2025315910577774,
0.4043320417404175
],
"time": 25.536026402376592,
"param": null
},
{
"epoch": 43,
"train_loss": 2.495643377304077,
"val_loss": 2.4447364807128906,
"acc": 38.2,
"f1": [
0.6810809373855591,
0.43921560049057007,
0.23595495522022247,
0.21590900421142578,
0.15277770161628723,
0.35064926743507385,
0.40476179122924805,
0.35658904910087585,
0.44970402121543884,
0.4705880880355835,
0.29787227511405945,
0.26315778493881226,
0.3999998867511749,
0.29268282651901245,
0.22137397527694702,
0.2937852144241333,
0.4203820824623108,
0.4634144902229309,
0.24311921000480652,
0.3289472758769989,
0.6742855310440063,
0.4939270317554474,
0.38095229864120483,
0.45454534888267517,
0.5399999022483826,
0.3013697564601898,
0.3170730471611023,
0.14965979754924774,
0.5988698601722717,
0.3315507173538208,
0.415094256401062,
0.4052286446094513,
0.3559320867061615,
0.3699999153614044,
0.3313608467578888,
0.2745096981525421,
0.1971830427646637,
0.22399991750717163,
0.2167486995458603,
0.39143723249435425,
0.3764704465866089,
0.6289306282997131,
0.2530611455440521,
0.3216782510280609,
0.24899591505527496,
0.16628172993659973,
0.348314493894577,
0.5809522867202759,
0.6146787405014038,
0.44642844796180725,
0.24844713509082794,
0.4088396728038788,
0.5855512022972107,
0.5263156890869141,
0.4748857021331787,
0.03636360913515091,
0.587719202041626,
0.4210525155067444,
0.49350637197494507,
0.3168315887451172,
0.741783857345581,
0.49999988079071045,
0.425855427980423,
0.4022345542907715,
0.15873010456562042,
0.20359273254871368,
0.24999992549419403,
0.33476385474205017,
0.6666666269302368,
0.5627704858779907,
0.40641695261001587,
0.580357015132904,
0.09876536577939987,
0.35714277625083923,
0.1757575273513794,
0.5844747424125671,
0.6379309296607971,
0.1916166990995407,
0.2412450611591339,
0.36529669165611267,
0.07042248547077179,
0.34042543172836304,
0.6519822478294373,
0.3578946590423584,
0.3060108423233032,
0.494381844997406,
0.34782594442367554,
0.5444443225860596,
0.31284910440444946,
0.4615383446216583,
0.37984487414360046,
0.5146197080612183,
0.33333325386047363,
0.2830187678337097,
0.6025639772415161,
0.4436088800430298,
0.3134327232837677,
0.3269230127334595,
0.13414627313613892,
0.28787872195243835
],
"time": 26.477707942947745,
"param": null
},
{
"epoch": 44,
"train_loss": 2.2282142639160156,
"val_loss": 2.1861660480499268,
"acc": 41.59,
"f1": [
0.7135677337646484,
0.5116277933120728,
0.2564101815223694,
0.17449656128883362,
0.28310492634773254,
0.4313724637031555,
0.37121203541755676,
0.446808397769928,
0.3966940939426422,
0.5384613871574402,
0.31818172335624695,
0.23170723021030426,
0.4269661605358124,
0.3529410660266876,
0.27777767181396484,
0.34615373611450195,
0.4785274565219879,
0.5955554842948914,
0.3823528289794922,
0.3399999141693115,
0.7227722406387329,
0.5126049518585205,
0.4248703718185425,
0.5820105075836182,
0.6055043935775757,
0.3975153863430023,
0.4096384644508362,
0.22857138514518738,
0.5617020726203918,
0.3111110329627991,
0.3699420988559723,
0.37696322798728943,
0.49549540877342224,
0.4606740176677704,
0.3144652843475342,
0.27530357241630554,
0.3373492956161499,
0.27814561128616333,
0.2745096981525421,
0.525345504283905,
0.36686381697654724,
0.5570775270462036,
0.3053434193134308,
0.4186045527458191,
0.24761897325515747,
0.238805890083313,
0.2514968812465668,
0.5423727631568909,
0.5338077545166016,
0.5279999375343323,
0.2786068916320801,
0.4086019992828369,
0.6146340370178223,
0.6296295523643494,
0.5135133862495422,
0.10084028542041779,
0.5764191746711731,
0.41221365332603455,
0.5268816351890564,
0.368663489818573,
0.7009344696998596,
0.5202310085296631,
0.4855490028858185,
0.33093518018722534,
0.2464454174041748,
0.20118334889411926,
0.3555554449558258,
0.31325289607048035,
0.7148935198783875,
0.5315313935279846,
0.48888880014419556,
0.5476189255714417,
0.10596020519733429,
0.3599999248981476,
0.1481480896472931,
0.6404492855072021,
0.6367712020874023,
0.20487797260284424,
0.3217390477657318,
0.4343433380126953,
0.1749999076128006,
0.368663489818573,
0.6733667254447937,
0.28758159279823303,
0.3861384987831116,
0.5357141494750977,
0.4174756109714508,
0.4953269362449646,
0.2779660224914551,
0.4169883728027344,
0.30526304244995117,
0.5572138428688049,
0.2762430012226105,
0.23076915740966797,
0.6869564056396484,
0.4262293577194214,
0.29787224531173706,
0.37499991059303284,
0.16243648529052734,
0.4734298884868622
],
"time": 26.429496459662914,
"param": null
},
{
"epoch": 45,
"train_loss": 2.235201835632324,
"val_loss": 2.356499433517456,
"acc": 40.74,
"f1": [
0.7023808360099792,
0.44444432854652405,
0.2962961792945862,
0.18309852480888367,
0.21590900421142578,
0.4022987186908722,
0.41379302740097046,
0.42780739068984985,
0.44268766045570374,
0.547770619392395,
0.238805890083313,
0.28571420907974243,
0.4028775990009308,
0.3524228036403656,
0.2966100871562958,
0.2953019142150879,
0.446808397769928,
0.49350637197494507,
0.3066665530204773,
0.3276835083961487,
0.756756603717804,
0.504132091999054,
0.4125559628009796,
0.49999991059303284,
0.6007903814315796,
0.38596484065055847,
0.3711339235305786,
0.24705873429775238,
0.5649716258049011,
0.370656281709671,
0.3999999165534973,
0.39795905351638794,
0.40540531277656555,
0.4578312039375305,
0.28426387906074524,
0.23595495522022247,
0.4146340489387512,
0.3778800964355469,
0.2685184180736542,
0.5381525158882141,
0.4408600926399231,
0.5736433863639832,
0.28571417927742004,
0.3940885663032532,
0.26086950302124023,
0.2550334930419922,
0.3111110329627991,
0.5230767726898193,
0.6153845191001892,
0.5208331942558289,
0.19047611951828003,
0.3361344039440155,
0.5747125148773193,
0.5496687889099121,
0.5254236459732056,
0.16494840383529663,
0.5163933038711548,
0.37671226263046265,
0.4812833070755005,
0.3148147463798523,
0.7314813137054443,
0.5258214473724365,
0.5462183356285095,
0.46896544098854065,
0.23312875628471375,
0.1061946451663971,
0.2614377737045288,
0.30769217014312744,
0.7379677891731262,
0.5934064984321594,
0.4947367310523987,
0.5258963108062744,
0.15384608507156372,
0.28402355313301086,
0.2181817591190338,
0.6572768688201904,
0.5637581944465637,
0.1970442682504654,
0.26791271567344666,
0.4259258210659027,
0.07575751841068268,
0.4120602011680603,
0.5290321707725525,
0.335570365190506,
0.3743841052055359,
0.5999998450279236,
0.3398691415786743,
0.49999988079071045,
0.2677823603153229,
0.4313724637031555,
0.35390937328338623,
0.509090781211853,
0.31506839394569397,
0.24218744039535522,
0.679245114326477,
0.48076915740966797,
0.1525423377752304,
0.34224584698677063,
0.1481480747461319,
0.5257141590118408
],
"time": 26.174328496679664,
"param": null
},
{
"epoch": 46,
"train_loss": 2.2098095417022705,
"val_loss": 2.5915732383728027,
"acc": 36.99,
"f1": [
0.6787877082824707,
0.3832334578037262,
0.21978014707565308,
0.16049376130104065,
0.1655171811580658,
0.27777767181396484,
0.2605363130569458,
0.3917524814605713,
0.42452818155288696,
0.3969464600086212,
0.21126753091812134,
0.2485874742269516,
0.4217686057090759,
0.1983470320701599,
0.2333332896232605,
0.33962252736091614,
0.46835434436798096,
0.4489794969558716,
0.253968209028244,
0.33093518018722534,
0.6976742744445801,
0.4732823669910431,
0.38834938406944275,
0.5666665434837341,
0.4823150336742401,
0.20168058574199677,
0.22843818366527557,
0.22797919809818268,
0.5174823999404907,
0.3370785713195801,
0.4050631821155548,
0.3829786479473114,
0.35918357968330383,
0.3165466785430908,
0.34666651487350464,
0.23255808651447296,
0.3387095630168915,
0.31081071496009827,
0.1415928602218628,
0.4012538492679596,
0.3714284598827362,
0.6139533519744873,
0.34177201986312866,
0.3046356737613678,
0.14084503054618835,
0.21719448268413544,
0.35955044627189636,
0.5149698853492737,
0.5826086401939392,
0.5217390656471252,
0.13333328068256378,
0.3352600038051605,
0.6066349744796753,
0.5071427822113037,
0.42857134342193604,
0.10752681642770767,
0.6153844594955444,
0.30656924843788147,
0.4967319071292877,
0.4077668786048889,
0.6745560765266418,
0.5472635626792908,
0.49612393975257874,
0.3841806650161743,
0.21621614694595337,
0.21126753091812134,
0.21374039351940155,
0.3299999237060547,
0.6808509230613708,
0.5425531268119812,
0.3542855978012085,
0.462584912776947,
0.10596020519733429,
0.35502949357032776,
0.17798590660095215,
0.6820808053016663,
0.652542233467102,
0.1722845733165741,
0.251308798789978,
0.2948717176914215,
0.123287633061409,
0.4226802885532379,
0.6060605049133301,
0.36514514684677124,
0.2987011969089508,
0.5290321707725525,
0.41249990463256836,
0.5180721879005432,
0.265060156583786,
0.44970402121543884,
0.3422052562236786,
0.4936707317829132,
0.28461533784866333,
0.21097040176391602,
0.5174823999404907,
0.40540534257888794,
0.3999998867511749,
0.28571417927742004,
0.15068486332893372,
0.3948496878147125
],
"time": 26.72435623500496,
"param": null
},
{
"epoch": 47,
"train_loss": 2.012698173522949,
"val_loss": 2.552889108657837,
"acc": 37.6,
"f1": [
0.5866665244102478,
0.43946176767349243,
0.19867542386054993,
0.152671679854393,
0.12121205776929855,
0.3039998710155487,
0.28185325860977173,
0.3555554747581482,
0.42537304759025574,
0.49664416909217834,
0.14598533511161804,
0.17647051811218262,
0.3502824008464813,
0.07476632297039032,
0.35294109582901,
0.30567678809165955,
0.4238409399986267,
0.5389220714569092,
0.3274335563182831,
0.28965505957603455,
0.6857141256332397,
0.4899998903274536,
0.3999998867511749,
0.46486473083496094,
0.5599998831748962,
0.1951218694448471,
0.37499985098838806,
0.23391805589199066,
0.5749998092651367,
0.32183900475502014,
0.3894736170768738,
0.44808733463287354,
0.37499991059303284,
0.38766512274742126,
0.3301886022090912,
0.21118006110191345,
0.3714284896850586,
0.38709667325019836,
0.20472434163093567,
0.3627203702926636,
0.3795619308948517,
0.6009851098060608,
0.31818172335624695,
0.28855711221694946,
0.1752987504005432,
0.20879115164279938,
0.24096375703811646,
0.4335663616657257,
0.5063289999961853,
0.5236363410949707,
0.19999992847442627,
0.396135151386261,
0.6502462029457092,
0.5032678842544556,
0.44673532247543335,
0.09790203720331192,
0.5714284181594849,
0.4200912117958069,
0.3694266378879547,
0.4705881178379059,
0.6153843998908997,
0.5454543828964233,
0.5133689045906067,
0.35064926743507385,
0.2131146788597107,
0.20689648389816284,
0.228260800242424,
0.24539868533611298,
0.7024388909339905,
0.5443785786628723,
0.37735840678215027,
0.3846152722835541,
0.10434778034687042,
0.3923443853855133,
0.18534478545188904,
0.5982905030250549,
0.6160336136817932,
0.22598862648010254,
0.22916659712791443,
0.3510637581348419,
0.1481480747461319,
0.3878786563873291,
0.579925537109375,
0.39097732305526733,
0.30999991297721863,
0.5274723768234253,
0.45918354392051697,
0.5454543828964233,
0.2870369255542755,
0.39999985694885254,
0.33333322405815125,
0.504761815071106,
0.2959640622138977,
0.12765949964523315,
0.48920848965644836,
0.3999998867511749,
0.38095229864120483,
0.3551400303840637,
0.2065216600894928,
0.49327346682548523
],
"time": 25.83027363009751,
"param": null
},
{
"epoch": 48,
"train_loss": 2.075101137161255,
"val_loss": 2.3992981910705566,
"acc": 39.04,
"f1": [
0.6812225580215454,
0.49402377009391785,
0.2054053246974945,
0.22388054430484772,
0.14876028895378113,
0.34523800015449524,
0.4081631302833557,
0.38938042521476746,
0.44705867767333984,
0.5584414005279541,
0.210526242852211,
0.2460567057132721,
0.39705875515937805,
0.36241599917411804,
0.25125616788864136,
0.3313608467578888,
0.48044681549072266,
0.43835604190826416,
0.35772350430488586,
0.28124991059303284,
0.7150257229804993,
0.5437787175178528,
0.40677955746650696,
0.3583814203739166,
0.4671051502227783,
0.3435581922531128,
0.39357417821884155,
0.2527880370616913,
0.5243901014328003,
0.37681150436401367,
0.33823519945144653,
0.33587777614593506,
0.3564355969429016,
0.33587777614593506,
0.36686381697654724,
0.21428564190864563,
0.33939382433891296,
0.34554967284202576,
0.26277366280555725,
0.3653845489025116,
0.38596484065055847,
0.5821594595909119,
0.35071080923080444,
0.4179103374481201,
0.21468918025493622,
0.17578120529651642,
0.11475405097007751,
0.4415583312511444,
0.5671641230583191,
0.4630224406719208,
0.21111102402210236,
0.37681150436401367,
0.5399999022483826,
0.5319147706031799,
0.5125626921653748,
0.11612897366285324,
0.5726140141487122,
0.40740731358528137,
0.44927528500556946,
0.3361343741416931,
0.7081338167190552,
0.49350637197494507,
0.5172412395477295,
0.3945577144622803,
0.16058386862277985,
0.161290243268013,
0.25730982422828674,
0.3139533996582031,
0.704845666885376,
0.5779815316200256,
0.4729062616825104,
0.592920184135437,
0.09459453821182251,
0.38596484065055847,
0.2256409376859665,
0.6203702688217163,
0.7111109495162964,
0.20095685124397278,
0.24630534648895264,
0.390243798494339,
0.07633582502603531,
0.3151514232158661,
0.5826770663261414,
0.37433144450187683,
0.28776970505714417,
0.5595237016677856,
0.4788731336593628,
0.5684208869934082,
0.36809808015823364,
0.4508668780326843,
0.33460068702697754,
0.5291004180908203,
0.3119265139102936,
0.2653060257434845,
0.6503065824508667,
0.4086955785751343,
0.3417084515094757,
0.3489931523799896,
0.1984732300043106,
0.3763836622238159
],
"time": 26.48649064078927,
"param": null
},
{
"epoch": 49,
"train_loss": 2.210472583770752,
"val_loss": 2.24420428276062,
"acc": 43.18,
"f1": [
0.6124029755592346,
0.5167463421821594,
0.3068782389163971,
0.14754094183444977,
0.23809516429901123,
0.45238080620765686,
0.4201679825782776,
0.4734298884868622,
0.48803818225860596,
0.5189871788024902,
0.2545453608036041,
0.29824554920196533,
0.419999897480011,
0.3147207200527191,
0.2887323200702667,
0.3636362850666046,
0.46632111072540283,
0.5692307353019714,
0.29581987857818604,
0.3999998867511749,
0.6209676265716553,
0.5791853666305542,
0.3999998867511749,
0.5662649273872375,
0.6044443249702454,
0.35675665736198425,
0.3343847393989563,
0.29319363832473755,
0.6097559928894043,
0.4046241343021393,
0.43853816390037537,
0.4615383744239807,
0.4705881178379059,
0.3134327232837677,
0.39543718099594116,
0.16058386862277985,
0.38190943002700806,
0.3583814203739166,
0.2624998986721039,
0.5915491580963135,
0.44554442167282104,
0.6129030585289001,
0.36111101508140564,
0.4333331882953644,
0.23170723021030426,
0.30456843972206116,
0.2962961792945862,
0.4905658960342407,
0.6478871703147888,
0.5213673710823059,
0.25599992275238037,
0.3710406422615051,
0.6239998936653137,
0.5573769211769104,
0.5048542022705078,
0.13235288858413696,
0.5859374403953552,
0.31872501969337463,
0.5179281830787659,
0.4022345542907715,
0.7262568473815918,
0.6190474629402161,
0.48333320021629333,
0.39378228783607483,
0.2312137931585312,
0.19883033633232117,
0.2674417495727539,
0.32835814356803894,
0.718893826007843,
0.6391751170158386,
0.44642844796180725,
0.5544553399085999,
0.2099446803331375,
0.3313608467578888,
0.27096763253211975,
0.7292816042900085,
0.7169809341430664,
0.2345678210258484,
0.29107969999313354,
0.4142010807991028,
0.20765019953250885,
0.4094487428665161,
0.5822783708572388,
0.3469386696815491,
0.38251355290412903,
0.613065242767334,
0.5082871913909912,
0.5517240166664124,
0.34579432010650635,
0.43243229389190674,
0.4255318343639374,
0.5070421695709229,
0.32222211360931396,
0.26890748739242554,
0.6624998450279236,
0.43333321809768677,
0.2937852144241333,
0.4262293577194214,
0.13043473660945892,
0.49214646220207214
],
"time": 26.167505408637226,
"param": null
},
{
"epoch": 50,
"train_loss": 2.046982526779175,
"val_loss": 2.370513439178467,
"acc": 43.22,
"f1": [
0.7142855525016785,
0.4666665494441986,
0.28193822503089905,
0.26190465688705444,
0.23529404401779175,
0.4222221076488495,
0.3952568471431732,
0.4260868728160858,
0.5121949315071106,
0.5730992555618286,
0.21794864535331726,
0.2890624403953552,
0.3974357545375824,
0.3597121238708496,
0.30172407627105713,
0.35616424679756165,
0.543046236038208,
0.5555554032325745,
0.37174713611602783,
0.37209296226501465,
0.7323941588401794,
0.5018448829650879,
0.4024389386177063,
0.5165561437606812,
0.6262625455856323,
0.40476179122924805,
0.32679733633995056,
0.262857049703598,
0.5747125148773193,
0.37288129329681396,
0.4398338794708252,
0.4161849021911621,
0.49999988079071045,
0.4226802885532379,
0.3708608150482178,
0.1775147169828415,
0.36018943786621094,
0.3575417995452881,
0.24580998718738556,
0.5980390906333923,
0.44198882579803467,
0.6210044622421265,
0.3267972767353058,
0.4329003393650055,
0.25274714827537537,
0.28947362303733826,
0.2658226788043976,
0.5411763787269592,
0.6329113245010376,
0.4615383744239807,
0.28813549876213074,
0.37984487414360046,
0.6106868982315063,
0.589371919631958,
0.5454544425010681,
0.14765094220638275,
0.6162160634994507,
0.40206170082092285,
0.5955054759979248,
0.3874344527721405,
0.6831682324409485,
0.5951218605041504,
0.4608694612979889,
0.4023667275905609,
0.23272719979286194,
0.23076915740966797,
0.21800939738750458,
0.4120602011680603,
0.7231636643409729,
0.6255142092704773,
0.4042551815509796,
0.5543476939201355,
0.2340424805879593,
0.4081631302833557,
0.23655906319618225,
0.6582277417182922,
0.7099998593330383,
0.23602473735809326,
0.300884872674942,
0.38095226883888245,
0.1898733526468277,
0.4232803285121918,
0.6540283560752869,
0.3984062969684601,
0.39153432846069336,
0.5529952645301819,
0.48314592242240906,
0.5812807083129883,
0.37914684414863586,
0.4372468888759613,
0.4149376451969147,
0.49689429998397827,
0.3166666030883789,
0.30526304244995117,
0.680412232875824,
0.5073169469833374,
0.3899998664855957,
0.4495411515235901,
0.18279562890529633,
0.5644170045852661
],
"time": 26.25299328379333,
"param": null
},
{
"epoch": 51,
"train_loss": 2.0545194149017334,
"val_loss": 2.252978801727295,
"acc": 42.7,
"f1": [
0.7309643626213074,
0.49999988079071045,
0.27433618903160095,
0.15517237782478333,
0.2312137931585312,
0.44198882579803467,
0.5294116735458374,
0.44976064562797546,
0.4923075735569,
0.5217390060424805,
0.2999999225139618,
0.25777769088745117,
0.4180789887905121,
0.4120602011680603,
0.4154588282108307,
0.3456788957118988,
0.554216742515564,
0.5031445622444153,
0.39090898633003235,
0.30075180530548096,
0.722222089767456,
0.5749999284744263,
0.37499988079071045,
0.5680471658706665,
0.6034481525421143,
0.3953487277030945,
0.4015443027019501,
0.20454540848731995,
0.6270268559455872,
0.4120602011680603,
0.44055935740470886,
0.41573023796081543,
0.46788978576660156,
0.44848471879959106,
0.3874344527721405,
0.11764700710773468,
0.3707864284515381,
0.4615383446216583,
0.2692306935787201,
0.436657577753067,
0.45569607615470886,
0.6633662581443787,
0.3670884966850281,
0.3647797703742981,
0.23100298643112183,
0.2677823603153229,
0.29951682686805725,
0.5170730352401733,
0.6605502963066101,
0.505263090133667,
0.11510787159204483,
0.3367696702480316,
0.6024095416069031,
0.6086955666542053,
0.5139663219451904,
0.05309731885790825,
0.6167399883270264,
0.47236168384552,
0.603351891040802,
0.31325289607048035,
0.7477476000785828,
0.43708598613739014,
0.4976075291633606,
0.4191615581512451,
0.21428564190864563,
0.3199998736381531,
0.30621999502182007,
0.2773721516132355,
0.7499998807907104,
0.7053138613700867,
0.4594593644142151,
0.595959484577179,
0.1556885540485382,
0.34254133701324463,
0.23076915740966797,
0.6249998807907104,
0.712643563747406,
0.26086950302124023,
0.20206183195114136,
0.45901623368263245,
0.17187494039535522,
0.4129031002521515,
0.6990289688110352,
0.3675212860107422,
0.3184078335762024,
0.6249998807907104,
0.4565216302871704,
0.5714284777641296,
0.23255807161331177,
0.44444435834884644,
0.38938042521476746,
0.5662649273872375,
0.2543351650238037,
0.20111726224422455,
0.7262568473815918,
0.5488370656967163,
0.3066665530204773,
0.28965505957603455,
0.20487797260284424,
0.4112148582935333
],
"time": 26.111257915385067,
"param": null
},
{
"epoch": 52,
"train_loss": 2.3494954109191895,
"val_loss": 2.2194528579711914,
"acc": 43.26,
"f1": [
0.7540981769561768,
0.474820077419281,
0.19999991357326508,
0.21686740219593048,
0.19178076088428497,
0.38759681582450867,
0.42241373658180237,
0.4598929286003113,
0.48305076360702515,
0.5338644981384277,
0.35955044627189636,
0.17886172235012054,
0.5306121110916138,
0.28181809186935425,
0.3924049437046051,
0.3150182366371155,
0.48387083411216736,
0.5783131718635559,
0.3529410660266876,
0.31092432141304016,
0.5266456007957458,
0.5700933337211609,
0.494381844997406,
0.40277767181396484,
0.6153845191001892,
0.3240739703178406,
0.3739129900932312,
0.30232545733451843,
0.6706585884094238,
0.34999990463256836,
0.47674402594566345,
0.45128190517425537,
0.36641210317611694,
0.40754708647727966,
0.28732389211654663,
0.25961530208587646,
0.43216070532798767,
0.38888880610466003,
0.2784809172153473,
0.6565654873847961,
0.4469272196292877,
0.555133044719696,
0.2706766128540039,
0.40160635113716125,
0.29896897077560425,
0.2659573554992676,
0.32291656732559204,
0.5164833664894104,
0.5978259444236755,
0.5235601663589478,
0.1499999463558197,
0.34726682305336,
0.5943394899368286,
0.635593056678772,
0.5701355934143066,
0.09448814392089844,
0.6074764728546143,
0.494381844997406,
0.4827585220336914,
0.3503648638725281,
0.6926406025886536,
0.6178008913993835,
0.4953269362449646,
0.40251561999320984,
0.19548864662647247,
0.18300646543502808,
0.26573416590690613,
0.2480619251728058,
0.7292816042900085,
0.5405404567718506,
0.48913031816482544,
0.5446427464485168,
0.1395348310470581,
0.2702701687812805,
0.31067952513694763,
0.653465211391449,
0.6857141256332397,
0.2560974657535553,
0.367346853017807,
0.43093910813331604,
0.08196717500686646,
0.4599998891353607,
0.6611568927764893,
0.3793102502822876,
0.331707239151001,
0.49214646220207214,
0.46829259395599365,
0.5252523422241211,
0.3050846457481384,
0.3883494734764099,
0.45398759841918945,
0.5303866267204285,
0.290502667427063,
0.2702701687812805,
0.6915886998176575,
0.487046480178833,
0.4358973503112793,
0.41666656732559204,
0.2719297707080841,
0.5384613871574402
],
"time": 25.929039136506617,
"param": null
},
{
"epoch": 53,
"train_loss": 1.9946439266204834,
"val_loss": 2.2399544715881348,
"acc": 44.03,
"f1": [
0.7029701471328735,
0.5572138428688049,
0.23728805780410767,
0.22535203397274017,
0.2305295318365097,
0.44791656732559204,
0.42790690064430237,
0.4886362552642822,
0.5088756084442139,
0.6338796615600586,
0.25185176730155945,
0.2739725410938263,
0.4415583312511444,
0.3026314675807953,
0.33802807331085205,
0.346666544675827,
0.5312498211860657,
0.5875704884529114,
0.3422052562236786,
0.4050631821155548,
0.7142855525016785,
0.5714285373687744,
0.4232363998889923,
0.5504586100578308,
0.6697673201560974,
0.3301886022090912,
0.4096384644508362,
0.31535258889198303,
0.6524062752723694,
0.3503648638725281,
0.3856208324432373,
0.3552630543708801,
0.5168538093566895,
0.44827574491500854,
0.37599989771842957,
0.24120594561100006,
0.4320986270904541,
0.38834938406944275,
0.327868789434433,
0.6135456562042236,
0.44239622354507446,
0.6666665077209473,
0.3599999248981476,
0.37944653630256653,
0.19540224969387054,
0.27831709384918213,
0.34615373611450195,
0.553571343421936,
0.6565654873847961,
0.525345504283905,
0.208791121840477,
0.3533833622932434,
0.5624998807907104,
0.6137182712554932,
0.4694834351539612,
0.11111105233430862,
0.6730768084526062,
0.40277767181396484,
0.5988698601722717,
0.43199992179870605,
0.7511736154556274,
0.46835434436798096,
0.49586769938468933,
0.3999998867511749,
0.23863628506660461,
0.24460424482822418,
0.28571417927742004,
0.3468207120895386,
0.7955800294876099,
0.6788989305496216,
0.5217390656471252,
0.46835434436798096,
0.18536579608917236,
0.1935483068227768,
0.3037973642349243,
0.6666665077209473,
0.7241377830505371,
0.2795698046684265,
0.2693876624107361,
0.42241373658180237,
0.19767434895038605,
0.4351463317871094,
0.6393440365791321,
0.39285701513290405,
0.3763439953327179,
0.619999885559082,
0.466666579246521,
0.5595237016677856,
0.2987011969089508,
0.4646463394165039,
0.45312491059303284,
0.5252523422241211,
0.2634729743003845,
0.29189181327819824,
0.7389161586761475,
0.4507041275501251,
0.37908485531806946,
0.4508668780326843,
0.19801974296569824,
0.5157893896102905
],
"time": 25.493990084156394,
"param": null
},
{
"epoch": 54,
"train_loss": 2.0010223388671875,
"val_loss": 2.640120029449463,
"acc": 37.23,
"f1": [
0.6699027419090271,
0.44137921929359436,
0.25339359045028687,
0.06896547973155975,
0.05825240537524223,
0.3406592309474945,
0.33217987418174744,
0.4072396755218506,
0.47999992966651917,
0.4766837954521179,
0.1777777075767517,
0.19999991357326508,
0.38888877630233765,
0.3087247312068939,
0.20930227637290955,
0.3508771061897278,
0.3803679943084717,
0.5432096719741821,
0.30281683802604675,
0.2592591345310211,
0.7486031651496887,
0.3776223063468933,
0.40552979707717896,
0.5462961196899414,
0.5599998831748962,
0.3726707398891449,
0.32539674639701843,
0.18897630274295807,
0.6025639772415161,
0.2929935157299042,
0.36933788657188416,
0.38356155157089233,
0.3056478202342987,
0.1896551102399826,
0.3313608467578888,
0.1989527940750122,
0.3277309536933899,
0.24193541705608368,
0.13559314608573914,
0.3985764682292938,
0.4114284813404083,
0.5913042426109314,
0.29268285632133484,
0.30075180530548096,
0.19230762124061584,
0.2194356620311737,
0.15789470076560974,
0.5698922872543335,
0.6480445265769958,
0.4239999055862427,
0.1898733526468277,
0.32978713512420654,
0.5454543828964233,
0.35639408230781555,
0.4596272110939026,
0.0645160898566246,
0.6077346205711365,
0.3027026355266571,
0.4929576516151428,
0.31205663084983826,
0.6282050013542175,
0.5668014883995056,
0.45631060004234314,
0.4186045527458191,
0.16783210635185242,
0.19047614932060242,
0.210526242852211,
0.2906573414802551,
0.6219080090522766,
0.5587043762207031,
0.4278606176376343,
0.4810125231742859,
0.09302320331335068,
0.3157894015312195,
0.22304826974868774,
0.6421051621437073,
0.6720646619796753,
0.22222216427326202,
0.22680404782295227,
0.30769217014312744,
0.09836061298847198,
0.3783782720565796,
0.6633662581443787,
0.31023097038269043,
0.2399999350309372,
0.46478861570358276,
0.46445485949516296,
0.5369126200675964,
0.359550416469574,
0.3519999086856842,
0.3653845489025116,
0.53465336561203,
0.32452818751335144,
0.20105813443660736,
0.45801517367362976,
0.4499998986721039,
0.2976189851760864,
0.29629620909690857,
0.10256403684616089,
0.38829782605171204
],
"time": 25.5291526094079,
"param": null
},
{
"epoch": 55,
"train_loss": 1.9050801992416382,
"val_loss": 2.214616537094116,
"acc": 44.88,
"f1": [
0.7317072153091431,
0.49765241146087646,
0.30769219994544983,
0.2473117560148239,
0.2424241602420807,
0.42639580368995667,
0.3315216898918152,
0.5454544425010681,
0.5252523422241211,
0.5499998331069946,
0.3034482002258301,
0.2702701687812805,
0.4659089744091034,
0.3504272401332855,
0.2870369255542755,
0.29268282651901245,
0.4974091649055481,
0.5624998807907104,
0.4248703718185425,
0.3999999165534973,
0.7448978424072266,
0.6298341155052185,
0.4939757287502289,
0.5813952684402466,
0.5770750045776367,
0.38775497674942017,
0.41666656732559204,
0.23021577298641205,
0.633165717124939,
0.44444435834884644,
0.37735840678215027,
0.36129021644592285,
0.4999998211860657,
0.44202888011932373,
0.3208954334259033,
0.35390937328338623,
0.41176459193229675,
0.29885047674179077,
0.2716048061847687,
0.6698563694953918,
0.4245808720588684,
0.6927372813224792,
0.3441859781742096,
0.35121941566467285,
0.2424241602420807,
0.3485476076602936,
0.3999998867511749,
0.5249998569488525,
0.6796115040779114,
0.5714284181594849,
0.27102795243263245,
0.43523305654525757,
0.5972849726676941,
0.5619046092033386,
0.4677965044975281,
0.13043473660945892,
0.609625518321991,
0.39622631669044495,
0.48484835028648376,
0.4278606176376343,
0.7368419766426086,
0.589371919631958,
0.5116277933120728,
0.35502949357032776,
0.1481480896472931,
0.3041473925113678,
0.26388877630233765,
0.31818169355392456,
0.7959181666374207,
0.6868685483932495,
0.4105958938598633,
0.6237622499465942,
0.1594202220439911,
0.39548009634017944,
0.25274714827537537,
0.6631014943122864,
0.6560845375061035,
0.20270265638828278,
0.3456788659095764,
0.4927534759044647,
0.22999992966651917,
0.5090908408164978,
0.6428570747375488,
0.39382225275039673,
0.3519999384880066,
0.5393257141113281,
0.5538460612297058,
0.5370368957519531,
0.32362452149391174,
0.4012344777584076,
0.5076140761375427,
0.5838507413864136,
0.35616424679756165,
0.26666659116744995,
0.6798418164253235,
0.5566036701202393,
0.44347813725471497,
0.3775099515914917,
0.20270265638828278,
0.5098037719726562
],
"time": 26.234575799666345,
"param": null
},
{
"epoch": 56,
"train_loss": 2.19527006149292,
"val_loss": 2.156236171722412,
"acc": 44.78,
"f1": [
0.7389161586761475,
0.5399999022483826,
0.31325289607048035,
0.26855117082595825,
0.2769230008125305,
0.3726707398891449,
0.42285704612731934,
0.5118482112884521,
0.4897957742214203,
0.5389220714569092,
0.30337071418762207,
0.3113771378993988,
0.524590015411377,
0.4731181561946869,
0.3982299864292145,
0.3069053292274475,
0.5185183882713318,
0.5816324949264526,
0.35833320021629333,
0.34013596177101135,
0.7004607319831848,
0.6103284358978271,
0.45901623368263245,
0.5818180441856384,
0.6956520080566406,
0.3537413775920868,
0.4489794969558716,
0.2312137931585312,
0.5700933337211609,
0.37410059571266174,
0.39449530839920044,
0.3619908392429352,
0.4056602716445923,
0.446808397769928,
0.37499988079071045,
0.23684203624725342,
0.31279608607292175,
0.4019606411457062,
0.3169397711753845,
0.6188339591026306,
0.39490434527397156,
0.6631014943122864,
0.36111101508140564,
0.3981899321079254,
0.2603549063205719,
0.3786981403827667,
0.3421051502227783,
0.547485888004303,
0.5999999046325684,
0.5381525158882141,
0.2475246638059616,
0.42253509163856506,
0.6115701198577881,
0.6785712838172913,
0.5316454768180847,
0.15277770161628723,
0.6363635063171387,
0.45914387702941895,
0.5683058500289917,
0.4331209361553192,
0.716577410697937,
0.5280897617340088,
0.5408161878585815,
0.3568074107170105,
0.28461533784866333,
0.20714280009269714,
0.3425924777984619,
0.3425924777984619,
0.7586205005645752,
0.5840706825256348,
0.4242422878742218,
0.45033106207847595,
0.1696968972682953,
0.3386242389678955,
0.2653060257434845,
0.6940637826919556,
0.6028367877006531,
0.2944784462451935,
0.2959182858467102,
0.41052618622779846,
0.22352932393550873,
0.45569607615470886,
0.7184464335441589,
0.40206170082092285,
0.35616427659988403,
0.5290321707725525,
0.5243901014328003,
0.5513511896133423,
0.3523808717727661,
0.5120771527290344,
0.518134593963623,
0.5257141590118408,
0.3383083641529083,
0.2147650271654129,
0.7464112639427185,
0.5035969614982605,
0.43575406074523926,
0.37918204069137573,
0.23115570843219757,
0.48301875591278076
],
"time": 26.786709086969495,
"param": null
},
{
"epoch": 57,
"train_loss": 1.8035813570022583,
"val_loss": 2.1475110054016113,
"acc": 44.73,
"f1": [
0.7368419766426086,
0.47389549016952515,
0.3135133981704712,
0.12307687103748322,
0.251082181930542,
0.5208331942558289,
0.4541061818599701,
0.45714277029037476,
0.5157893896102905,
0.48920848965644836,
0.2758619785308838,
0.34554967284202576,
0.44827571511268616,
0.376623272895813,
0.3249998986721039,
0.3367346227169037,
0.5521470904350281,
0.5889569520950317,
0.35658904910087585,
0.4050631821155548,
0.7777776122093201,
0.5348835587501526,
0.4651161730289459,
0.4907974302768707,
0.653465211391449,
0.42639580368995667,
0.34323427081108093,
0.29268285632133484,
0.64327472448349,
0.3833332657814026,
0.46391740441322327,
0.4301074147224426,
0.39473670721054077,
0.4705881178379059,
0.3467741012573242,
0.21459220349788666,
0.3999999165534973,
0.34482747316360474,
0.31623923778533936,
0.5090908408164978,
0.43749991059303284,
0.587719202041626,
0.39548009634017944,
0.3144652843475342,
0.2713177502155304,
0.28181809186935425,
0.3648647665977478,
0.5999999046325684,
0.6306304931640625,
0.5315613746643066,
0.23529404401779175,
0.45161277055740356,
0.5833332538604736,
0.625640869140625,
0.4947367310523987,
0.12857137620449066,
0.6457397937774658,
0.5762709975242615,
0.542713463306427,
0.4195120930671692,
0.6871164441108704,
0.5595237016677856,
0.5876287817955017,
0.4120170772075653,
0.16666659712791443,
0.28235283493995667,
0.2909089922904968,
0.36180898547172546,
0.7755100131034851,
0.6907215118408203,
0.5784311890602112,
0.5999999642372131,
0.06837603449821472,
0.4414413571357727,
0.21498367190361023,
0.622406542301178,
0.7526880502700806,
0.23312875628471375,
0.30036622285842896,
0.474226713180542,
0.2723003923892975,
0.38271594047546387,
0.7121950387954712,
0.4061301648616791,
0.4096384644508362,
0.579710066318512,
0.4910178482532501,
0.6043955087661743,
0.36842095851898193,
0.47389549016952515,
0.5022025108337402,
0.603351891040802,
0.33333319425582886,
0.27884605526924133,
0.7292816042900085,
0.5161289572715759,
0.32704389095306396,
0.45226117968559265,
0.19548864662647247,
0.5368419289588928
],
"time": 26.477680171839893,
"param": null
},
{
"epoch": 58,
"train_loss": 1.862457513809204,
"val_loss": 2.1963181495666504,
"acc": 45.64,
"f1": [
0.6212764978408813,
0.5655736327171326,
0.2914571762084961,
0.12698407471179962,
0.2758620083332062,
0.4790417551994324,
0.5050503611564636,
0.49549540877342224,
0.5303866267204285,
0.5714284777641296,
0.16901402175426483,
0.2462686002254486,
0.5321099162101746,
0.3832334280014038,
0.3677128851413727,
0.37426888942718506,
0.5652172565460205,
0.5988698601722717,
0.37130793929100037,
0.36129021644592285,
0.7661689519882202,
0.5819671154022217,
0.4331796169281006,
0.5517240166664124,
0.6285713315010071,
0.3999999165534973,
0.34504786133766174,
0.24675315618515015,
0.662650465965271,
0.37096765637397766,
0.4418603479862213,
0.4808742105960846,
0.4406778812408447,
0.38095226883888245,
0.35359105467796326,
0.24203814566135406,
0.4153004288673401,
0.40999990701675415,
0.3157894015312195,
0.5566036701202393,
0.4629628360271454,
0.660633385181427,
0.37908485531806946,
0.45348823070526123,
0.2834644913673401,
0.2723003923892975,
0.33333322405815125,
0.5520360469818115,
0.6319701075553894,
0.5916665196418762,
0.2576685845851898,
0.4927534759044647,
0.5123152136802673,
0.5170730352401733,
0.5123965740203857,
0.12345672398805618,
0.6836733222007751,
0.4454544484615326,
0.5443785786628723,
0.4077668786048889,
0.7608693838119507,
0.5617976188659668,
0.47572803497314453,
0.37999987602233887,
0.23963125050067902,
0.2584269046783447,
0.3118278682231903,
0.36082467436790466,
0.7641507983207703,
0.6519822478294373,
0.5056602954864502,
0.6320753693580627,
0.210526242852211,
0.35675665736198425,
0.28415289521217346,
0.6930691599845886,
0.6635512709617615,
0.2870369255542755,
0.36507928371429443,
0.4930231273174286,
0.23770485818386078,
0.5130888819694519,
0.7309643626213074,
0.3393501043319702,
0.3496502637863159,
0.6387433409690857,
0.5198236703872681,
0.5925924181938171,
0.3950616121292114,
0.4705881178379059,
0.5120771527290344,
0.5837836861610413,
0.3018867075443268,
0.2909089922904968,
0.7337276935577393,
0.6185566186904907,
0.4204544126987457,
0.38983041048049927,
0.15789468586444855,
0.48648640513420105
],
"time": 26.09511763509363,
"param": null
},
{
"epoch": 59,
"train_loss": 1.9583704471588135,
"val_loss": 2.5012047290802,
"acc": 42.19,
"f1": [
0.7700533270835876,
0.5273630023002625,
0.3356642425060272,
0.25531908869743347,
0.26666659116744995,
0.3880596160888672,
0.439655065536499,
0.5161288380622864,
0.5182185173034668,
0.5658535361289978,
0.3367346227169037,
0.18181811273097992,
0.32388654351234436,
0.3299662470817566,
0.39784935116767883,
0.24468080699443817,
0.4696355164051056,
0.33891209959983826,
0.44444429874420166,
0.32628393173217773,
0.5734766125679016,
0.5443036556243896,
0.5157230496406555,
0.4246574342250824,
0.6666665077209473,
0.3473052978515625,
0.37410059571266174,
0.13223135471343994,
0.6380366683006287,
0.38341957330703735,
0.3597121238708496,
0.3740456998348236,
0.4052286446094513,
0.45106372237205505,
0.33913031220436096,
0.33777767419815063,
0.3367346227169037,
0.22222216427326202,
0.25945934653282166,
0.5328466296195984,
0.4042551815509796,
0.6444442868232727,
0.322274774312973,
0.3724927604198456,
0.22619038820266724,
0.2749998867511749,
0.3135133981704712,
0.5128204226493835,
0.5925924181938171,
0.4698793888092041,
0.22988496720790863,
0.3950616121292114,
0.5619046092033386,
0.6350710391998291,
0.5083332657814026,
0.11666662245988846,
0.6210525035858154,
0.4729062616825104,
0.5076140761375427,
0.4313724637031555,
0.7099998593330383,
0.6181816458702087,
0.44198882579803467,
0.3708608150482178,
0.2105262726545334,
0.19580411911010742,
0.24778753519058228,
0.3503648638725281,
0.7209300398826599,
0.5655736327171326,
0.46753236651420593,
0.4249998927116394,
0.16417904198169708,
0.4262293577194214,
0.29473677277565,
0.6806281208992004,
0.5674739480018616,
0.1935483068227768,
0.37499991059303284,
0.49999988079071045,
0.09230764210224152,
0.43979042768478394,
0.6790696382522583,
0.4024389386177063,
0.321428507566452,
0.41666656732559204,
0.5527637004852295,
0.5630251169204712,
0.40476179122924805,
0.37854886054992676,
0.49689429998397827,
0.5325441956520081,
0.35658904910087585,
0.16783210635185242,
0.6808509230613708,
0.4914284646511078,
0.413043349981308,
0.3354429602622986,
0.2191779911518097,
0.5608464479446411
],
"time": 26.63773970026523,
"param": null
},
{
"epoch": 60,
"train_loss": 1.8691414594650269,
"val_loss": 2.3072946071624756,
"acc": 44.14,
"f1": [
0.7309643626213074,
0.5242717266082764,
0.29702961444854736,
0.23776215314865112,
0.2812499403953552,
0.44047608971595764,
0.4299064576625824,
0.5120771527290344,
0.4466665983200073,
0.5454544425010681,
0.3522011637687683,
0.32183900475502014,
0.44444435834884644,
0.31914883852005005,
0.37288129329681396,
0.3583814203739166,
0.5205478072166443,
0.5194804668426514,
0.3157893717288971,
0.3976607024669647,
0.7464112639427185,
0.5029938817024231,
0.42801550030708313,
0.466666579246521,
0.6044443249702454,
0.38157883286476135,
0.43902426958084106,
0.2758619785308838,
0.6363635063171387,
0.39676105976104736,
0.38888877630233765,
0.5668447613716125,
0.4242422878742218,
0.3095237612724304,
0.36956506967544556,
0.20740734040737152,
0.3522011637687683,
0.36065563559532166,
0.3068180978298187,
0.5064101815223694,
0.3999998867511749,
0.6461536884307861,
0.39090898633003235,
0.3636362552642822,
0.18604643642902374,
0.2829267382621765,
0.28571417927742004,
0.45581385493278503,
0.6288658380508423,
0.5485712885856628,
0.12499994784593582,
0.3961038589477539,
0.5800864696502686,
0.6553670763969421,
0.5199998617172241,
0.1749999076128006,
0.5733786821365356,
0.4785274565219879,
0.4855490028858185,
0.3654821515083313,
0.689361572265625,
0.5652172565460205,
0.49999988079071045,
0.4487804174423218,
0.27322396636009216,
0.22346359491348267,
0.2737641930580139,
0.25396817922592163,
0.7717389464378357,
0.6220094561576843,
0.5488370656967163,
0.5714284181594849,
0.22377613186836243,
0.33333325386047363,
0.2815532982349396,
0.6772485375404358,
0.7282050251960754,
0.18421046435832977,
0.3389829695224762,
0.43902426958084106,
0.19736838340759277,
0.4511277675628662,
0.6952379941940308,
0.4432430863380432,
0.39784935116767883,
0.6011558771133423,
0.5235601663589478,
0.5140561461448669,
0.30996301770210266,
0.44673532247543335,
0.43956032395362854,
0.5870645046234131,
0.36470577120780945,
0.2547169029712677,
0.6893202662467957,
0.5583332777023315,
0.34432223439216614,
0.37320560216903687,
0.19867542386054993,
0.5217389464378357
],
"time": 26.424462026916444,
"param": null
},
{
"epoch": 61,
"train_loss": 1.8623738288879395,
"val_loss": 2.3828132152557373,
"acc": 41.03,
"f1": [
0.7674416899681091,
0.4615383744239807,
0.2941175401210785,
0.2147650271654129,
0.24742262065410614,
0.38157883286476135,
0.38064509630203247,
0.3833865225315094,
0.46025097370147705,
0.4671531319618225,
0.2812499403953552,
0.34554967284202576,
0.4295300841331482,
0.38888877630233765,
0.3517586886882782,
0.2999998927116394,
0.5154638290405273,
0.45833322405815125,
0.2425628900527954,
0.44311365485191345,
0.742857038974762,
0.5531913042068481,
0.4050632119178772,
0.4150942265987396,
0.5025123953819275,
0.2656249403953552,
0.4170615077018738,
0.2583731412887573,
0.5925924181938171,
0.38356152176856995,
0.40972214937210083,
0.3999998867511749,
0.3723403513431549,
0.4923075735569,
0.3727271258831024,
0.24844713509082794,
0.31372538208961487,
0.3999999165534973,
0.27615058422088623,
0.47260263562202454,
0.37499985098838806,
0.6424869298934937,
0.3320753574371338,
0.27428561449050903,
0.17708326876163483,
0.265682578086853,
0.31788066029548645,
0.4491977095603943,
0.6343611478805542,
0.5124554634094238,
0.19999994337558746,
0.4545453190803528,
0.4978901743888855,
0.5922329425811768,
0.49999988079071045,
0.15476183593273163,
0.6403939127922058,
0.4823527932167053,
0.5999998450279236,
0.36162352561950684,
0.7187498211860657,
0.44554442167282104,
0.5274723768234253,
0.358024537563324,
0.152671679854393,
0.17610056698322296,
0.24460424482822418,
0.3502824008464813,
0.6746986508369446,
0.5270268321037292,
0.5122805833816528,
0.4025973081588745,
0.15139436721801758,
0.26751580834388733,
0.24603168666362762,
0.6806281208992004,
0.6853931546211243,
0.2727271616458893,
0.28455275297164917,
0.3756905198097229,
0.15950913727283478,
0.4630540609359741,
0.6960350871086121,
0.3443707227706909,
0.3489931523799896,
0.5989303588867188,
0.5120771527290344,
0.5526314377784729,
0.30303022265434265,
0.4788731336593628,
0.4182508587837219,
0.44943806529045105,
0.3837208151817322,
0.255999892950058,
0.6785712838172913,
0.45121943950653076,
0.33333325386047363,
0.3516482412815094,
0.1548386514186859,
0.37837833166122437
],
"time": 26.908002532087266,
"param": null
},
{
"epoch": 62,
"train_loss": 1.7052967548370361,
"val_loss": 2.384220600128174,
"acc": 44.63,
"f1": [
0.561576247215271,
0.47999995946884155,
0.3523315489292145,
0.22666659951210022,
0.2786068916320801,
0.40999990701675415,
0.4684014320373535,
0.5414363145828247,
0.5882351398468018,
0.4926470220088959,
0.30065348744392395,
0.29508185386657715,
0.449799120426178,
0.4024389386177063,
0.32635971903800964,
0.39301300048828125,
0.4545453190803528,
0.6063346862792969,
0.3644067049026489,
0.3974357545375824,
0.7464112639427185,
0.6349205374717712,
0.4311376214027405,
0.3576158285140991,
0.6598983407020569,
0.4090908467769623,
0.4939757287502289,
0.2576685845851898,
0.6017698049545288,
0.46153831481933594,
0.45033106207847595,
0.45751625299453735,
0.4727271497249603,
0.4588233530521393,
0.4112148582935333,
0.07874010503292084,
0.36879420280456543,
0.4120602011680603,
0.32369929552078247,
0.6282721161842346,
0.3720929026603699,
0.653658390045166,
0.41891881823539734,
0.4615383446216583,
0.17391297221183777,
0.35416656732559204,
0.27333325147628784,
0.5277776122093201,
0.7093595266342163,
0.6063828468322754,
0.23744283616542816,
0.4432988464832306,
0.619999885559082,
0.5227962732315063,
0.524590015411377,
0.17073164880275726,
0.6444442868232727,
0.38162538409233093,
0.6095237135887146,
0.4226802885532379,
0.7081338167190552,
0.5649716258049011,
0.44976064562797546,
0.33333322405815125,
0.17518241703510284,
0.19108274579048157,
0.2528734505176544,
0.21686740219593048,
0.6956520676612854,
0.5396824479103088,
0.4812833070755005,
0.5632652044296265,
0.1438848376274109,
0.3865030109882355,
0.24675315618515015,
0.6181817054748535,
0.5907471776008606,
0.23584897816181183,
0.2929935157299042,
0.4854367673397064,
0.18378373980522156,
0.4953269362449646,
0.6899998784065247,
0.36704114079475403,
0.37349388003349304,
0.6344084739685059,
0.44642844796180725,
0.46975085139274597,
0.44705867767333984,
0.4358973205089569,
0.5244443416595459,
0.47311821579933167,
0.32584258913993835,
0.15602830052375793,
0.7272725701332092,
0.5592415928840637,
0.3707316219806671,
0.42857131361961365,
0.24761897325515747,
0.45833322405815125
],
"time": 26.15142180863768,
"param": null
},
{
"epoch": 63,
"train_loss": 1.6812734603881836,
"val_loss": 2.0390737056732178,
"acc": 48.02,
"f1": [
0.6846845149993896,
0.5229355692863464,
0.3425924777984619,
0.28260859847068787,
0.28019312024116516,
0.5028570294380188,
0.37575751543045044,
0.5742572546005249,
0.6116504073143005,
0.639593780040741,
0.20155030488967896,
0.28571417927742004,
0.522222101688385,
0.3617020547389984,
0.4146340489387512,
0.3363635540008545,
0.5760868191719055,
0.6458331942558289,
0.42452818155288696,
0.4154588282108307,
0.7307690382003784,
0.5971562266349792,
0.5142855644226074,
0.561576247215271,
0.7262568473815918,
0.44827571511268616,
0.45121943950653076,
0.29787227511405945,
0.6086955070495605,
0.4481326937675476,
0.4712642431259155,
0.5028570294380188,
0.47368407249450684,
0.4599998891353607,
0.3932202160358429,
0.3267325758934021,
0.3924049437046051,
0.46031734347343445,
0.30409345030784607,
0.6415093541145325,
0.45871543884277344,
0.6788989305496216,
0.43093910813331604,
0.3942306339740753,
0.29213473200798035,
0.3157894015312195,
0.26666656136512756,
0.524590015411377,
0.6507935523986816,
0.6315788626670837,
0.25396814942359924,
0.49999988079071045,
0.5910930633544922,
0.6243385076522827,
0.5107913017272949,
0.22471901774406433,
0.7253884673118591,
0.5296802520751953,
0.587719202041626,
0.46728962659835815,
0.7601808309555054,
0.6242773532867432,
0.5487803816795349,
0.43979042768478394,
0.28571417927742004,
0.2576685845851898,
0.31775689125061035,
0.3225805461406708,
0.7540981769561768,
0.6637553572654724,
0.5063290596008301,
0.5999998450279236,
0.19209031760692596,
0.4102562665939331,
0.2906976044178009,
0.6039214134216309,
0.763440728187561,
0.2783504128456116,
0.36065563559532166,
0.5116277933120728,
0.2727271318435669,
0.48587560653686523,
0.7096772789955139,
0.4018690288066864,
0.3908045291900635,
0.5820105075836182,
0.5743588209152222,
0.6502462029457092,
0.38095229864120483,
0.42857131361961365,
0.49606287479400635,
0.5901637673377991,
0.3367346227169037,
0.2488037496805191,
0.7623316645622253,
0.5799998641014099,
0.362499862909317,
0.4666665494441986,
0.2513660192489624,
0.5728641748428345
],
"time": 25.54475932661444,
"param": null
},
{
"epoch": 64,
"train_loss": 1.740036964416504,
"val_loss": 2.378007650375366,
"acc": 44.67,
"f1": [
0.6748464703559875,
0.5621620416641235,
0.36649200320243835,
0.19318175315856934,
0.2208588421344757,
0.47107425332069397,
0.4530385434627533,
0.5045044422149658,
0.504132091999054,
0.5205478072166443,
0.30392149090766907,
0.3265305161476135,
0.5081079602241516,
0.2962961792945862,
0.44047608971595764,
0.3389829397201538,
0.47999995946884155,
0.5232066512107849,
0.3904760777950287,
0.4190475046634674,
0.6190474629402161,
0.6237622499465942,
0.45054933428764343,
0.4102562963962555,
0.5555554032325745,
0.3831774890422821,
0.4148147404193878,
0.23357655107975006,
0.6222221255302429,
0.4222221076488495,
0.45033106207847595,
0.4311925768852234,
0.48809507489204407,
0.38907843828201294,
0.31999990344047546,
0.28749987483024597,
0.3853210210800171,
0.2949307858943939,
0.32558128237724304,
0.6603772640228271,
0.38848912715911865,
0.6633164882659912,
0.3275861144065857,
0.4260868728160858,
0.16666661202907562,
0.34482747316360474,
0.31746023893356323,
0.5238093733787537,
0.7096772789955139,
0.497041255235672,
0.19767434895038605,
0.3529410660266876,
0.6445496082305908,
0.6638296246528625,
0.5227271318435669,
0.1194029375910759,
0.6132074594497681,
0.47619032859802246,
0.6069650650024414,
0.38993698358535767,
0.6641789674758911,
0.6235292553901672,
0.491227924823761,
0.4186045527458191,
0.17391297221183777,
0.26244333386421204,
0.2923975884914398,
0.3483870029449463,
0.7486629486083984,
0.6595743298530579,
0.5491801500320435,
0.5899998545646667,
0.20809243619441986,
0.44230756163597107,
0.20325198769569397,
0.6871164441108704,
0.6443513035774231,
0.208791121840477,
0.34394893050193787,
0.389104962348938,
0.13043473660945892,
0.4366196393966675,
0.7363182306289673,
0.41414129734039307,
0.39548009634017944,
0.5303866267204285,
0.49999988079071045,
0.5576921701431274,
0.3148687481880188,
0.4395603835582733,
0.4493390619754791,
0.6190475225448608,
0.4242422878742218,
0.2117646485567093,
0.6164873242378235,
0.44198882579803467,
0.42063480615615845,
0.4148934781551361,
0.19889496266841888,
0.5361700654029846
],
"time": 25.745709371753037,
"param": null
},
{
"epoch": 65,
"train_loss": 1.6323089599609375,
"val_loss": 2.0685689449310303,
"acc": 46.11,
"f1": [
0.6971427202224731,
0.5040649175643921,
0.38095229864120483,
0.24719089269638062,
0.2959640622138977,
0.43575406074523926,
0.44776105880737305,
0.4312267005443573,
0.6091369390487671,
0.6057690978050232,
0.2576685845851898,
0.2589927613735199,
0.5027320981025696,
0.40935659408569336,
0.3362830877304077,
0.3894736170768738,
0.5384615063667297,
0.622641384601593,
0.2828282117843628,
0.38848912715911865,
0.7272725701332092,
0.5668447613716125,
0.4538460373878479,
0.6349205374717712,
0.7272725701332092,
0.4432430863380432,
0.4969695806503296,
0.30331745743751526,
0.666666567325592,
0.44311365485191345,
0.49261072278022766,
0.497175008058548,
0.434782475233078,
0.44444432854652405,
0.3370785713195801,
0.18487386405467987,
0.47398826479911804,
0.4111110270023346,
0.239436537027359,
0.5440612435340881,
0.4530385434627533,
0.6999997496604919,
0.46486473083496094,
0.4271843731403351,
0.2010049670934677,
0.3121386468410492,
0.28695645928382874,
0.5781989693641663,
0.7578946352005005,
0.6399998664855957,
0.18811874091625214,
0.41935470700263977,
0.547485888004303,
0.5480426549911499,
0.4980543851852417,
0.14864858984947205,
0.6285713315010071,
0.44628089666366577,
0.6107783317565918,
0.3855420649051666,
0.7661689519882202,
0.539215624332428,
0.4851484000682831,
0.3537413775920868,
0.3060108423233032,
0.28440356254577637,
0.26277366280555725,
0.36734679341316223,
0.7336243391036987,
0.5714285373687744,
0.5607475638389587,
0.7219511270523071,
0.21359217166900635,
0.45814967155456543,
0.26881712675094604,
0.6847825050354004,
0.6724136471748352,
0.2546815574169159,
0.33606547117233276,
0.4955751299858093,
0.2212388664484024,
0.4734298884868622,
0.6899998784065247,
0.3837208151817322,
0.367346853017807,
0.6627905368804932,
0.46999987959861755,
0.5747125148773193,
0.3758388161659241,
0.5340908169746399,
0.4955751299858093,
0.5158370137214661,
0.34736835956573486,
0.22950810194015503,
0.7219511270523071,
0.5419353246688843,
0.4186045527458191,
0.4678361415863037,
0.23293164372444153,
0.43362823128700256
],
"time": 26.140419787727296,
"param": null
},
{
"epoch": 66,
"train_loss": 1.8683959245681763,
"val_loss": 2.4825382232666016,
"acc": 41.22,
"f1": [
0.6892654895782471,
0.48913031816482544,
0.28235283493995667,
0.1333332657814026,
0.21428564190864563,
0.35365843772888184,
0.3878325819969177,
0.38938048481941223,
0.5125626921653748,
0.46575334668159485,
0.28742504119873047,
0.29139062762260437,
0.39735087752342224,
0.40740731358528137,
0.3727271258831024,
0.2999999523162842,
0.5686272978782654,
0.5079363584518433,
0.3665594160556793,
0.3350784480571747,
0.762376070022583,
0.5514017343521118,
0.4033612310886383,
0.5982905030250549,
0.5073528289794922,
0.31884047389030457,
0.3679999113082886,
0.263374388217926,
0.4186045527458191,
0.3026314675807953,
0.4114284813404083,
0.4851484000682831,
0.34554967284202576,
0.37885454297065735,
0.381294846534729,
0.1916166990995407,
0.299999862909317,
0.36714968085289,
0.251082181930542,
0.4778155982494354,
0.34722214937210083,
0.6470586061477661,
0.27826082706451416,
0.26845628023147583,
0.12345672398805618,
0.2527880370616913,
0.3578946590423584,
0.4551723301410675,
0.6598983407020569,
0.5894736051559448,
0.2470587193965912,
0.4045800566673279,
0.6111109852790833,
0.6291078925132751,
0.5555554628372192,
0.03571426123380661,
0.6462881565093994,
0.41666656732559204,
0.4460430443286896,
0.43548381328582764,
0.6782606840133667,
0.4588233530521393,
0.4834122061729431,
0.36956506967544556,
0.20689649879932404,
0.256410151720047,
0.27096763253211975,
0.4292682111263275,
0.7559806704521179,
0.5294116139411926,
0.5071768760681152,
0.3407406508922577,
0.12676051259040833,
0.41610726714134216,
0.3076922297477722,
0.7089946269989014,
0.6052629947662354,
0.193548321723938,
0.24193541705608368,
0.41284388303756714,
0.17616572976112366,
0.4210525155067444,
0.6877826452255249,
0.3587442934513092,
0.32748526334762573,
0.5357141494750977,
0.4635760486125946,
0.6111109852790833,
0.27079299092292786,
0.41696101427078247,
0.48309168219566345,
0.5384613871574402,
0.3578946590423584,
0.18072283267974854,
0.7291665077209473,
0.4805193543434143,
0.37962955236434937,
0.3741934299468994,
0.19631893932819366,
0.5360823273658752
],
"time": 26.331683597527444,
"param": null
},
{
"epoch": 67,
"train_loss": 1.7341227531433105,
"val_loss": 2.3194665908813477,
"acc": 46.72,
"f1": [
0.7473682165145874,
0.429378479719162,
0.3478260338306427,
0.26900574564933777,
0.28025469183921814,
0.4190475642681122,
0.415094256401062,
0.511627733707428,
0.6355138421058655,
0.5904760956764221,
0.34123215079307556,
0.29139062762260437,
0.5024153590202332,
0.38176634907722473,
0.38918909430503845,
0.37696322798728943,
0.5849055051803589,
0.5911948084831238,
0.45544540882110596,
0.351351261138916,
0.7456139326095581,
0.6233765482902527,
0.4827585518360138,
0.5342464447021484,
0.6754384636878967,
0.37777766585350037,
0.488262802362442,
0.32432422041893005,
0.6012268662452698,
0.4161849021911621,
0.43373483419418335,
0.49746179580688477,
0.4096384644508362,
0.4615383446216583,
0.3820223808288574,
0.33502528071403503,
0.43575406074523926,
0.43564343452453613,
0.3568463623523712,
0.6478871703147888,
0.43428558111190796,
0.6504853367805481,
0.38571420311927795,
0.4694834351539612,
0.22485199570655823,
0.28571420907974243,
0.2769230008125305,
0.5714285373687744,
0.6693875789642334,
0.5333332419395447,
0.1142856702208519,
0.4884791076183319,
0.5762710571289062,
0.666666567325592,
0.5363127589225769,
0.13432830572128296,
0.577946662902832,
0.4780486822128296,
0.5940592885017395,
0.4508668780326843,
0.5921786427497864,
0.6271185278892517,
0.5664739012718201,
0.3731342554092407,
0.19696961343288422,
0.2231075018644333,
0.2941175401210785,
0.3670884966850281,
0.7707315683364868,
0.5238094329833984,
0.5739129781723022,
0.5775861144065857,
0.18421046435832977,
0.40552979707717896,
0.25668442249298096,
0.6666665077209473,
0.6981130838394165,
0.2117646485567093,
0.3351954519748688,
0.47169798612594604,
0.1951218843460083,
0.41573023796081543,
0.6567163467407227,
0.3983401656150818,
0.3367346227169037,
0.6086955666542053,
0.4946235418319702,
0.5333333015441895,
0.41346144676208496,
0.49999988079071045,
0.4950493574142456,
0.5816324949264526,
0.4302324652671814,
0.23728805780410767,
0.7321426868438721,
0.5906734466552734,
0.40659332275390625,
0.3714284598827362,
0.18181811273097992,
0.5638765096664429
],
"time": 26.290921830572188,
"param": null
},
{
"epoch": 68,
"train_loss": 1.6089204549789429,
"val_loss": 2.2382242679595947,
"acc": 46.86,
"f1": [
0.7319586277008057,
0.4604315459728241,
0.3578946590423584,
0.16260157525539398,
0.2694299519062042,
0.5028570294380188,
0.4194755554199219,
0.5121950507164001,
0.5898616909980774,
0.6352940201759338,
0.29850736260414124,
0.29585790634155273,
0.5416665077209473,
0.4607328474521637,
0.39631327986717224,
0.34999990463256836,
0.5388599634170532,
0.6040815114974976,
0.37599989771842957,
0.44444435834884644,
0.7177032232284546,
0.5964910984039307,
0.49019595980644226,
0.5764704942703247,
0.6632652282714844,
0.4518827795982361,
0.36421719193458557,
0.30588221549987793,
0.6144576668739319,
0.3699420988559723,
0.47674402594566345,
0.45348823070526123,
0.4242423474788666,
0.4133332371711731,
0.43199992179870605,
0.2933332622051239,
0.40358731150627136,
0.3778800964355469,
0.29197070002555847,
0.587755024433136,
0.4222221076488495,
0.6785712838172913,
0.4191615581512451,
0.4214874804019928,
0.27649760246276855,
0.31284910440444946,
0.2714284658432007,
0.5865383148193359,
0.6556015014648438,
0.5752211213111877,
0.1990049034357071,
0.43518510460853577,
0.6008967757225037,
0.5663716197013855,
0.5499998927116394,
0.10126575827598572,
0.7195766568183899,
0.4851484000682831,
0.6099998950958252,
0.4835163354873657,
0.7246376276016235,
0.5699480772018433,
0.5849055051803589,
0.44776105880737305,
0.18421046435832977,
0.28999990224838257,
0.3354036211967468,
0.38834938406944275,
0.7782804369926453,
0.653658390045166,
0.5221238136291504,
0.6146340370178223,
0.16666659712791443,
0.31645557284355164,
0.29213473200798035,
0.7513810992240906,
0.7368419766426086,
0.22222213447093964,
0.3387095630168915,
0.4731181561946869,
0.217391237616539,
0.432748407125473,
0.6255922317504883,
0.37446799874305725,
0.36649200320243835,
0.6249998807907104,
0.5347592234611511,
0.620320737361908,
0.3999998867511749,
0.4837207794189453,
0.568720281124115,
0.5816324949264526,
0.2962961792945862,
0.2719297707080841,
0.7444443106651306,
0.5741626024246216,
0.4433496594429016,
0.43333321809768677,
0.19540224969387054,
0.5948716402053833
],
"time": 26.77447710558772,
"param": null
},
{
"epoch": 69,
"train_loss": 1.5917993783950806,
"val_loss": 2.169772148132324,
"acc": 46.84,
"f1": [
0.672810971736908,
0.5762709975242615,
0.33962252736091614,
0.265060156583786,
0.2514968812465668,
0.5139663219451904,
0.47761180996894836,
0.5232557058334351,
0.5645932555198669,
0.5829595327377319,
0.3394494354724884,
0.2727271616458893,
0.4391690790653229,
0.38596484065055847,
0.3853210210800171,
0.41935470700263977,
0.5104601383209229,
0.6296294927597046,
0.40138399600982666,
0.3576158285140991,
0.7586205005645752,
0.5608854293823242,
0.47916653752326965,
0.48780474066734314,
0.712643563747406,
0.43781083822250366,
0.43373486399650574,
0.278787761926651,
0.666666567325592,
0.3874344527721405,
0.4414413571357727,
0.47368407249450684,
0.39826828241348267,
0.44571414589881897,
0.39252325892448425,
0.33802807331085205,
0.3926379084587097,
0.38578668236732483,
0.36458322405815125,
0.6572768688201904,
0.4744184911251068,
0.6280191540718079,
0.3764704465866089,
0.38993698358535767,
0.2611939311027527,
0.3118278682231903,
0.2660549581050873,
0.5333332419395447,
0.6949151158332825,
0.4999998211860657,
0.2526314854621887,
0.5326631665229797,
0.616071343421936,
0.6311473846435547,
0.5373133420944214,
0.18749994039535522,
0.6918917894363403,
0.42711856961250305,
0.590908944606781,
0.4541061818599701,
0.7745096683502197,
0.5680471658706665,
0.5118482112884521,
0.3661970794200897,
0.2758619785308838,
0.21686740219593048,
0.39252325892448425,
0.4257424473762512,
0.7431191205978394,
0.6111109852790833,
0.4698793888092041,
0.6406925916671753,
0.22784802317619324,
0.40975597500801086,
0.23129244148731232,
0.6969695687294006,
0.6559998393058777,
0.23595495522022247,
0.35467973351478577,
0.5058822631835938,
0.16806717216968536,
0.4248703718185425,
0.6966290473937988,
0.39097732305526733,
0.3636362552642822,
0.636871337890625,
0.5405403971672058,
0.5128204226493835,
0.4260353744029999,
0.47398826479911804,
0.4947367310523987,
0.5454544425010681,
0.38490554690361023,
0.2983424663543701,
0.8144328594207764,
0.5319147706031799,
0.4099377691745758,
0.4052286446094513,
0.2983424663543701,
0.5573769211769104
],
"time": 26.466481086798012,
"param": null
},
{
"epoch": 70,
"train_loss": 1.7131555080413818,
"val_loss": 2.18162202835083,
"acc": 45.89,
"f1": [
0.7093595266342163,
0.5412842631340027,
0.30357134342193604,
0.16923071444034576,
0.30125513672828674,
0.5024629235267639,
0.4362138509750366,
0.49523797631263733,
0.6528496146202087,
0.5340908169746399,
0.3057323694229126,
0.283950537443161,
0.447368323802948,
0.3552630543708801,
0.40178558230400085,
0.3626372814178467,
0.4967319071292877,
0.5748501420021057,
0.3755101263523102,
0.37320560216903687,
0.7755100131034851,
0.5671641230583191,
0.47761180996894836,
0.48837196826934814,
0.6115701198577881,
0.4352940320968628,
0.371900737285614,
0.3088802397251129,
0.5384613871574402,
0.45901623368263245,
0.4210525155067444,
0.43055543303489685,
0.47846877574920654,
0.44444435834884644,
0.3621397912502289,
0.16666661202907562,
0.45283007621765137,
0.47115376591682434,
0.31999990344047546,
0.6346153020858765,
0.3837208151817322,
0.6445496082305908,
0.3862067759037018,
0.3726707398891449,
0.30120471119880676,
0.2786884605884552,
0.2647058069705963,
0.5317917466163635,
0.666666567325592,
0.5754715800285339,
0.3025209605693817,
0.4113474488258362,
0.5931557416915894,
0.6305417418479919,
0.5585584044456482,
0.1379309743642807,
0.6419751644134521,
0.5319147706031799,
0.6507176160812378,
0.40251561999320984,
0.6413041353225708,
0.5756096839904785,
0.521008312702179,
0.4705881178379059,
0.19999994337558746,
0.2272726595401764,
0.35064926743507385,
0.314606636762619,
0.6515150666236877,
0.5842695236206055,
0.5146197080612183,
0.595959484577179,
0.2258063703775406,
0.3152172863483429,
0.28571420907974243,
0.6424869298934937,
0.7127658128738403,
0.2176164984703064,
0.34181809425354004,
0.4729062616825104,
0.27380943298339844,
0.5308055877685547,
0.6839826703071594,
0.4507041275501251,
0.39166659116744995,
0.5948716402053833,
0.6086955666542053,
0.5699480772018433,
0.4161849021911621,
0.4951455295085907,
0.4976957440376282,
0.5339804887771606,
0.3999998867511749,
0.292035311460495,
0.765714168548584,
0.3976607322692871,
0.38709667325019836,
0.45197728276252747,
0.2673266530036926,
0.5065500736236572
],
"time": 26.200525355525315,
"param": null
},
{
"epoch": 71,
"train_loss": 1.6227521896362305,
"val_loss": 2.2997214794158936,
"acc": 44.26,
"f1": [
0.7046630382537842,
0.45259928703308105,
0.34042543172836304,
0.16058386862277985,
0.26540276408195496,
0.43438899517059326,
0.47222211956977844,
0.5196077227592468,
0.5573769211769104,
0.5939393043518066,
0.228260800242424,
0.2783881723880768,
0.522222101688385,
0.3756905198097229,
0.34163692593574524,
0.31901830434799194,
0.5110130310058594,
0.5868262648582458,
0.3424123525619507,
0.29585790634155273,
0.6148146390914917,
0.5662649273872375,
0.4487804174423218,
0.5081079602241516,
0.7058822512626648,
0.3440859317779541,
0.49710968136787415,
0.29702961444854736,
0.5654449462890625,
0.3537414073944092,
0.46636757254600525,
0.38888880610466003,
0.4299064576625824,
0.45263150334358215,
0.3653844892978668,
0.22784802317619324,
0.39999985694885254,
0.37735840678215027,
0.292035311460495,
0.6372547745704651,
0.3976607024669647,
0.6806281208992004,
0.4561401903629303,
0.41048023104667664,
0.20799992978572845,
0.34736835956573486,
0.2793295085430145,
0.5221673846244812,
0.6839826703071594,
0.5124998688697815,
0.15384608507156372,
0.42231065034866333,
0.5232557058334351,
0.5233643651008606,
0.5586591362953186,
0.20588228106498718,
0.6802029013633728,
0.4044942855834961,
0.547770619392395,
0.43749991059303284,
0.6892654895782471,
0.5227271318435669,
0.5023254752159119,
0.44311365485191345,
0.21428565680980682,
0.2824857831001282,
0.33333322405815125,
0.3499998450279236,
0.7979272603988647,
0.579925537109375,
0.6028706431388855,
0.6062990427017212,
0.15384608507156372,
0.36585354804992676,
0.2928869426250458,
0.6461536884307861,
0.763440728187561,
0.2181817591190338,
0.3431371748447418,
0.4223601520061493,
0.20095685124397278,
0.5136610269546509,
0.7322402596473694,
0.3959389626979828,
0.39583319425582886,
0.6107783317565918,
0.43749991059303284,
0.47058820724487305,
0.35109710693359375,
0.4835163354873657,
0.5232066512107849,
0.5608464479446411,
0.29007622599601746,
0.26041656732559204,
0.6296294927597046,
0.4685713052749634,
0.29007622599601746,
0.3776223063468933,
0.2062779664993286,
0.43189361691474915
],
"time": 26.662394265644252,
"param": null
},
{
"epoch": 72,
"train_loss": 1.5298752784729004,
"val_loss": 2.1229193210601807,
"acc": 48.12,
"f1": [
0.7333331108093262,
0.6545453667640686,
0.26262614130973816,
0.2714284658432007,
0.3184078335762024,
0.511627733707428,
0.42201822996139526,
0.5038759112358093,
0.5546217560768127,
0.5887445211410522,
0.2838708758354187,
0.255143940448761,
0.5301203727722168,
0.3881855607032776,
0.389104962348938,
0.43333321809768677,
0.5473682880401611,
0.6666664481163025,
0.4096384346485138,
0.43037962913513184,
0.742574155330658,
0.5730992555618286,
0.4954127371311188,
0.6514284610748291,
0.7263681292533875,
0.5202310085296631,
0.390243798494339,
0.31325289607048035,
0.6415093541145325,
0.4645159840583801,
0.47577083110809326,
0.466666579246521,
0.43835610151290894,
0.4631577730178833,
0.38636353611946106,
0.31428563594818115,
0.3874998986721039,
0.30555543303489685,
0.3880595862865448,
0.6023164391517639,
0.4020099639892578,
0.7179486155509949,
0.3793102502822876,
0.4195120930671692,
0.24691346287727356,
0.3091786503791809,
0.2820512056350708,
0.5148513317108154,
0.6953123807907104,
0.6532661318778992,
0.23232315480709076,
0.45283007621765137,
0.5847455859184265,
0.7008545994758606,
0.5321887135505676,
0.17721512913703918,
0.6434781551361084,
0.46288198232650757,
0.5714284777641296,
0.44808733463287354,
0.7431191205978394,
0.5865383148193359,
0.5756096839904785,
0.4087590277194977,
0.2193547636270523,
0.3261801600456238,
0.36809808015823364,
0.38578668236732483,
0.7843136787414551,
0.6880732178688049,
0.5327101349830627,
0.6138612627983093,
0.16560502350330353,
0.4158414602279663,
0.2754489779472351,
0.7136561870574951,
0.7731956839561462,
0.15789468586444855,
0.3018867075443268,
0.47933873534202576,
0.17886172235012054,
0.5339365601539612,
0.7037035822868347,
0.3999998867511749,
0.37563440203666687,
0.5822783708572388,
0.5094338655471802,
0.572916567325592,
0.39145901799201965,
0.5161288380622864,
0.5311201810836792,
0.5714284181594849,
0.44670039415359497,
0.2481202334165573,
0.7073169350624084,
0.5254901647567749,
0.4069766402244568,
0.4795917272567749,
0.2312137931585312,
0.5789472460746765
],
"time": 27.01000491064042,
"param": null
},
{
"epoch": 73,
"train_loss": 1.5953412055969238,
"val_loss": 2.729076385498047,
"acc": 40.79,
"f1": [
0.6454544067382812,
0.48044681549072266,
0.23376615345478058,
0.17283941805362701,
0.19999991357326508,
0.39057233929634094,
0.4999998211860657,
0.38918909430503845,
0.5408803224563599,
0.35835346579551697,
0.2528734505176544,
0.20408155024051666,
0.428070068359375,
0.3292682468891144,
0.38139525055885315,
0.3036303222179413,
0.37151700258255005,
0.5119998455047607,
0.3786981403827667,
0.39378228783607483,
0.5223366618156433,
0.5656563639640808,
0.4772725999355316,
0.057692285627126694,
0.6731706857681274,
0.27884605526924133,
0.34848475456237793,
0.2166665941476822,
0.5149698853492737,
0.3692306876182556,
0.32298123836517334,
0.3714284896850586,
0.48809507489204407,
0.3832334280014038,
0.35359105467796326,
0.1528661698102951,
0.16260157525539398,
0.3096773326396942,
0.26415085792541504,
0.6417111158370972,
0.2003338634967804,
0.6598983407020569,
0.3489931523799896,
0.4588233530521393,
0.3170730471611023,
0.280898779630661,
0.22916659712791443,
0.425531804561615,
0.7157893776893616,
0.41176462173461914,
0.1768706887960434,
0.4972374439239502,
0.5714284777641296,
0.669999897480011,
0.4487178325653076,
0.14084501564502716,
0.6815640926361084,
0.4018690288066864,
0.4794006645679474,
0.4978901743888855,
0.7383176684379578,
0.506493330001831,
0.46511611342430115,
0.33057841658592224,
0.08695648610591888,
0.2234041839838028,
0.31372538208961487,
0.3647797703742981,
0.7407405972480774,
0.47747737169265747,
0.4596272110939026,
0.5748030543327332,
0.18300646543502808,
0.4519229531288147,
0.26277366280555725,
0.6488887667655945,
0.5384615063667297,
0.2820512056350708,
0.3267972767353058,
0.491227924823761,
0.10144922137260437,
0.4015443027019501,
0.7017542123794556,
0.300429105758667,
0.24999991059303284,
0.4605261981487274,
0.41711217164993286,
0.33245375752449036,
0.3726707398891449,
0.40963849425315857,
0.5345621109008789,
0.5175436735153198,
0.38059693574905396,
0.2560974657535553,
0.5799999237060547,
0.452830046415329,
0.3225805461406708,
0.3975902497768402,
0.23966935276985168,
0.5714284777641296
],
"time": 26.06896848604083,
"param": null
},
{
"epoch": 74,
"train_loss": 1.4762756824493408,
"val_loss": 2.18560791015625,
"acc": 43.29,
"f1": [
0.721153736114502,
0.5714284777641296,
0.28571417927742004,
0.22535204887390137,
0.20547938346862793,
0.33532923460006714,
0.37299028038978577,
0.47916653752326965,
0.5052630305290222,
0.4244372248649597,
0.2686566412448883,
0.3106059730052948,
0.4491977095603943,
0.44444429874420166,
0.30526304244995117,
0.28767114877700806,
0.5269460082054138,
0.5084744691848755,
0.306122362613678,
0.3555554449558258,
0.6952788233757019,
0.539215624332428,
0.47846877574920654,
0.5376343131065369,
0.6781114935874939,
0.3060108423233032,
0.41717782616615295,
0.24637670814990997,
0.5882351398468018,
0.4135020077228546,
0.42857131361961365,
0.39676105976104736,
0.4733726978302002,
0.4044116735458374,
0.3583814203739166,
0.12080531567335129,
0.31944435834884644,
0.3763836622238159,
0.3563217520713806,
0.5247147083282471,
0.4466018080711365,
0.6772485375404358,
0.34254133701324463,
0.4576270282268524,
0.19780214130878448,
0.31249991059303284,
0.21839071810245514,
0.5227271318435669,
0.7340423464775085,
0.4999999403953552,
0.1452513188123703,
0.49756085872650146,
0.4939757287502289,
0.5649716258049011,
0.4026844799518585,
0.20645155012607574,
0.6971427202224731,
0.4454975128173828,
0.5853657126426697,
0.43575406074523926,
0.72251296043396,
0.4142855703830719,
0.4596773386001587,
0.4114284813404083,
0.2491348832845688,
0.22916659712791443,
0.378109335899353,
0.37777766585350037,
0.7860695123672485,
0.6145250201225281,
0.4606740176677704,
0.31999990344047546,
0.12154688686132431,
0.4022987186908722,
0.281406968832016,
0.704761803150177,
0.5572754144668579,
0.17204295098781586,
0.31901830434799194,
0.5247523188591003,
0.26373615860939026,
0.49999988079071045,
0.6603772640228271,
0.3797467052936554,
0.3626372814178467,
0.6285713315010071,
0.5887848734855652,
0.524590015411377,
0.37908485531806946,
0.30769219994544983,
0.49664416909217834,
0.5533979535102844,
0.2999998927116394,
0.193548321723938,
0.7171715497970581,
0.4489794969558716,
0.42704617977142334,
0.3950616121292114,
0.2374998927116394,
0.5463413596153259
],
"time": 26.162187037058175,
"param": null
},
{
"epoch": 75,
"train_loss": 1.504014253616333,
"val_loss": 2.4543750286102295,
"acc": 44.77,
"f1": [
0.7058822512626648,
0.5096524357795715,
0.30331745743751526,
0.2810809910297394,
0.2872926890850067,
0.3945577144622803,
0.4045800566673279,
0.468864381313324,
0.5668447613716125,
0.5499998331069946,
0.19580411911010742,
0.3370785713195801,
0.4525546431541443,
0.4133332371711731,
0.343283474445343,
0.40659332275390625,
0.5227271318435669,
0.5340908169746399,
0.38376373052597046,
0.4210525453090668,
0.7865167260169983,
0.5933012366294861,
0.525139570236206,
0.5523808598518372,
0.6532661318778992,
0.4230768084526062,
0.35540062189102173,
0.23529404401779175,
0.6417111158370972,
0.4293783903121948,
0.4758363366127014,
0.43786972761154175,
0.46874985098838806,
0.44311365485191345,
0.40677958726882935,
0.25668442249298096,
0.35064926743507385,
0.40206170082092285,
0.28187909722328186,
0.49146750569343567,
0.4299998879432678,
0.7272725701332092,
0.33593741059303284,
0.4338623583316803,
0.20809243619441986,
0.2578795850276947,
0.26751580834388733,
0.524590015411377,
0.6125460267066956,
0.4813753068447113,
0.23628684878349304,
0.47169798612594604,
0.5849055051803589,
0.6530610918998718,
0.5482624769210815,
0.1639343500137329,
0.6387433409690857,
0.5021644234657288,
0.5714284181594849,
0.5309733152389526,
0.710382342338562,
0.5502644181251526,
0.5302324295043945,
0.41935470700263977,
0.25149694085121155,
0.21714277565479279,
0.326315701007843,
0.3411763310432434,
0.7473682165145874,
0.6483515501022339,
0.5666665434837341,
0.4967319071292877,
0.15189866721630096,
0.3976607024669647,
0.25092241168022156,
0.6927372813224792,
0.6728971004486084,
0.2545453608036041,
0.31034475564956665,
0.4537035822868347,
0.22784802317619324,
0.4712642431259155,
0.7204300165176392,
0.4114284813404083,
0.3428570628166199,
0.5688071846961975,
0.4899998903274536,
0.5882351994514465,
0.3551400303840637,
0.41666656732559204,
0.5181816816329956,
0.5228756666183472,
0.3728812634944916,
0.271493136882782,
0.6535946130752563,
0.5466665029525757,
0.43749991059303284,
0.4115225076675415,
0.19883033633232117,
0.5274723768234253
],
"time": 26.546812697313726,
"param": null
},
{
"epoch": 76,
"train_loss": 1.4852837324142456,
"val_loss": 1.9132494926452637,
"acc": 47.55,
"f1": [
0.6595743298530579,
0.5841582417488098,
0.290502667427063,
0.17647051811218262,
0.2891565263271332,
0.4749998450279236,
0.4588233530521393,
0.46323519945144653,
0.6560845375061035,
0.6122447848320007,
0.362790584564209,
0.3184078335762024,
0.45161277055740356,
0.39449530839920044,
0.41071420907974243,
0.3797467052936554,
0.5306121110916138,
0.5813952684402466,
0.4253392219543457,
0.44970402121543884,
0.7290639281272888,
0.53090900182724,
0.49710968136787415,
0.5780345797538757,
0.6395347118377686,
0.42857131361961365,
0.3955222964286804,
0.3276835083961487,
0.6666665077209473,
0.3999998867511749,
0.46938762068748474,
0.4945053458213806,
0.48387083411216736,
0.3999999165534973,
0.36690640449523926,
0.2629106938838959,
0.3999998867511749,
0.40677958726882935,
0.364531934261322,
0.5482624769210815,
0.4072396755218506,
0.702702522277832,
0.3538460433483124,
0.3843136429786682,
0.3317534327507019,
0.28571417927742004,
0.2999999225139618,
0.543352484703064,
0.6639342904090881,
0.6528924107551575,
0.27322396636009216,
0.4744184911251068,
0.6060605049133301,
0.6574072241783142,
0.5641024112701416,
0.1445782482624054,
0.6806281208992004,
0.4369746744632721,
0.653465211391449,
0.4230768084526062,
0.7857141494750977,
0.5416665077209473,
0.49999988079071045,
0.4133332371711731,
0.2131146788597107,
0.2127659022808075,
0.33333325386047363,
0.39153432846069336,
0.7884613275527954,
0.6528496146202087,
0.5637064576148987,
0.6238530874252319,
0.17964066565036774,
0.40160635113716125,
0.3370785713195801,
0.6245352029800415,
0.7174886465072632,
0.23958325386047363,
0.3433475196361542,
0.49999988079071045,
0.27096763253211975,
0.4269661605358124,
0.7487682700157166,
0.3985506594181061,
0.37426888942718506,
0.6382977366447449,
0.5208331942558289,
0.5811319947242737,
0.36129021644592285,
0.522612988948822,
0.5054150819778442,
0.6257666945457458,
0.39285701513290405,
0.3133639991283417,
0.7191009521484375,
0.5806450843811035,
0.4717947542667389,
0.46511611342430115,
0.23923437297344208,
0.5743588209152222
],
"time": 26.41295906342566,
"param": null
},
{
"epoch": 77,
"train_loss": 1.4782243967056274,
"val_loss": 2.59285306930542,
"acc": 44.17,
"f1": [
0.6255142092704773,
0.4549354910850525,
0.2613064646720886,
0.24999988079071045,
0.28742504119873047,
0.43881845474243164,
0.4411763548851013,
0.5396823883056641,
0.5813952684402466,
0.44508659839630127,
0.22352932393550873,
0.15999992191791534,
0.5090908408164978,
0.32704398036003113,
0.36815908551216125,
0.3853210210800171,
0.4780486822128296,
0.4980841875076294,
0.30357134342193604,
0.3703702688217163,
0.6829267144203186,
0.563535749912262,
0.47120407223701477,
0.3731342554092407,
0.6868685483932495,
0.38888877630233765,
0.40789464116096497,
0.19999992847442627,
0.5380709171295166,
0.4075828194618225,
0.4142010807991028,
0.3440859317779541,
0.47674402594566345,
0.4279474914073944,
0.37735840678215027,
0.251428484916687,
0.3116881847381592,
0.3119265139102936,
0.3169397711753845,
0.6701569557189941,
0.4279474914073944,
0.5950412750244141,
0.372413694858551,
0.41176459193229675,
0.28820955753326416,
0.2886596620082855,
0.2980768382549286,
0.487499862909317,
0.6889951229095459,
0.6071426868438721,
0.27218925952911377,
0.487046480178833,
0.5654449462890625,
0.5520360469818115,
0.48979586362838745,
0.1558440923690796,
0.6893202662467957,
0.47674402594566345,
0.5756096839904785,
0.3971630334854126,
0.7389161586761475,
0.5396823883056641,
0.41481471061706543,
0.45801517367362976,
0.26845628023147583,
0.17218534648418427,
0.3066665530204773,
0.44970402121543884,
0.7999998927116394,
0.6033056974411011,
0.3111110031604767,
0.622641384601593,
0.17808210849761963,
0.4191615581512451,
0.2948717176914215,
0.6853931546211243,
0.6850392818450928,
0.26315781474113464,
0.3276835083961487,
0.5317917466163635,
0.21848732233047485,
0.3833865225315094,
0.7499998807907104,
0.3466666042804718,
0.28965508937835693,
0.6048778891563416,
0.47474732995033264,
0.46687689423561096,
0.3586955666542053,
0.46601933240890503,
0.45918354392051697,
0.5302324295043945,
0.32294610142707825,
0.27338120341300964,
0.6390976309776306,
0.5656563639640808,
0.45685264468193054,
0.4133332371711731,
0.22222214937210083,
0.5517240166664124
],
"time": 26.77382273506373,
"param": null
},
{
"epoch": 78,
"train_loss": 1.496509075164795,
"val_loss": 2.329286575317383,
"acc": 47.07,
"f1": [
0.7393363118171692,
0.6282721161842346,
0.26855117082595825,
0.14925366640090942,
0.2840908169746399,
0.45814967155456543,
0.48453593254089355,
0.5631066560745239,
0.637362539768219,
0.6728971004486084,
0.3195875287055969,
0.1932772397994995,
0.46391740441322327,
0.34254133701324463,
0.418803334236145,
0.36363622546195984,
0.49756085872650146,
0.5940592885017395,
0.36842095851898193,
0.3696681261062622,
0.7042252421379089,
0.5609754920005798,
0.522222101688385,
0.6011558771133423,
0.6853931546211243,
0.31802111864089966,
0.45714274048805237,
0.30769217014312744,
0.6634145379066467,
0.4043714702129364,
0.47787603735923767,
0.35616427659988403,
0.5463916063308716,
0.3999999463558197,
0.37735840678215027,
0.2525772452354431,
0.3374998867511749,
0.34586456418037415,
0.345177561044693,
0.7135677337646484,
0.359550416469574,
0.6481480002403259,
0.4246574342250824,
0.46288198232650757,
0.30588221549987793,
0.26900574564933777,
0.2561575770378113,
0.5111110210418701,
0.6431370973587036,
0.6022725701332092,
0.29139062762260437,
0.4566209018230438,
0.5583755373954773,
0.6454544067382812,
0.6217615604400635,
0.19875767827033997,
0.660633385181427,
0.4744184911251068,
0.6138612627983093,
0.466666579246521,
0.7575755715370178,
0.590908944606781,
0.5384613871574402,
0.4142855703830719,
0.13740453124046326,
0.27329182624816895,
0.3232322335243225,
0.3694266378879547,
0.7624307870864868,
0.6183205246925354,
0.5310733318328857,
0.59227454662323,
0.19631893932819366,
0.4495411515235901,
0.2124999314546585,
0.7203789353370667,
0.7734804749488831,
0.1985815018415451,
0.36815908551216125,
0.5357141494750977,
0.161290243268013,
0.45774635672569275,
0.7450978755950928,
0.41176462173461914,
0.37815114855766296,
0.596684992313385,
0.5656563639640808,
0.5084744691848755,
0.4408600926399231,
0.5019919276237488,
0.5555554032325745,
0.5833332538604736,
0.4083768427371979,
0.3113771378993988,
0.7383176684379578,
0.5555554628372192,
0.45033106207847595,
0.4519229531288147,
0.22307686507701874,
0.5780345797538757
],
"time": 26.84548078943044,
"param": null
},
{
"epoch": 79,
"train_loss": 1.4577895402908325,
"val_loss": 2.104731321334839,
"acc": 47.62,
"f1": [
0.6907215118408203,
0.6146340370178223,
0.3555554449558258,
0.32330816984176636,
0.31050220131874084,
0.47398826479911804,
0.43205565214157104,
0.5545453429222107,
0.5999999046325684,
0.5769229531288147,
0.41414129734039307,
0.33333322405815125,
0.5132741928100586,
0.45360812544822693,
0.3675675094127655,
0.4521738290786743,
0.5775399804115295,
0.6132074594497681,
0.4108526110649109,
0.4021162986755371,
0.7731956839561462,
0.5308055877685547,
0.522222101688385,
0.5789472460746765,
0.7597764134407043,
0.4623654782772064,
0.41975298523902893,
0.3289472758769989,
0.6514284610748291,
0.4646463394165039,
0.44827571511268616,
0.39543718099594116,
0.4662575423717499,
0.45226117968559265,
0.35986149311065674,
0.2025315761566162,
0.44036686420440674,
0.3917524814605713,
0.25373128056526184,
0.653658390045166,
0.4777776598930359,
0.6701029539108276,
0.35483860969543457,
0.44339612126350403,
0.24742262065410614,
0.29523801803588867,
0.2888887822628021,
0.425531804561615,
0.7272725701332092,
0.6169153451919556,
0.22073574364185333,
0.42857134342193604,
0.6009851098060608,
0.6288208365440369,
0.5022025108337402,
0.20547938346862793,
0.6666664481163025,
0.45535701513290405,
0.5856351852416992,
0.4799998700618744,
0.7005074620246887,
0.5764704942703247,
0.5066665410995483,
0.40277767181396484,
0.16923071444034576,
0.17283941805362701,
0.32298123836517334,
0.32335323095321655,
0.7738691568374634,
0.6603772640228271,
0.44198882579803467,
0.5714284181594849,
0.2588233947753906,
0.41818171739578247,
0.24615377187728882,
0.7263681292533875,
0.5949819684028625,
0.2890172600746155,
0.378378301858902,
0.44444435834884644,
0.19847320020198822,
0.47474732995033264,
0.689655065536499,
0.46808499097824097,
0.42156851291656494,
0.6567163467407227,
0.5680471658706665,
0.6153844594955444,
0.446808397769928,
0.5454544425010681,
0.5619046092033386,
0.5699998736381531,
0.4072396755218506,
0.24418595433235168,
0.7373736500740051,
0.5524860620498657,
0.48760321736335754,
0.37398362159729004,
0.35748788714408875,
0.5443036556243896
],
"time": 27.136054047383368,
"param": null
},
{
"epoch": 80,
"train_loss": 1.4694744348526,
"val_loss": 2.382697820663452,
"acc": 48.09,
"f1": [
0.7403844594955444,
0.6124400496482849,
0.33333325386047363,
0.2745096981525421,
0.28749987483024597,
0.4999998211860657,
0.46739116311073303,
0.5490195155143738,
0.6153844594955444,
0.6511626243591309,
0.40659332275390625,
0.29268282651901245,
0.48167529702186584,
0.37333324551582336,
0.44444432854652405,
0.41573023796081543,
0.4745761752128601,
0.5579397678375244,
0.3934425115585327,
0.39325833320617676,
0.7058822512626648,
0.5647057294845581,
0.5148513317108154,
0.5939393043518066,
0.718893826007843,
0.4397162199020386,
0.333333283662796,
0.29906532168388367,
0.6227543354034424,
0.4705881178379059,
0.4766353964805603,
0.5060239434242249,
0.4339621663093567,
0.4924621880054474,
0.44230756163597107,
0.2840908169746399,
0.3859647810459137,
0.4541061818599701,
0.2762430012226105,
0.616071343421936,
0.4476189613342285,
0.6914892196655273,
0.3522011637687683,
0.36686381697654724,
0.23529404401779175,
0.3304346799850464,
0.32160791754722595,
0.4924621880054474,
0.666666567325592,
0.5555554628372192,
0.2525251507759094,
0.47524741291999817,
0.5576207041740417,
0.5984846949577332,
0.5614033937454224,
0.20779214799404144,
0.6359830498695374,
0.5325441956520081,
0.6444442868232727,
0.42051267623901367,
0.7700533270835876,
0.561576247215271,
0.5595853924751282,
0.4823527932167053,
0.20408158004283905,
0.31284910440444946,
0.30697670578956604,
0.35643553733825684,
0.8082899451255798,
0.7187498211860657,
0.6082472205162048,
0.624390184879303,
0.20487797260284424,
0.4324323236942291,
0.30150744318962097,
0.7255812287330627,
0.6949151158332825,
0.3384614586830139,
0.3267325758934021,
0.49765241146087646,
0.2702701687812805,
0.541666567325592,
0.7298576831817627,
0.3771427571773529,
0.38578668236732483,
0.6101693511009216,
0.6243385076522827,
0.6073297262191772,
0.4401912987232208,
0.5045044422149658,
0.524590015411377,
0.5824174284934998,
0.3959389626979828,
0.2713177502155304,
0.7314813137054443,
0.5490195155143738,
0.3974357545375824,
0.37735840678215027,
0.21965309977531433,
0.5087717771530151
],
"time": 26.81341419555247,
"param": null
},
{
"epoch": 81,
"train_loss": 1.3140496015548706,
"val_loss": 2.173285484313965,
"acc": 46.48,
"f1": [
0.7459457516670227,
0.5499998927116394,
0.35897424817085266,
0.27555546164512634,
0.3057323694229126,
0.467661589384079,
0.43438899517059326,
0.5402842164039612,
0.5911328792572021,
0.624390184879303,
0.33816415071487427,
0.25510191917419434,
0.5684208869934082,
0.32584258913993835,
0.4023667275905609,
0.3676469922065735,
0.5365853309631348,
0.5057470798492432,
0.4158414602279663,
0.3358207941055298,
0.6396759748458862,
0.5727270841598511,
0.4727271497249603,
0.6214687824249268,
0.672268807888031,
0.4090908467769623,
0.4835163354873657,
0.26027390360832214,
0.6633662581443787,
0.4111110270023346,
0.4857141971588135,
0.4414413571357727,
0.46835434436798096,
0.4253392219543457,
0.3503648638725281,
0.17610056698322296,
0.3107343912124634,
0.34123215079307556,
0.31372541189193726,
0.6528496146202087,
0.4238409399986267,
0.70588219165802,
0.39153432846069336,
0.4047618806362152,
0.2598869204521179,
0.26277366280555725,
0.3016759157180786,
0.5358850359916687,
0.680412232875824,
0.5108694434165955,
0.18536579608917236,
0.4699452221393585,
0.5306121110916138,
0.6556015014648438,
0.6188339591026306,
0.1503758728504181,
0.6511626243591309,
0.46486473083496094,
0.5434780716896057,
0.4864863455295563,
0.702702522277832,
0.4662575423717499,
0.5371427536010742,
0.32941165566444397,
0.2716048061847687,
0.2436547577381134,
0.348314493894577,
0.3376622200012207,
0.7830687165260315,
0.7123286128044128,
0.5149698853492737,
0.550898015499115,
0.14864858984947205,
0.42639580368995667,
0.2705313265323639,
0.6086955070495605,
0.722466766834259,
0.22377613186836243,
0.39106133580207825,
0.5523808598518372,
0.26190465688705444,
0.486274391412735,
0.6893202662467957,
0.4387753903865814,
0.41818171739578247,
0.5964910984039307,
0.5108694434165955,
0.6315788626670837,
0.41474640369415283,
0.38596487045288086,
0.5833332538604736,
0.5414846539497375,
0.42639580368995667,
0.20987647771835327,
0.6923075914382935,
0.5033111572265625,
0.43171796202659607,
0.39631327986717224,
0.2716048061847687,
0.534031331539154
],
"time": 25.970165110193193,
"param": null
},
{
"epoch": 82,
"train_loss": 1.445264458656311,
"val_loss": 2.275498628616333,
"acc": 45.41,
"f1": [
0.7807484865188599,
0.579710066318512,
0.2873562276363373,
0.1759999394416809,
0.2256409376859665,
0.46486473083496094,
0.5297296643257141,
0.486772358417511,
0.5513511896133423,
0.5962731242179871,
0.28571417927742004,
0.2574256360530853,
0.45283007621765137,
0.38709667325019836,
0.4183005392551422,
0.32402223348617554,
0.5376343131065369,
0.5892114639282227,
0.4408600926399231,
0.37320560216903687,
0.8087430000305176,
0.6041665077209473,
0.4240281879901886,
0.6046510338783264,
0.6969695687294006,
0.4550897181034088,
0.4313724637031555,
0.27472516894340515,
0.46753236651420593,
0.3999998867511749,
0.4169013500213623,
0.49681511521339417,
0.3975902497768402,
0.4018263518810272,
0.46288198232650757,
0.2702701985836029,
0.45226117968559265,
0.37288129329681396,
0.2580644190311432,
0.5960782766342163,
0.4431816637516022,
0.6907215118408203,
0.40160635113716125,
0.31277528405189514,
0.2488888055086136,
0.2820512056350708,
0.24999992549419403,
0.5560536980628967,
0.6994534134864807,
0.5702809691429138,
0.2547169029712677,
0.46391740441322327,
0.57297283411026,
0.5833331942558289,
0.5747125148773193,
0.14285708963871002,
0.6224488615989685,
0.5102038979530334,
0.5749998092651367,
0.4237917363643646,
0.6608694195747375,
0.5411763787269592,
0.5112106204032898,
0.3979056477546692,
0.22702695429325104,
0.2105262726545334,
0.2739725112915039,
0.3904760777950287,
0.7407405972480774,
0.7005648612976074,
0.5636362433433533,
0.5714284181594849,
0.19095470011234283,
0.4245808720588684,
0.28915655612945557,
0.7325579524040222,
0.7282606959342957,
0.24418595433235168,
0.3265305459499359,
0.42162150144577026,
0.20312491059303284,
0.49586769938468933,
0.718893826007843,
0.4129031002521515,
0.3771427571773529,
0.5513511896133423,
0.518518328666687,
0.5696201324462891,
0.32222211360931396,
0.4957263767719269,
0.47808754444122314,
0.5802468061447144,
0.4022987186908722,
0.21965309977531433,
0.7454543113708496,
0.5464479923248291,
0.42857131361961365,
0.4335663616657257,
0.26666659116744995,
0.3659573495388031
],
"time": 25.947749665938318,
"param": null
},
{
"epoch": 83,
"train_loss": 1.382875680923462,
"val_loss": 2.174741268157959,
"acc": 46.72,
"f1": [
0.7093595266342163,
0.5307691097259521,
0.35416656732559204,
0.2559240758419037,
0.3139533996582031,
0.528846025466919,
0.45814967155456543,
0.5230767726898193,
0.6249998807907104,
0.6030149459838867,
0.299465149641037,
0.25301194190979004,
0.44230756163597107,
0.41071420907974243,
0.372548907995224,
0.3703702688217163,
0.4301885962486267,
0.5714284181594849,
0.4519229531288147,
0.35532984137535095,
0.7184464335441589,
0.5858584046363831,
0.48756206035614014,
0.3971630334854126,
0.6857141852378845,
0.38578668236732483,
0.48421040177345276,
0.24418595433235168,
0.6153844594955444,
0.4688993990421295,
0.45210719108581543,
0.44339612126350403,
0.3999999165534973,
0.432748407125473,
0.39382225275039673,
0.34123215079307556,
0.38271594047546387,
0.34177201986312866,
0.3157893717288971,
0.5907171964645386,
0.4112148582935333,
0.6940637826919556,
0.35714277625083923,
0.48167529702186584,
0.2674417495727539,
0.327868789434433,
0.29197070002555847,
0.5894736051559448,
0.693333089351654,
0.5393257141113281,
0.2526314854621887,
0.4835163354873657,
0.6118720173835754,
0.6416665315628052,
0.528846025466919,
0.1368420422077179,
0.6779659986495972,
0.4976957440376282,
0.6082472205162048,
0.4624998867511749,
0.7210299372673035,
0.4756755530834198,
0.46762582659721375,
0.3945577144622803,
0.19999994337558746,
0.2647058069705963,
0.30939218401908875,
0.43902432918548584,
0.7153845429420471,
0.6310677528381348,
0.4230768084526062,
0.5454544425010681,
0.1854303926229477,
0.4158414602279663,
0.26455017924308777,
0.7169809341430664,
0.669260561466217,
0.22784802317619324,
0.32941165566444397,
0.46280980110168457,
0.25675666332244873,
0.4840763211250305,
0.755813717842102,
0.3522011637687683,
0.4230768084526062,
0.6113988757133484,
0.4727271497249603,
0.6343611478805542,
0.44537800550460815,
0.4835163354873657,
0.41520458459854126,
0.594594419002533,
0.3267325758934021,
0.2909089922904968,
0.7655500173568726,
0.521008312702179,
0.38888877630233765,
0.42857131361961365,
0.2871793806552887,
0.45390060544013977
],
"time": 26.61250752490014,
"param": null
},
{
"epoch": 84,
"train_loss": 1.3067395687103271,
"val_loss": 2.38430118560791,
"acc": 46.62,
"f1": [
0.7486031651496887,
0.5714284181594849,
0.2891565263271332,
0.29032251238822937,
0.28715360164642334,
0.4302324652671814,
0.4886876940727234,
0.49814119935035706,
0.5856351852416992,
0.6508874893188477,
0.35714274644851685,
0.34449753165245056,
0.5686272978782654,
0.44221094250679016,
0.40206170082092285,
0.3454544246196747,
0.5662649273872375,
0.595959484577179,
0.40999990701675415,
0.3643723726272583,
0.7393363118171692,
0.49315062165260315,
0.47715723514556885,
0.48484840989112854,
0.657534122467041,
0.3874344527721405,
0.41176459193229675,
0.29508185386657715,
0.5135133862495422,
0.387096643447876,
0.45871543884277344,
0.4969695806503296,
0.4835163354873657,
0.43720918893814087,
0.3529410660266876,
0.2660943269729614,
0.46428558230400085,
0.4313724637031555,
0.3170730471611023,
0.6764704585075378,
0.4713374376296997,
0.712643563747406,
0.3577980697154999,
0.3745581805706024,
0.3008129298686981,
0.29787227511405945,
0.2807016372680664,
0.5161288380622864,
0.7058822512626648,
0.5823754072189331,
0.12499994784593582,
0.5279186367988586,
0.5576921701431274,
0.6846845149993896,
0.5363982915878296,
0.13483139872550964,
0.6448596715927124,
0.535519003868103,
0.5534589886665344,
0.42512065172195435,
0.6859502196311951,
0.5548385381698608,
0.5274723768234253,
0.3454544246196747,
0.2553190588951111,
0.2807016372680664,
0.3319147825241089,
0.3592813014984131,
0.7899998426437378,
0.6219511032104492,
0.5357141494750977,
0.525139570236206,
0.1748633086681366,
0.3592231869697571,
0.2899627387523651,
0.6999998688697815,
0.7204300165176392,
0.2762430012226105,
0.34999990463256836,
0.49484527111053467,
0.26388877630233765,
0.5306121110916138,
0.6801617741584778,
0.46511611342430115,
0.35365843772888184,
0.6513760089874268,
0.5548385381698608,
0.6404492855072021,
0.3827749788761139,
0.5391303300857544,
0.5367964506149292,
0.552941083908081,
0.37735840678215027,
0.22907482087612152,
0.7857141494750977,
0.528846025466919,
0.4086019992828369,
0.45833322405815125,
0.21518979966640472,
0.4832213521003723
],
"time": 26.349294250831008,
"param": null
},
{
"epoch": 85,
"train_loss": 1.3665452003479004,
"val_loss": 2.3616793155670166,
"acc": 46.55,
"f1": [
0.7303369045257568,
0.5289854407310486,
0.28571417927742004,
0.1911763846874237,
0.2944161295890808,
0.42857131361961365,
0.49999988079071045,
0.47107425332069397,
0.5436891913414001,
0.5317917466163635,
0.3113771378993988,
0.28571420907974243,
0.49710968136787415,
0.36601296067237854,
0.3733331859111786,
0.38095223903656006,
0.4884791076183319,
0.5569618940353394,
0.3826713562011719,
0.3798881769180298,
0.7156862020492554,
0.6178860664367676,
0.4408162534236908,
0.5795453190803528,
0.5523808002471924,
0.4148934781551361,
0.4393938481807709,
0.31932762265205383,
0.6483515501022339,
0.423912912607193,
0.502282977104187,
0.4774192273616791,
0.34265726804733276,
0.3974357545375824,
0.4042551815509796,
0.29787227511405945,
0.33093518018722534,
0.4634144902229309,
0.31325289607048035,
0.5493561029434204,
0.4293783903121948,
0.666666567325592,
0.5028570294380188,
0.5071768760681152,
0.23584897816181183,
0.30651330947875977,
0.29931965470314026,
0.529999852180481,
0.6782606840133667,
0.5644598007202148,
0.22115376591682434,
0.4808742105960846,
0.5757573843002319,
0.635944664478302,
0.5701355934143066,
0.07575751841068268,
0.6701029539108276,
0.5380709171295166,
0.5853657722473145,
0.4347825050354004,
0.6565654873847961,
0.5470084547996521,
0.4978901743888855,
0.4656083285808563,
0.2576685845851898,
0.251428484916687,
0.32748526334762573,
0.38647329807281494,
0.7692306041717529,
0.612716555595398,
0.48780474066734314,
0.6091369390487671,
0.1414140909910202,
0.4260868728160858,
0.2386830598115921,
0.7301585674285889,
0.7351350784301758,
0.24390234053134918,
0.35502949357032776,
0.4951455295085907,
0.2699999213218689,
0.5027931928634644,
0.6781114935874939,
0.47169798612594604,
0.42285704612731934,
0.6054052114486694,
0.5400842428207397,
0.644067645072937,
0.42352932691574097,
0.474226713180542,
0.5371899604797363,
0.613496720790863,
0.4257424473762512,
0.23636355996131897,
0.653846025466919,
0.542713463306427,
0.38993698358535767,
0.4897957742214203,
0.2695651352405548,
0.43835610151290894
],
"time": 25.90353563427925,
"param": null
},
{
"epoch": 86,
"train_loss": 1.3167833089828491,
"val_loss": 2.536323070526123,
"acc": 42.83,
"f1": [
0.634730339050293,
0.5147678852081299,
0.30366483330726624,
0.19696961343288422,
0.2558138370513916,
0.32835808396339417,
0.4312267005443573,
0.4357975721359253,
0.5172412395477295,
0.4812028706073761,
0.2649005651473999,
0.37499991059303284,
0.3874998986721039,
0.3783782720565796,
0.3083699643611908,
0.38775497674942017,
0.4328356981277466,
0.5833332538604736,
0.3630768656730652,
0.2553190588951111,
0.696132481098175,
0.5644170045852661,
0.43445682525634766,
0.5641024112701416,
0.6153844594955444,
0.38571420311927795,
0.3708206117153168,
0.2887699604034424,
0.5769228935241699,
0.3953487277030945,
0.45128190517425537,
0.36986294388771057,
0.3804876506328583,
0.3428570330142975,
0.3741934299468994,
0.2723003923892975,
0.4123710095882416,
0.41573023796081543,
0.26086950302124023,
0.5300351977348328,
0.38596484065055847,
0.680412232875824,
0.29473677277565,
0.3720929026603699,
0.23664113879203796,
0.23255807161331177,
0.32298123836517334,
0.5140186548233032,
0.6880732178688049,
0.4540540277957916,
0.1803921014070511,
0.4111110270023346,
0.579439103603363,
0.5583755373954773,
0.4802866578102112,
0.18055549263954163,
0.6100385189056396,
0.4827585518360138,
0.5357141494750977,
0.4581817388534546,
0.685082733631134,
0.49785396456718445,
0.4562736749649048,
0.48421040177345276,
0.20833326876163483,
0.2091502547264099,
0.36470577120780945,
0.37623751163482666,
0.7889906764030457,
0.6190474629402161,
0.47389549016952515,
0.3939392566680908,
0.17435890436172485,
0.43093910813331604,
0.24422433972358704,
0.5844154953956604,
0.7748689651489258,
0.23357655107975006,
0.23325057327747345,
0.4957263767719269,
0.2347417026758194,
0.4530385434627533,
0.6431716680526733,
0.38327518105506897,
0.32432422041893005,
0.543352484703064,
0.556212842464447,
0.5818180441856384,
0.3433475196361542,
0.4659089744091034,
0.53465336561203,
0.572916567325592,
0.31067952513694763,
0.24875615537166595,
0.5753423571586609,
0.5029938817024231,
0.44221094250679016,
0.45871543884277344,
0.14598533511161804,
0.5119998455047607
],
"time": 25.917615488171577,
"param": null
},
{
"epoch": 87,
"train_loss": 1.2229982614517212,
"val_loss": 2.126758337020874,
"acc": 48.16,
"f1": [
0.7368419766426086,
0.6146340370178223,
0.3694266378879547,
0.19780214130878448,
0.2682925760746002,
0.4024389386177063,
0.45454534888267517,
0.4551723301410675,
0.6296294927597046,
0.6363635063171387,
0.3653844892978668,
0.37499988079071045,
0.5989303588867188,
0.4041449725627899,
0.34024888277053833,
0.3593219518661499,
0.5238093733787537,
0.5971562266349792,
0.33532923460006714,
0.36529669165611267,
0.675324559211731,
0.6413041353225708,
0.5212119817733765,
0.5857739448547363,
0.762376070022583,
0.4343433380126953,
0.4799998700618744,
0.3148147463798523,
0.6153843998908997,
0.4507041275501251,
0.4808742105960846,
0.4733726978302002,
0.5217389464378357,
0.447368323802948,
0.3754265010356903,
0.27777770161628723,
0.45320188999176025,
0.35964900255203247,
0.3764704465866089,
0.6899998784065247,
0.396135151386261,
0.6813185214996338,
0.362499862909317,
0.49027228355407715,
0.28272244334220886,
0.30588221549987793,
0.3267325758934021,
0.5212119817733765,
0.7129628658294678,
0.6403507590293884,
0.15748025476932526,
0.49999988079071045,
0.5971562266349792,
0.5198776125907898,
0.56043940782547,
0.2072538137435913,
0.6521738171577454,
0.4326240122318268,
0.6309522390365601,
0.4936707317829132,
0.7636361122131348,
0.579234778881073,
0.47513800859451294,
0.527607262134552,
0.15999993681907654,
0.2820512056350708,
0.35616424679756165,
0.4313724637031555,
0.8041235208511353,
0.6844443082809448,
0.5257730484008789,
0.6268655061721802,
0.16666659712791443,
0.42780739068984985,
0.3157893717288971,
0.6999998688697815,
0.7513810992240906,
0.25274714827537537,
0.2906976044178009,
0.5213268995285034,
0.22619038820266724,
0.5248867273330688,
0.7128711342811584,
0.31249991059303284,
0.3636362552642822,
0.613065242767334,
0.5534589886665344,
0.5988698601722717,
0.43575406074523926,
0.5333331823348999,
0.5999999046325684,
0.5937499403953552,
0.3068180978298187,
0.3406592309474945,
0.7551018595695496,
0.5882351994514465,
0.48421040177345276,
0.43333321809768677,
0.2782607972621918,
0.579234778881073
],
"time": 26.391471148468554,
"param": null
},
{
"epoch": 88,
"train_loss": 1.2696223258972168,
"val_loss": 2.2601797580718994,
"acc": 45.35,
"f1": [
0.6985644102096558,
0.5314008593559265,
0.33333322405815125,
0.2616821527481079,
0.3053434193134308,
0.4096384644508362,
0.3950616121292114,
0.4794006645679474,
0.6198828816413879,
0.5588234066963196,
0.20895513892173767,
0.37499991059303284,
0.522222101688385,
0.36842095851898193,
0.4365480840206146,
0.31645557284355164,
0.5374998450279236,
0.5377357006072998,
0.36507928371429443,
0.3383083641529083,
0.6468084454536438,
0.6021503806114197,
0.5445024967193604,
0.507771909236908,
0.6134452819824219,
0.36904752254486084,
0.3939392864704132,
0.29166656732559204,
0.5869563817977905,
0.38709667325019836,
0.3211677670478821,
0.4299064576625824,
0.4096384644508362,
0.3545149564743042,
0.33333322405815125,
0.2681563198566437,
0.4873095452785492,
0.44444432854652405,
0.39325833320617676,
0.5919281840324402,
0.4502616822719574,
0.6938773989677429,
0.41666656732559204,
0.3999999165534973,
0.24489787220954895,
0.28723397850990295,
0.31746023893356323,
0.4954127371311188,
0.7089946269989014,
0.3945577144622803,
0.2243901938199997,
0.5232557058334351,
0.4331209361553192,
0.6609440445899963,
0.5614033937454224,
0.17610056698322296,
0.6914892196655273,
0.47222211956977844,
0.5970147848129272,
0.4466018080711365,
0.7009344696998596,
0.5697672963142395,
0.49579817056655884,
0.4516127407550812,
0.27433618903160095,
0.2976189851760864,
0.3115941286087036,
0.28571420907974243,
0.7897433638572693,
0.5942855477333069,
0.4936707317829132,
0.425531804561615,
0.1395348161458969,
0.3529410660266876,
0.2616821527481079,
0.6787328720092773,
0.7081338167190552,
0.3113206624984741,
0.3444443643093109,
0.4694834351539612,
0.2681563198566437,
0.44202888011932373,
0.7148935198783875,
0.40637436509132385,
0.39215680956840515,
0.5765764713287354,
0.5240640044212341,
0.5662649273872375,
0.44444435834884644,
0.4896264970302582,
0.48888877034187317,
0.5621620416641235,
0.4052862524986267,
0.24390237033367157,
0.6801617741584778,
0.466666579246521,
0.4280441701412201,
0.4023667275905609,
0.246575266122818,
0.5820105075836182
],
"time": 26.177137162536383,
"param": null
},
{
"epoch": 89,
"train_loss": 1.2754470109939575,
"val_loss": 2.059542179107666,
"acc": 48.87,
"f1": [
0.6698111891746521,
0.5945944786071777,
0.34042543172836304,
0.2830187678337097,
0.29508185386657715,
0.5170730352401733,
0.393063485622406,
0.48799988627433777,
0.6560845375061035,
0.6463412642478943,
0.3743841052055359,
0.36129021644592285,
0.5463916063308716,
0.4102562963962555,
0.37668150663375854,
0.4044942855834961,
0.4907405972480774,
0.6666665077209473,
0.35897424817085266,
0.3926379084587097,
0.7022221088409424,
0.6138612627983093,
0.524590015411377,
0.4727271497249603,
0.7004607319831848,
0.38056668639183044,
0.4824119210243225,
0.2928869426250458,
0.5813952684402466,
0.46835434436798096,
0.43930622935295105,
0.5444443225860596,
0.4705880880355835,
0.4576270282268524,
0.38502663373947144,
0.24324317276477814,
0.4415583312511444,
0.4083768427371979,
0.3493449091911316,
0.5882351994514465,
0.48803818225860596,
0.70588219165802,
0.46540868282318115,
0.4262293577194214,
0.33121007680892944,
0.3299999237060547,
0.30487796664237976,
0.5185183882713318,
0.7437184453010559,
0.6604650020599365,
0.2577318847179413,
0.5399999022483826,
0.5765764713287354,
0.6601940989494324,
0.5494503974914551,
0.1891891211271286,
0.6570047736167908,
0.4459458887577057,
0.5851062536239624,
0.4823527932167053,
0.7393363118171692,
0.5856351852416992,
0.5284551978111267,
0.4507041275501251,
0.2173912525177002,
0.22891558706760406,
0.37349388003349304,
0.4487804174423218,
0.7657655477523804,
0.7123286128044128,
0.5747125148773193,
0.6171874403953552,
0.17857135832309723,
0.45320188999176025,
0.31050220131874084,
0.7010307908058167,
0.7553189396858215,
0.306122362613678,
0.42156851291656494,
0.5217390656471252,
0.24454142153263092,
0.48068660497665405,
0.6561263203620911,
0.42290738224983215,
0.3977271616458893,
0.5888323187828064,
0.5666665434837341,
0.6320753693580627,
0.44198882579803467,
0.4758363366127014,
0.5485230684280396,
0.5405403971672058,
0.35064926743507385,
0.33587780594825745,
0.7624307870864868,
0.5328184366226196,
0.505154550075531,
0.45833322405815125,
0.26845628023147583,
0.5210726857185364
],
"time": 26.1941251847893,
"param": null
},
{
"epoch": 90,
"train_loss": 1.2383556365966797,
"val_loss": 2.213129997253418,
"acc": 47.14,
"f1": [
0.7675674557685852,
0.5730992555618286,
0.2482757866382599,
0.1398600935935974,
0.37864065170288086,
0.4041449725627899,
0.4576270282268524,
0.5157893896102905,
0.5344128608703613,
0.6146787405014038,
0.33333325386047363,
0.3703702688217163,
0.4504503309726715,
0.3654821515083313,
0.44578301906585693,
0.38341957330703735,
0.4979918897151947,
0.6276593804359436,
0.4230768084526062,
0.3551400303840637,
0.5857142210006714,
0.6224488615989685,
0.46969687938690186,
0.4774192273616791,
0.672645628452301,
0.3820223808288574,
0.48205116391181946,
0.29126206040382385,
0.5978259444236755,
0.46534639596939087,
0.43749988079071045,
0.438709557056427,
0.4333331882953644,
0.4059404730796814,
0.32558128237724304,
0.24418595433235168,
0.43349742889404297,
0.4044116735458374,
0.31730762124061584,
0.6283184885978699,
0.4410255253314972,
0.7363182306289673,
0.353312224149704,
0.38636353611946106,
0.14193542301654816,
0.38636353611946106,
0.3362830877304077,
0.5899998545646667,
0.7070705890655518,
0.6009388566017151,
0.2820512056350708,
0.49999988079071045,
0.6228069067001343,
0.7099565267562866,
0.5464479923248291,
0.13533830642700195,
0.6477731466293335,
0.5194803476333618,
0.6051281094551086,
0.4566209018230438,
0.718893826007843,
0.5142855644226074,
0.5412842631340027,
0.4832213521003723,
0.17187494039535522,
0.23776215314865112,
0.299465149641037,
0.37179476022720337,
0.8102562427520752,
0.6734693050384521,
0.5174128413200378,
0.5991188287734985,
0.2204081267118454,
0.3170730471611023,
0.3043477535247803,
0.72251296043396,
0.6831682324409485,
0.21705420315265656,
0.3448275029659271,
0.48447185754776,
0.23225797712802887,
0.47686827182769775,
0.7064219117164612,
0.3829786479473114,
0.40975597500801086,
0.5462961196899414,
0.5280897617340088,
0.5837836861610413,
0.34686335921287537,
0.4561402499675751,
0.5201792120933533,
0.5599998831748962,
0.36809808015823364,
0.281406968832016,
0.6999998688697815,
0.5405403971672058,
0.5130888819694519,
0.40206170082092285,
0.2389935851097107,
0.554216742515564
],
"time": 26.60514670331031,
"param": null
},
{
"epoch": 91,
"train_loss": 1.2337217330932617,
"val_loss": 2.380324363708496,
"acc": 45.61,
"f1": [
0.6787328720092773,
0.5702126026153564,
0.3314915895462036,
0.17931029200553894,
0.289308100938797,
0.45320188999176025,
0.4835163354873657,
0.5024153590202332,
0.6282721161842346,
0.48623839020729065,
0.26190465688705444,
0.2987011969089508,
0.5118482112884521,
0.4313724637031555,
0.36805543303489685,
0.37062928080558777,
0.46728962659835815,
0.6175113916397095,
0.33035704493522644,
0.368663489818573,
0.6724889278411865,
0.5454543828964233,
0.4533332288265228,
0.5298011898994446,
0.7164177894592285,
0.29714274406433105,
0.44705867767333984,
0.2173912525177002,
0.6051281094551086,
0.40476179122924805,
0.5194803476333618,
0.3809523284435272,
0.432748407125473,
0.46242761611938477,
0.4694834351539612,
0.2736841142177582,
0.43181803822517395,
0.30864188075065613,
0.3068180978298187,
0.6511626243591309,
0.38766512274742126,
0.6874998807907104,
0.46511611342430115,
0.44808733463287354,
0.28440356254577637,
0.36111101508140564,
0.3551400303840637,
0.48780474066734314,
0.7124462127685547,
0.5895952582359314,
0.22905020415782928,
0.49214646220207214,
0.5769229531288147,
0.6343611478805542,
0.4745761752128601,
0.16438350081443787,
0.5121949315071106,
0.39143723249435425,
0.6243385076522827,
0.4358973205089569,
0.7549017667770386,
0.5647057294845581,
0.44444435834884644,
0.43999987840652466,
0.2598869204521179,
0.1793721318244934,
0.3542855978012085,
0.3626372814178467,
0.8173075318336487,
0.6046509742736816,
0.3636362552642822,
0.6136362552642822,
0.09756092727184296,
0.4142010807991028,
0.29166659712791443,
0.7070705890655518,
0.5985914468765259,
0.2272726446390152,
0.3917524814605713,
0.4677965044975281,
0.22702695429325104,
0.4631577730178833,
0.6779659986495972,
0.3754788637161255,
0.34999990463256836,
0.5828570127487183,
0.44444432854652405,
0.5634918808937073,
0.367346853017807,
0.5303866267204285,
0.5767440795898438,
0.6099998950958252,
0.37499988079071045,
0.30851057171821594,
0.6399998664855957,
0.5714284181594849,
0.393063485622406,
0.45161277055740356,
0.24892695248126984,
0.5121950507164001
],
"time": 27.191538866609335,
"param": null
},
{
"epoch": 92,
"train_loss": 1.0421334505081177,
"val_loss": 2.1289992332458496,
"acc": 48.11,
"f1": [
0.697435736656189,
0.5900381803512573,
0.3470318615436554,
0.23622041940689087,
0.3037974238395691,
0.5048542022705078,
0.5136610269546509,
0.4795917272567749,
0.6030149459838867,
0.7120417356491089,
0.37209296226501465,
0.28193822503089905,
0.5445543527603149,
0.4250870645046234,
0.47619032859802246,
0.4142010807991028,
0.5175436735153198,
0.6422017216682434,
0.41340771317481995,
0.3707864284515381,
0.6902653574943542,
0.5899998545646667,
0.4520546793937683,
0.509316623210907,
0.6530610918998718,
0.38190943002700806,
0.5024153590202332,
0.3272726535797119,
0.6321242451667786,
0.49777767062187195,
0.44852933287620544,
0.4914284646511078,
0.4365480840206146,
0.44571414589881897,
0.4324323236942291,
0.2696628272533417,
0.4550263583660126,
0.4158414602279663,
0.30526304244995117,
0.577777624130249,
0.39252325892448425,
0.5999999046325684,
0.4656083285808563,
0.4418603479862213,
0.2181817591190338,
0.37804868817329407,
0.3135133981704712,
0.5394189953804016,
0.6948355436325073,
0.5531913042068481,
0.23376615345478058,
0.5142855644226074,
0.5155554413795471,
0.7181816697120667,
0.4624998867511749,
0.18947362899780273,
0.6880732178688049,
0.5599998831748962,
0.5643563270568848,
0.494381844997406,
0.7567564845085144,
0.41379302740097046,
0.56043940782547,
0.41975298523902893,
0.1709401160478592,
0.28846150636672974,
0.3087247312068939,
0.3975902497768402,
0.7684727907180786,
0.6798028349876404,
0.5421244502067566,
0.6339284181594849,
0.143540620803833,
0.34254133701324463,
0.2736841142177582,
0.653658390045166,
0.7668392062187195,
0.29032251238822937,
0.2873562276363373,
0.49999988079071045,
0.22929932177066803,
0.4744184911251068,
0.718893826007843,
0.4857141971588135,
0.4249998927116394,
0.5860464572906494,
0.4678361415863037,
0.5035459995269775,
0.3827749788761139,
0.46428558230400085,
0.5214284062385559,
0.5744680166244507,
0.438709557056427,
0.22666659951210022,
0.7920790910720825,
0.5104601383209229,
0.40935659408569336,
0.49999991059303284,
0.2543351650238037,
0.5454544425010681
],
"time": 27.484788267873228,
"param": null
},
{
"epoch": 93,
"train_loss": 1.1694307327270508,
"val_loss": 2.0870518684387207,
"acc": 49.0,
"f1": [
0.7570091485977173,
0.6567163467407227,
0.3555554449558258,
0.3882351815700531,
0.3157893717288971,
0.4385963976383209,
0.45918354392051697,
0.5052630305290222,
0.6553670763969421,
0.6009851098060608,
0.3874344527721405,
0.2887699604034424,
0.5517240166664124,
0.40740731358528137,
0.39153432846069336,
0.41095879673957825,
0.5444443225860596,
0.6530610918998718,
0.4030417203903198,
0.39004138112068176,
0.722222089767456,
0.6144576668739319,
0.5543476939201355,
0.6181816458702087,
0.7317072153091431,
0.37373724579811096,
0.4509802758693695,
0.28048771619796753,
0.6243385076522827,
0.4766837954521179,
0.38848912715911865,
0.45544540882110596,
0.46728962659835815,
0.46632111072540283,
0.4242422580718994,
0.2904563546180725,
0.4183005392551422,
0.4059404730796814,
0.3563217520713806,
0.6885244846343994,
0.43298953771591187,
0.6076922416687012,
0.44198882579803467,
0.4595744013786316,
0.2741115987300873,
0.38647329807281494,
0.24516120553016663,
0.5434780716896057,
0.7605632543563843,
0.6540283560752869,
0.18947362899780273,
0.4814813435077667,
0.610878586769104,
0.7199999094009399,
0.5741626024246216,
0.2528734505176544,
0.6698563694953918,
0.5942855477333069,
0.6237622499465942,
0.48167529702186584,
0.7563023567199707,
0.6461536884307861,
0.5333331823348999,
0.4824119210243225,
0.32222211360931396,
0.2794759273529053,
0.3557691276073456,
0.43093910813331604,
0.817733883857727,
0.5746267437934875,
0.5326085686683655,
0.6145831942558289,
0.2345678210258484,
0.37575745582580566,
0.30150744318962097,
0.6637166738510132,
0.6020066142082214,
0.15151509642601013,
0.39378228783607483,
0.4765624403953552,
0.19178076088428497,
0.4777776598930359,
0.6999998688697815,
0.3758388161659241,
0.3804876506328583,
0.49261072278022766,
0.4745761752128601,
0.5799998641014099,
0.3809523284435272,
0.47773265838623047,
0.5809522867202759,
0.5767440795898438,
0.39603951573371887,
0.2685184180736542,
0.7942582368850708,
0.5182185173034668,
0.42352932691574097,
0.47524741291999817,
0.2561575770378113,
0.5685278177261353
],
"time": 26.102102770470083,
"param": null
},
{
"epoch": 94,
"train_loss": 1.022895097732544,
"val_loss": 2.4832794666290283,
"acc": 44.18,
"f1": [
0.6944442987442017,
0.5524860620498657,
0.3144652843475342,
0.17857135832309723,
0.2762430012226105,
0.2857142388820648,
0.4245808720588684,
0.5279186367988586,
0.6742855310440063,
0.45402291417121887,
0.35467973351478577,
0.2695034444332123,
0.4285714030265808,
0.3063828945159912,
0.3636362552642822,
0.36893191933631897,
0.5045044422149658,
0.4825395941734314,
0.3533332645893097,
0.3469386696815491,
0.5494504570960999,
0.5838507413864136,
0.5106381177902222,
0.35658904910087585,
0.6564101576805115,
0.3478260040283203,
0.40579697489738464,
0.31034475564956665,
0.5681816935539246,
0.36633655428886414,
0.4307691156864166,
0.4361701011657715,
0.5393257141113281,
0.40754708647727966,
0.39490434527397156,
0.32352936267852783,
0.2753622233867645,
0.27083325386047363,
0.3406592309474945,
0.5865383148193359,
0.359712153673172,
0.7052630186080933,
0.4624998867511749,
0.4248703718185425,
0.26666656136512756,
0.3289472758769989,
0.33035704493522644,
0.509316623210907,
0.6885244846343994,
0.4938269853591919,
0.2944784462451935,
0.46938762068748474,
0.5628139972686768,
0.6396394968032837,
0.5274723768234253,
0.23809516429901123,
0.5913977026939392,
0.4748857021331787,
0.6078430414199829,
0.4632767140865326,
0.7599998116493225,
0.6352940201759338,
0.46540868282318115,
0.4606059193611145,
0.1931033730506897,
0.21722839772701263,
0.3165466785430908,
0.3783782720565796,
0.7005074620246887,
0.6120688319206238,
0.3787877857685089,
0.6523603796958923,
0.14285707473754883,
0.47222211956977844,
0.26388877630233765,
0.688171923160553,
0.7099565267562866,
0.2553190290927887,
0.228571355342865,
0.4729062616825104,
0.20689649879932404,
0.3907284140586853,
0.6871164441108704,
0.37499991059303284,
0.2574256658554077,
0.5833332538604736,
0.43269219994544983,
0.5358850359916687,
0.3034482002258301,
0.4192138612270355,
0.518134593963623,
0.5614033937454224,
0.4123710095882416,
0.13445372879505157,
0.605165958404541,
0.5757573843002319,
0.3809523284435272,
0.39473676681518555,
0.21395343542099,
0.5855854153633118
],
"time": 26.196596604771912,
"param": null
},
{
"epoch": 95,
"train_loss": 0.9871329069137573,
"val_loss": 2.2910332679748535,
"acc": 49.42,
"f1": [
0.7499999403953552,
0.541666567325592,
0.28571420907974243,
0.23357655107975006,
0.2775118350982666,
0.4910178482532501,
0.4724408686161041,
0.5638765096664429,
0.633333146572113,
0.6338796615600586,
0.2762430012226105,
0.3374998867511749,
0.5581393837928772,
0.38095223903656006,
0.39560428261756897,
0.5028570294380188,
0.5505616068840027,
0.6187844276428223,
0.3884296715259552,
0.4113473892211914,
0.7700533270835876,
0.6355138421058655,
0.5199998617172241,
0.5810053944587708,
0.7311826348304749,
0.3676469624042511,
0.43445682525634766,
0.2983424663543701,
0.633165717124939,
0.4699452221393585,
0.4786323606967926,
0.5312498211860657,
0.47236168384552,
0.39252325892448425,
0.42512065172195435,
0.29629620909690857,
0.4656083285808563,
0.41379299759864807,
0.3037973642349243,
0.6857141852378845,
0.48039206862449646,
0.6989246010780334,
0.36641210317611694,
0.44357967376708984,
0.3152172863483429,
0.29803910851478577,
0.2820512056350708,
0.579710066318512,
0.704761803150177,
0.5952380299568176,
0.30851057171821594,
0.42477864027023315,
0.6244724988937378,
0.6936934590339661,
0.5527637004852295,
0.21794864535331726,
0.7136148810386658,
0.5092591643333435,
0.5925924777984619,
0.5287355184555054,
0.7461138963699341,
0.6637929677963257,
0.466666579246521,
0.4670657217502594,
0.28571417927742004,
0.24539868533611298,
0.3648647665977478,
0.44221094250679016,
0.7601808309555054,
0.696517288684845,
0.596684992313385,
0.6458331942558289,
0.23076917231082916,
0.38596484065055847,
0.3440859317779541,
0.6860463619232178,
0.7941174507141113,
0.2882882058620453,
0.34042540192604065,
0.5063290596008301,
0.2769230008125305,
0.487046480178833,
0.6779659986495972,
0.5026736855506897,
0.4352940320968628,
0.6408838629722595,
0.5882351994514465,
0.6008967757225037,
0.36842095851898193,
0.53465336561203,
0.5296441316604614,
0.5979380011558533,
0.44351452589035034,
0.2904563546180725,
0.8064514398574829,
0.5520360469818115,
0.3786981403827667,
0.48167529702186584,
0.2815532982349396,
0.6190474629402161
],
"time": 26.102147521451116,
"param": null
},
{
"epoch": 96,
"train_loss": 1.0452044010162354,
"val_loss": 2.409710645675659,
"acc": 44.79,
"f1": [
0.7526880502700806,
0.569696843624115,
0.3374998867511749,
0.20895513892173767,
0.27551010251045227,
0.3575418293476105,
0.4951455295085907,
0.5030673146247864,
0.6011558771133423,
0.5422221422195435,
0.3443707227706909,
0.23529404401779175,
0.4324323534965515,
0.3107568919658661,
0.4146340489387512,
0.34821417927742004,
0.5090908408164978,
0.6010361909866333,
0.3942306339740753,
0.3568463623523712,
0.5955881476402283,
0.553672194480896,
0.4923075735569,
0.3428570330142975,
0.6872245073318481,
0.36078423261642456,
0.5227271318435669,
0.32456132769584656,
0.5233643651008606,
0.45161277055740356,
0.44239622354507446,
0.45398759841918945,
0.4411763548851013,
0.3979056477546692,
0.39166659116744995,
0.28048771619796753,
0.29139062762260437,
0.35185176134109497,
0.30769219994544983,
0.7106597423553467,
0.39330533146858215,
0.6701029539108276,
0.41711217164993286,
0.486274391412735,
0.3047617971897125,
0.33093518018722534,
0.27999991178512573,
0.504132091999054,
0.684491753578186,
0.5660375952720642,
0.24161066114902496,
0.37894731760025024,
0.4588233530521393,
0.6666665077209473,
0.5033111572265625,
0.2100839763879776,
0.6171427369117737,
0.5095540285110474,
0.5504586100578308,
0.47619038820266724,
0.6642335057258606,
0.6236557960510254,
0.5236050486564636,
0.4233575463294983,
0.17886172235012054,
0.2576685845851898,
0.31284910440444946,
0.34482747316360474,
0.7727271318435669,
0.5714284181594849,
0.4774192273616791,
0.49090903997421265,
0.14371250569820404,
0.4487804174423218,
0.2176869958639145,
0.6727271676063538,
0.7431692481040955,
0.23376615345478058,
0.2797201871871948,
0.5027931928634644,
0.17808210849761963,
0.4061301648616791,
0.6995514035224915,
0.44571414589881897,
0.26540276408195496,
0.496296226978302,
0.44444435834884644,
0.47517725825309753,
0.3703702688217163,
0.4454544484615326,
0.4750956892967224,
0.4951455295085907,
0.2816900610923767,
0.2784809172153473,
0.6249998807907104,
0.5106381177902222,
0.35443025827407837,
0.3398691415786743,
0.23529404401779175,
0.5333331823348999
],
"time": 25.877056264318526,
"param": null
},
{
"epoch": 97,
"train_loss": 1.0204524993896484,
"val_loss": 2.2055604457855225,
"acc": 48.19,
"f1": [
0.721153736114502,
0.5599998831748962,
0.32214754819869995,
0.2624998986721039,
0.3135133981704712,
0.4496123194694519,
0.3999999463558197,
0.5174128413200378,
0.6236557960510254,
0.6457397937774658,
0.2745096981525421,
0.3587442934513092,
0.5439329743385315,
0.4269661605358124,
0.4191615581512451,
0.3694778084754944,
0.6145831942558289,
0.5999999046325684,
0.3999999165534973,
0.35573115944862366,
0.6779659986495972,
0.6310677528381348,
0.47826072573661804,
0.5548385381698608,
0.6696427464485168,
0.44230756163597107,
0.4615383446216583,
0.2482757866382599,
0.6473986506462097,
0.4125559628009796,
0.47916653752326965,
0.4651161730289459,
0.42914968729019165,
0.46728962659835815,
0.4585364758968353,
0.2815532982349396,
0.41052618622779846,
0.4221452474594116,
0.3940885663032532,
0.6502462029457092,
0.4192138612270355,
0.6666665077209473,
0.3707316219806671,
0.42201822996139526,
0.2749998867511749,
0.26845628023147583,
0.22929932177066803,
0.592920184135437,
0.7236180305480957,
0.636871337890625,
0.2816900908946991,
0.5333331823348999,
0.5393257141113281,
0.6887965798377991,
0.5339804887771606,
0.18713442981243134,
0.6462881565093994,
0.488262802362442,
0.6120217442512512,
0.44444432854652405,
0.7499998807907104,
0.5609754920005798,
0.5638296604156494,
0.5031445622444153,
0.22619038820266724,
0.3049326539039612,
0.3248729705810547,
0.3414633274078369,
0.7609753608703613,
0.6288658380508423,
0.5236050486564636,
0.6315788626670837,
0.2424241602420807,
0.413043349981308,
0.29319363832473755,
0.6956520080566406,
0.7533630728721619,
0.24324317276477814,
0.3406592309474945,
0.5217389464378357,
0.19753079116344452,
0.5368419289588928,
0.6999998688697815,
0.3763439953327179,
0.3529410660266876,
0.5664739012718201,
0.5730335712432861,
0.6261681318283081,
0.3594468832015991,
0.4476189613342285,
0.5277776718139648,
0.649484395980835,
0.3775508999824524,
0.28999990224838257,
0.7196259498596191,
0.5164833664894104,
0.548076868057251,
0.3802816569805145,
0.2470587193965912,
0.5837836861610413
],
"time": 26.347626011818647,
"param": null
},
{
"epoch": 98,
"train_loss": 1.2015924453735352,
"val_loss": 2.173798084259033,
"acc": 49.14,
"f1": [
0.7513225674629211,
0.5610858201980591,
0.3456788659095764,
0.2758619785308838,
0.3003951609134674,
0.47470811009407043,
0.4947367310523987,
0.5196077227592468,
0.6530610918998718,
0.6387433409690857,
0.30541861057281494,
0.36470577120780945,
0.4946235418319702,
0.3982299864292145,
0.45810040831565857,
0.3838382363319397,
0.539215624332428,
0.5488370656967163,
0.41071420907974243,
0.47474732995033264,
0.6936934590339661,
0.6161136031150818,
0.4864863455295563,
0.46242761611938477,
0.7136561870574951,
0.4433496594429016,
0.5243901014328003,
0.28742504119873047,
0.6181816458702087,
0.47826072573661804,
0.4192138612270355,
0.48780474066734314,
0.4946235418319702,
0.4569287598133087,
0.4023667275905609,
0.2444443702697754,
0.48837196826934814,
0.38427940011024475,
0.3999998867511749,
0.6820275187492371,
0.4036695957183838,
0.7368419766426086,
0.4585364758968353,
0.5118482112884521,
0.2929935157299042,
0.34523800015449524,
0.2399999350309372,
0.4942527115345001,
0.754545271396637,
0.6077346205711365,
0.17910441756248474,
0.5376343131065369,
0.5775861144065857,
0.7010307908058167,
0.587155818939209,
0.2234041839838028,
0.6733667254447937,
0.5217390656471252,
0.5560536980628967,
0.5113635063171387,
0.7381973266601562,
0.6122447848320007,
0.5688071846961975,
0.48447185754776,
0.2898549735546112,
0.26041656732559204,
0.4472048580646515,
0.38709667325019836,
0.7899998426437378,
0.7115383744239807,
0.5333331823348999,
0.5813952088356018,
0.13698625564575195,
0.3389829397201538,
0.290502667427063,
0.6956520080566406,
0.7004218101501465,
0.39999985694885254,
0.3440859317779541,
0.5094338655471802,
0.2099446803331375,
0.46530601382255554,
0.7524750828742981,
0.45685264468193054,
0.36649200320243835,
0.6263735294342041,
0.5631066560745239,
0.5573769211769104,
0.4255318343639374,
0.4491524398326874,
0.4701985716819763,
0.5728641748428345,
0.4102562665939331,
0.2673266530036926,
0.7511736154556274,
0.5448027849197388,
0.504761815071106,
0.36956506967544556,
0.28272244334220886,
0.5937498807907104
],
"time": 26.639079114422202,
"param": null
},
{
"epoch": 99,
"train_loss": 1.0777506828308105,
"val_loss": 2.1118721961975098,
"acc": 47.23,
"f1": [
0.6914892196655273,
0.5740739107131958,
0.19548864662647247,
0.2138364166021347,
0.2790696918964386,
0.4415583312511444,
0.46551719307899475,
0.4719099998474121,
0.6161615252494812,
0.5882351994514465,
0.1656804084777832,
0.30588221549987793,
0.5617976188659668,
0.40476179122924805,
0.3999999165534973,
0.3841806650161743,
0.5423727631568909,
0.5681816935539246,
0.33992087841033936,
0.4123710095882416,
0.8021976351737976,
0.5523808598518372,
0.5586591362953186,
0.5895952582359314,
0.6926406025886536,
0.4210525155067444,
0.48039206862449646,
0.3096233606338501,
0.5748501420021057,
0.4519229531288147,
0.48484835028648376,
0.4878047704696655,
0.474226713180542,
0.43921560049057007,
0.39130425453186035,
0.238805890083313,
0.390243798494339,
0.5045044422149658,
0.20289847254753113,
0.6849313974380493,
0.4550263583660126,
0.6815640926361084,
0.39560428261756897,
0.4182508587837219,
0.24793381989002228,
0.28318578004837036,
0.2745096981525421,
0.5833332538604736,
0.6822428703308105,
0.5806450843811035,
0.2167486995458603,
0.39560428261756897,
0.5991559624671936,
0.7052630186080933,
0.4621847867965698,
0.1916166990995407,
0.6608694195747375,
0.520408034324646,
0.5697672963142395,
0.5029938817024231,
0.704545259475708,
0.6030149459838867,
0.5588234066963196,
0.45197728276252747,
0.27428561449050903,
0.26666656136512756,
0.3809523284435272,
0.38647329807281494,
0.7942582368850708,
0.645502507686615,
0.4780486822128296,
0.5269460082054138,
0.18072283267974854,
0.3936169147491455,
0.25125616788864136,
0.7195766568183899,
0.7256636023521423,
0.26666656136512756,
0.3644443452358246,
0.5158728957176208,
0.2629481256008148,
0.48598119616508484,
0.6787328720092773,
0.4555983543395996,
0.3882351815700531,
0.6145831942558289,
0.5487803816795349,
0.6117644906044006,
0.3816792964935303,
0.438016414642334,
0.48301875591278076,
0.6067414879798889,
0.3984673321247101,
0.26244333386421204,
0.7487177848815918,
0.5632182359695435,
0.4472048580646515,
0.4606740176677704,
0.3016759157180786,
0.6162160634994507
],
"time": 26.90161815006286,
"param": null
},
{
"epoch": 100,
"train_loss": 1.076960802078247,
"val_loss": 2.320507526397705,
"acc": 48.99,
"f1": [
0.7472525835037231,
0.619999885559082,
0.3018867075443268,
0.17647051811218262,
0.31304338574409485,
0.5560973882675171,
0.4812833070755005,
0.5099998712539673,
0.6808508634567261,
0.6463412642478943,
0.32369929552078247,
0.2815532982349396,
0.5486724376678467,
0.3975153863430023,
0.432748407125473,
0.49999988079071045,
0.525139570236206,
0.6847825050354004,
0.38647329807281494,
0.4269661605358124,
0.7431191205978394,
0.6063828468322754,
0.4976957440376282,
0.5257141590118408,
0.6184737682342529,
0.45263150334358215,
0.4306218922138214,
0.3372548520565033,
0.6063828468322754,
0.487046480178833,
0.497041255235672,
0.5032256245613098,
0.4837207794189453,
0.5113635063171387,
0.38541653752326965,
0.25730982422828674,
0.5102038979530334,
0.4487804174423218,
0.29677414894104004,
0.5745453238487244,
0.40517228841781616,
0.6368157267570496,
0.47236168384552,
0.4433496594429016,
0.27102795243263245,
0.3580785095691681,
0.2624998986721039,
0.6058090329170227,
0.6968324184417725,
0.5876776576042175,
0.2938387989997864,
0.48510628938674927,
0.5853657722473145,
0.6960350871086121,
0.5754715800285339,
0.23595495522022247,
0.7282050251960754,
0.4837207794189453,
0.5766869187355042,
0.49999988079071045,
0.7032965421676636,
0.5726870894432068,
0.5549131631851196,
0.5297296643257141,
0.23529404401779175,
0.2658958435058594,
0.36792439222335815,
0.3999999463558197,
0.6571427583694458,
0.613756537437439,
0.5961536765098572,
0.5795453190803528,
0.15999992191791534,
0.37894728779792786,
0.3267972767353058,
0.7373736500740051,
0.7488582730293274,
0.3064514994621277,
0.2959999144077301,
0.5123152136802673,
0.26136353611946106,
0.5599998831748962,
0.7099998593330383,
0.46739116311073303,
0.36464083194732666,
0.6889951229095459,
0.561576247215271,
0.6298341155052185,
0.4219408333301544,
0.48453593254089355,
0.5502644181251526,
0.5743588209152222,
0.3592813014984131,
0.26046502590179443,
0.7765957117080688,
0.6118720173835754,
0.44311365485191345,
0.4623654782772064,
0.2774565517902374,
0.46864673495292664
],
"time": 26.710709964856505,
"param": null
},
{
"epoch": 101,
"train_loss": 1.1014961004257202,
"val_loss": 2.3546743392944336,
"acc": 47.99,
"f1": [
0.6893202662467957,
0.602040708065033,
0.34449753165245056,
0.20437948405742645,
0.26993855834007263,
0.4436088800430298,
0.5096152424812317,
0.5333331823348999,
0.666666567325592,
0.5982905030250549,
0.329268217086792,
0.289308100938797,
0.5316454768180847,
0.35820886492729187,
0.4299998879432678,
0.3726707398891449,
0.4626865088939667,
0.5561496019363403,
0.38150280714035034,
0.4083768427371979,
0.5806450247764587,
0.609625518321991,
0.5333332419395447,
0.46753236651420593,
0.7179486155509949,
0.367346853017807,
0.4541061818599701,
0.3147207200527191,
0.6282721161842346,
0.47916653752326965,
0.4734298884868622,
0.4508668780326843,
0.4577113389968872,
0.47798728942871094,
0.41592907905578613,
0.2748090624809265,
0.46808499097824097,
0.43153515458106995,
0.3669723868370056,
0.6489360928535461,
0.4255318343639374,
0.7121950387954712,
0.45454534888267517,
0.39285704493522644,
0.31627896428108215,
0.3208555281162262,
0.2999999225139618,
0.5968990921974182,
0.6825395822525024,
0.49999985098838806,
0.22222214937210083,
0.5428570508956909,
0.5108694434165955,
0.7058822512626648,
0.5628139972686768,
0.2525251507759094,
0.6666665077209473,
0.552941083908081,
0.5756096839904785,
0.5414363145828247,
0.7222220301628113,
0.6139533519744873,
0.47393354773521423,
0.35658904910087585,
0.2838708758354187,
0.2816900610923767,
0.40641695261001587,
0.331034392118454,
0.7999998331069946,
0.6117646098136902,
0.492537260055542,
0.6377951502799988,
0.21333324909210205,
0.43243229389190674,
0.28054288029670715,
0.7244896292686462,
0.7572813630104065,
0.29370617866516113,
0.3260868787765503,
0.4410255253314972,
0.2597401440143585,
0.4459015727043152,
0.7499999403953552,
0.3999998867511749,
0.3666665554046631,
0.5764704942703247,
0.5714284777641296,
0.5179281830787659,
0.39843741059303284,
0.44444432854652405,
0.5365853309631348,
0.5440612435340881,
0.37158459424972534,
0.3139533996582031,
0.70588219165802,
0.5937498807907104,
0.3555554449558258,
0.47916653752326965,
0.2616821527481079,
0.5499998927116394
],
"time": 26.968796586617827,
"param": null
},
{
"epoch": 102,
"train_loss": 0.9639714956283569,
"val_loss": 2.4466452598571777,
"acc": 47.28,
"f1": [
0.742267906665802,
0.5837318897247314,
0.30065348744392395,
0.21582727134227753,
0.3076922297477722,
0.4081632196903229,
0.45197728276252747,
0.4717947542667389,
0.6511626243591309,
0.5523011684417725,
0.3463686406612396,
0.29213473200798035,
0.5104601383209229,
0.38732388615608215,
0.32748526334762573,
0.4170211851596832,
0.4947367310523987,
0.6464645266532898,
0.4632767140865326,
0.38674020767211914,
0.5206348299980164,
0.5576921701431274,
0.42857128381729126,
0.4774192273616791,
0.7307690382003784,
0.3485476076602936,
0.4155843257904053,
0.26666656136512756,
0.6103284358978271,
0.467661589384079,
0.46486473083496094,
0.4670049846172333,
0.5263156890869141,
0.4459458291530609,
0.3841806650161743,
0.24999988079071045,
0.36046499013900757,
0.35294109582901,
0.348314493894577,
0.7052630186080933,
0.3583061397075653,
0.6971427202224731,
0.4179103374481201,
0.5279186367988586,
0.28855711221694946,
0.35582810640335083,
0.2909089922904968,
0.5621620416641235,
0.7093595266342163,
0.5714284181594849,
0.2488888055086136,
0.5074625611305237,
0.6146787405014038,
0.6067414283752441,
0.5760868191719055,
0.1449274718761444,
0.711340069770813,
0.45535701513290405,
0.5333331823348999,
0.48717936873435974,
0.7557602524757385,
0.6091952323913574,
0.49565204977989197,
0.4705881178379059,
0.30555543303489685,
0.2682925760746002,
0.39325833320617676,
0.37804868817329407,
0.7557602524757385,
0.6603772640228271,
0.49999988079071045,
0.6244342923164368,
0.16249993443489075,
0.3880595862865448,
0.14285710453987122,
0.715083658695221,
0.6804978251457214,
0.24999988079071045,
0.28571417927742004,
0.48809507489204407,
0.16176463663578033,
0.4666665494441986,
0.6550217270851135,
0.42857134342193604,
0.3999998867511749,
0.625640869140625,
0.4913792312145233,
0.4483775198459625,
0.3809523284435272,
0.5314008593559265,
0.553571343421936,
0.5652172565460205,
0.3686273694038391,
0.36180898547172546,
0.7192980647087097,
0.5402842164039612,
0.553672194480896,
0.45810040831565857,
0.23529407382011414,
0.5846152901649475
],
"time": 26.72226030100137,
"param": null
},
{
"epoch": 103,
"train_loss": 0.9572034478187561,
"val_loss": 2.5266001224517822,
"acc": 47.06,
"f1": [
0.7717389464378357,
0.5972849726676941,
0.2983424663543701,
0.23611101508140564,
0.32183900475502014,
0.5026736855506897,
0.47004595398902893,
0.41176462173461914,
0.6564101576805115,
0.5345621109008789,
0.30270257592201233,
0.27190324664115906,
0.5531913042068481,
0.3841058313846588,
0.3319147825241089,
0.4338623583316803,
0.47161564230918884,
0.5384613871574402,
0.3463686406612396,
0.3878786563873291,
0.7525771856307983,
0.6146340370178223,
0.42727261781692505,
0.40764322876930237,
0.7312772870063782,
0.39106133580207825,
0.4195120930671692,
0.26540276408195496,
0.6701569557189941,
0.46511611342430115,
0.426778107881546,
0.45637571811676025,
0.37777766585350037,
0.5058822631835938,
0.4122805893421173,
0.27322396636009216,
0.3660130202770233,
0.4269661605358124,
0.3232322335243225,
0.5170066952705383,
0.43243229389190674,
0.6907215118408203,
0.4432430863380432,
0.446969598531723,
0.2545453906059265,
0.33684200048446655,
0.27488142251968384,
0.629441499710083,
0.7179485559463501,
0.6021503806114197,
0.22105254232883453,
0.5232557058334351,
0.635944664478302,
0.5060974955558777,
0.5504586100578308,
0.12857137620449066,
0.6896550059318542,
0.4491524398326874,
0.633333146572113,
0.5799998641014099,
0.7182319164276123,
0.5494503974914551,
0.4697985351085663,
0.4516127407550812,
0.2191779911518097,
0.239999920129776,
0.30487796664237976,
0.3636362552642822,
0.7522122263908386,
0.6582277417182922,
0.5297296643257141,
0.6319998502731323,
0.2105262726545334,
0.39130425453186035,
0.3076922297477722,
0.6854459643363953,
0.7289717793464661,
0.2933332622051239,
0.3147207200527191,
0.4699452221393585,
0.25301194190979004,
0.5217390060424805,
0.7136148810386658,
0.4387753903865814,
0.36842095851898193,
0.6322579383850098,
0.45161280035972595,
0.631578803062439,
0.3924049437046051,
0.53465336561203,
0.5185184478759766,
0.6077346205711365,
0.419999897480011,
0.23391805589199066,
0.715908944606781,
0.5274724960327148,
0.3943661153316498,
0.45833322405815125,
0.2528735101222992,
0.5291478633880615
],
"time": 25.951558264903724,
"param": null
},
{
"epoch": 104,
"train_loss": 0.9086024761199951,
"val_loss": 2.205862045288086,
"acc": 48.87,
"f1": [
0.7555553913116455,
0.5872339010238647,
0.2533332407474518,
0.23529404401779175,
0.30270257592201233,
0.5507245063781738,
0.40410950779914856,
0.4717947542667389,
0.6565654873847961,
0.6628569960594177,
0.21126753091812134,
0.3369564116001129,
0.5833332538604736,
0.4352940320968628,
0.39999985694885254,
0.3798881769180298,
0.5502644181251526,
0.6031745076179504,
0.4387753903865814,
0.4347825050354004,
0.7536230683326721,
0.6276593804359436,
0.4788731336593628,
0.5638296604156494,
0.6578946113586426,
0.49999988079071045,
0.4621847867965698,
0.3445377051830292,
0.6863903999328613,
0.4508668780326843,
0.5177663564682007,
0.4606740176677704,
0.5026736855506897,
0.4615383446216583,
0.47008538246154785,
0.20382159948349,
0.46632111072540283,
0.39153432846069336,
0.31055888533592224,
0.6914892196655273,
0.44444432854652405,
0.6969695687294006,
0.38399991393089294,
0.4155843257904053,
0.3387977182865143,
0.2881355285644531,
0.2843601107597351,
0.5482232570648193,
0.741463303565979,
0.609053373336792,
0.2741115987300873,
0.5405403971672058,
0.5754715800285339,
0.6269840598106384,
0.5689654350280762,
0.2115383893251419,
0.6859902143478394,
0.4916200041770935,
0.620320737361908,
0.4720495045185089,
0.7407405376434326,
0.5784311890602112,
0.5528453588485718,
0.47826072573661804,
0.2918454110622406,
0.22485199570655823,
0.34848475456237793,
0.415094256401062,
0.7902437448501587,
0.6847825050354004,
0.5238093733787537,
0.5698922872543335,
0.239436537027359,
0.39325833320617676,
0.28571420907974243,
0.7230044603347778,
0.6872245073318481,
0.2674417495727539,
0.3771928548812866,
0.49792519211769104,
0.2765956223011017,
0.5360823273658752,
0.6015623807907104,
0.49999988079071045,
0.3763439953327179,
0.6363635063171387,
0.5384613871574402,
0.6249998807907104,
0.3644067049026489,
0.5157893896102905,
0.5970147848129272,
0.6030149459838867,
0.3563217520713806,
0.25777769088745117,
0.7155961990356445,
0.5882351994514465,
0.4615383744239807,
0.4606740176677704,
0.2761903405189514,
0.5340908169746399
],
"time": 25.734297077171504,
"param": null
},
{
"epoch": 105,
"train_loss": 1.0094692707061768,
"val_loss": 2.3395650386810303,
"acc": 48.99,
"f1": [
0.7939696907997131,
0.5747125148773193,
0.28099164366722107,
0.21897803246974945,
0.2962961792945862,
0.542713463306427,
0.45569613575935364,
0.5333331823348999,
0.546153724193573,
0.5991188287734985,
0.26881712675094604,
0.27819544076919556,
0.624390184879303,
0.4975123405456543,
0.3882351815700531,
0.3999999463558197,
0.5090908408164978,
0.5948716402053833,
0.4114284813404083,
0.4666665494441986,
0.7783250212669373,
0.6139533519744873,
0.4931505620479584,
0.4233575463294983,
0.6896550059318542,
0.45544540882110596,
0.32490962743759155,
0.3024389147758484,
0.582914412021637,
0.5099998712539673,
0.4931505620479584,
0.47560960054397583,
0.5380709171295166,
0.45714274048805237,
0.44347813725471497,
0.24999994039535522,
0.4299064576625824,
0.4132840633392334,
0.30115818977355957,
0.6600984334945679,
0.4179103374481201,
0.7513225674629211,
0.43678146600723267,
0.37908485531806946,
0.2745096981525421,
0.3402060866355896,
0.228571355342865,
0.5898616909980774,
0.6666665077209473,
0.6432158946990967,
0.3147207200527191,
0.43153515458106995,
0.5700481534004211,
0.6584360599517822,
0.5296441316604614,
0.2456139326095581,
0.6812225580215454,
0.5775399804115295,
0.5764704942703247,
0.504761815071106,
0.7843136787414551,
0.6403939127922058,
0.4972374439239502,
0.4733726978302002,
0.378109335899353,
0.2193547636270523,
0.3636362850666046,
0.3786981403827667,
0.8195120096206665,
0.7008545994758606,
0.4896264970302582,
0.6222221255302429,
0.22972965240478516,
0.41964274644851685,
0.2575756907463074,
0.6708073019981384,
0.797814130783081,
0.30588221549987793,
0.3478259742259979,
0.49261072278022766,
0.251428484916687,
0.505154550075531,
0.663461446762085,
0.38043469190597534,
0.47236168384552,
0.6451612114906311,
0.5681816935539246,
0.6021503806114197,
0.41666656732559204,
0.5572138428688049,
0.6530610918998718,
0.5658535361289978,
0.38497641682624817,
0.2906976044178009,
0.7472525835037231,
0.5656563639640808,
0.3999999165534973,
0.5549736618995667,
0.2636362612247467,
0.5977010130882263
],
"time": 26.23044477403164,
"param": null
},
{
"epoch": 106,
"train_loss": 0.8907499313354492,
"val_loss": 2.272266149520874,
"acc": 48.89,
"f1": [
0.7446807622909546,
0.5903083086013794,
0.3383083641529083,
0.22619038820266724,
0.322274774312973,
0.44578301906585693,
0.45210719108581543,
0.5024629235267639,
0.735751211643219,
0.6145831942558289,
0.28571420907974243,
0.26086950302124023,
0.5936071872711182,
0.4717947542667389,
0.43601882457733154,
0.3981899321079254,
0.552941083908081,
0.6031745076179504,
0.3934425115585327,
0.45161277055740356,
0.7572813630104065,
0.5858584046363831,
0.5327101349830627,
0.569696843624115,
0.7076921463012695,
0.44970402121543884,
0.4263565242290497,
0.32369929552078247,
0.6187844276428223,
0.4410255253314972,
0.47222211956977844,
0.44444432854652405,
0.48275846242904663,
0.4574466943740845,
0.46788978576660156,
0.24675315618515015,
0.44047608971595764,
0.4474884569644928,
0.32432422041893005,
0.6462881565093994,
0.4265401363372803,
0.7135133743286133,
0.4016392230987549,
0.4059404730796814,
0.28444433212280273,
0.324607253074646,
0.26190465688705444,
0.573839545249939,
0.7359305620193481,
0.6476188898086548,
0.2636362612247467,
0.5699480772018433,
0.5714285373687744,
0.6779659986495972,
0.4819276034832001,
0.18309852480888367,
0.6857141852378845,
0.5363634824752808,
0.6037734746932983,
0.46428558230400085,
0.7699528932571411,
0.5941421389579773,
0.548076868057251,
0.47826072573661804,
0.28571417927742004,
0.26881712675094604,
0.3384614586830139,
0.3670884966850281,
0.7532466053962708,
0.6367712020874023,
0.5730992555618286,
0.6564101576805115,
0.2389935851097107,
0.3794870972633362,
0.2564101815223694,
0.7457625269889832,
0.7248907089233398,
0.3406592309474945,
0.3274020552635193,
0.522612988948822,
0.2564101815223694,
0.5090908408164978,
0.6036362051963806,
0.4574466943740845,
0.39449530839920044,
0.6107783317565918,
0.5345621109008789,
0.6231154203414917,
0.40476179122924805,
0.4507041275501251,
0.521008312702179,
0.6432158946990967,
0.3394494354724884,
0.2574256360530853,
0.7395831346511841,
0.5816324949264526,
0.4129031002521515,
0.4504503309726715,
0.23030294477939606,
0.5402842164039612
],
"time": 26.105549480766058,
"param": null
},
{
"epoch": 107,
"train_loss": 1.0123533010482788,
"val_loss": 2.2895925045013428,
"acc": 48.87,
"f1": [
0.718562662601471,
0.6188339591026306,
0.2869197428226471,
0.30588221549987793,
0.3276835083961487,
0.5258619785308838,
0.45599988102912903,
0.45398759841918945,
0.6145831942558289,
0.5766869187355042,
0.20987647771835327,
0.36559128761291504,
0.5981307029724121,
0.4018690288066864,
0.4079999029636383,
0.3609755337238312,
0.525139570236206,
0.6417111158370972,
0.34554967284202576,
0.445652037858963,
0.7272725701332092,
0.5929647088050842,
0.5445543527603149,
0.6145250201225281,
0.7445886731147766,
0.3787877857685089,
0.40206170082092285,
0.31055888533592224,
0.5953487157821655,
0.41818171739578247,
0.42051267623901367,
0.4951455295085907,
0.4729062616825104,
0.5227271318435669,
0.4630540609359741,
0.30697670578956604,
0.4717947542667389,
0.4260353744029999,
0.33884286880493164,
0.6072872877120972,
0.4077668786048889,
0.6499998569488525,
0.43850257992744446,
0.45814967155456543,
0.2681158781051636,
0.3592231869697571,
0.28571417927742004,
0.6063346862792969,
0.7523808479309082,
0.5907171964645386,
0.26484012603759766,
0.53987717628479,
0.5841582417488098,
0.6470586657524109,
0.5837836861610413,
0.145695298910141,
0.6418603658676147,
0.53987717628479,
0.6596857309341431,
0.4530385434627533,
0.7715734243392944,
0.6489360928535461,
0.539215624332428,
0.45918354392051697,
0.2745096981525421,
0.27218925952911377,
0.323943555355072,
0.4418603479862213,
0.7941174507141113,
0.6862744092941284,
0.5388599634170532,
0.6188339591026306,
0.2091502547264099,
0.39583319425582886,
0.2731706500053406,
0.733333170413971,
0.7403844594955444,
0.2312137931585312,
0.32584258913993835,
0.48299312591552734,
0.2749998867511749,
0.4662575423717499,
0.6820275187492371,
0.337748259305954,
0.4041449725627899,
0.631578803062439,
0.5662649273872375,
0.5371899604797363,
0.47222211956977844,
0.5428570508956909,
0.5866665840148926,
0.5999998450279236,
0.39999985694885254,
0.31632643938064575,
0.7099998593330383,
0.5038759112358093,
0.3943661153316498,
0.44705867767333984,
0.292035311460495,
0.633165717124939
],
"time": 25.13776153512299,
"param": null
},
{
"epoch": 108,
"train_loss": 0.9425450563430786,
"val_loss": 2.439703941345215,
"acc": 48.75,
"f1": [
0.7368419766426086,
0.631578803062439,
0.33333322405815125,
0.2584269046783447,
0.32183900475502014,
0.46835434436798096,
0.5361700654029846,
0.49549540877342224,
0.5970147848129272,
0.6067414879798889,
0.29268282651901245,
0.322274774312973,
0.5895952582359314,
0.44303786754608154,
0.3817426860332489,
0.3703702688217163,
0.5957446098327637,
0.5892856121063232,
0.4385963976383209,
0.4640882611274719,
0.760416567325592,
0.5747125148773193,
0.49999988079071045,
0.631578803062439,
0.6468084454536438,
0.40677958726882935,
0.418032705783844,
0.3167419731616974,
0.6666665077209473,
0.42528724670410156,
0.4411763548851013,
0.49681511521339417,
0.3584228754043579,
0.522222101688385,
0.4363635182380676,
0.3037974238395691,
0.45901623368263245,
0.3793102502822876,
0.3440859317779541,
0.635593056678772,
0.4942527115345001,
0.6769229769706726,
0.4651161730289459,
0.3932202160358429,
0.19689112901687622,
0.3879309296607971,
0.22471901774406433,
0.6009851098060608,
0.7399998903274536,
0.6161136031150818,
0.2559240758419037,
0.49999988079071045,
0.6278025507926941,
0.727272629737854,
0.5911328792572021,
0.19047611951828003,
0.6849313974380493,
0.5421684980392456,
0.6346153020858765,
0.4894513487815857,
0.7439612150192261,
0.5972849726676941,
0.494381844997406,
0.3964756429195404,
0.22377613186836243,
0.2389935851097107,
0.36842095851898193,
0.3609755337238312,
0.756756603717804,
0.6737966537475586,
0.6216214895248413,
0.5714284777641296,
0.20080316066741943,
0.4474884569644928,
0.29875513911247253,
0.7619045972824097,
0.7512193918228149,
0.2983870208263397,
0.33962252736091614,
0.5407723784446716,
0.24999991059303284,
0.5502644181251526,
0.6605502963066101,
0.3999998867511749,
0.37333324551582336,
0.5058822631835938,
0.5786162614822388,
0.6461536884307861,
0.37004393339157104,
0.5136610269546509,
0.5876287817955017,
0.57297283411026,
0.43636354804039,
0.2376236915588379,
0.8140701651573181,
0.5638765096664429,
0.40718549489974976,
0.4463517963886261,
0.26900574564933777,
0.6210525035858154
],
"time": 26.559212503954768,
"param": null
},
{
"epoch": 109,
"train_loss": 0.8457298278808594,
"val_loss": 2.256657838821411,
"acc": 49.21,
"f1": [
0.7875646352767944,
0.601625919342041,
0.39106133580207825,
0.2588233947753906,
0.30824363231658936,
0.46096643805503845,
0.5483869910240173,
0.5319147706031799,
0.6116504073143005,
0.7046630382537842,
0.3265305161476135,
0.30303019285202026,
0.550898015499115,
0.3692306876182556,
0.3855420649051666,
0.34374991059303284,
0.5454544425010681,
0.5928853154182434,
0.4033612310886383,
0.4176705777645111,
0.7551018595695496,
0.6272726058959961,
0.5189187526702881,
0.5743588209152222,
0.6952379941940308,
0.39795905351638794,
0.48387083411216736,
0.32034626603126526,
0.6448085904121399,
0.396135151386261,
0.4836064279079437,
0.5714284777641296,
0.48780474066734314,
0.42711856961250305,
0.44444435834884644,
0.23469379544258118,
0.4736841022968292,
0.39090898633003235,
0.35443025827407837,
0.6288208365440369,
0.4678361415863037,
0.7109003663063049,
0.41884803771972656,
0.42512065172195435,
0.28571417927742004,
0.36046499013900757,
0.3734438419342041,
0.5418717861175537,
0.6842104196548462,
0.5679011344909668,
0.24050623178482056,
0.5319147706031799,
0.5781989693641663,
0.684491753578186,
0.6009851098060608,
0.18009470403194427,
0.6633164882659912,
0.556212842464447,
0.5596328973770142,
0.4324323236942291,
0.7598251700401306,
0.633333146572113,
0.5643563270568848,
0.47368407249450684,
0.27380943298339844,
0.3101603388786316,
0.3157894015312195,
0.34246566891670227,
0.7999997735023499,
0.7040814757347107,
0.542713463306427,
0.5882351994514465,
0.20134222507476807,
0.3723403513431549,
0.33333322405815125,
0.7024388909339905,
0.7252746224403381,
0.2592591345310211,
0.3504272401332855,
0.5408161878585815,
0.31645557284355164,
0.5309733152389526,
0.6999998688697815,
0.42528724670410156,
0.38636353611946106,
0.5595853924751282,
0.5714284181594849,
0.5589519143104553,
0.3951611816883087,
0.42696622014045715,
0.6126124858856201,
0.5754715800285339,
0.4717947542667389,
0.281406968832016,
0.7096772789955139,
0.6236557960510254,
0.4537814259529114,
0.4914284646511078,
0.2658958435058594,
0.5221673846244812
],
"time": 25.75707201566547,
"param": null
},
{
"epoch": 110,
"train_loss": 0.8914660811424255,
"val_loss": 2.320382833480835,
"acc": 46.76,
"f1": [
0.7199998497962952,
0.6274508833885193,
0.35071080923080444,
0.2888887822628021,
0.30588221549987793,
0.4410645365715027,
0.5111110210418701,
0.5810053944587708,
0.6352940201759338,
0.49367082118988037,
0.31746023893356323,
0.26519328355789185,
0.5018725991249084,
0.37450188398361206,
0.3976607024669647,
0.3435581922531128,
0.4677965044975281,
0.6079294085502625,
0.40764322876930237,
0.3979056477546692,
0.6985644102096558,
0.6363635063171387,
0.506912350654602,
0.41176459193229675,
0.7024388909339905,
0.33228832483291626,
0.4588233530521393,
0.26573416590690613,
0.5294116139411926,
0.47619032859802246,
0.41592907905578613,
0.4678361415863037,
0.4773661196231842,
0.43678146600723267,
0.44791656732559204,
0.2775118350982666,
0.367346853017807,
0.3063828945159912,
0.3268481194972992,
0.6527194976806641,
0.3503648638725281,
0.712643563747406,
0.40764322876930237,
0.48044681549072266,
0.22352932393550873,
0.346666544675827,
0.3022221326828003,
0.5847951769828796,
0.7301585674285889,
0.438709557056427,
0.2014387845993042,
0.4777776598930359,
0.6166664958000183,
0.6890754699707031,
0.5207098722457886,
0.17821775376796722,
0.6260868310928345,
0.5120771527290344,
0.5699480772018433,
0.43715834617614746,
0.7373736500740051,
0.6091952323913574,
0.5314008593559265,
0.4320986270904541,
0.09999995678663254,
0.29787227511405945,
0.3113771378993988,
0.3647797703742981,
0.7669901251792908,
0.5991901755332947,
0.547770619392395,
0.5142856240272522,
0.18390797078609467,
0.3865545094013214,
0.2987011969089508,
0.696517288684845,
0.7149319648742676,
0.2531644403934479,
0.31645557284355164,
0.5121949315071106,
0.2314814031124115,
0.4218749403953552,
0.705357015132904,
0.4607328474521637,
0.314606636762619,
0.5575755834579468,
0.5257730484008789,
0.5477177500724792,
0.37499991059303284,
0.47499990463256836,
0.5338981747627258,
0.6451612114906311,
0.360248327255249,
0.23655906319618225,
0.742081344127655,
0.5249999165534973,
0.3783782720565796,
0.46835434436798096,
0.2248995453119278,
0.5934064984321594
],
"time": 26.18472977448255,
"param": null
},
{
"epoch": 111,
"train_loss": 0.880103349685669,
"val_loss": 2.8926336765289307,
"acc": 41.75,
"f1": [
0.7219511270523071,
0.5942855477333069,
0.26388877630233765,
0.25301194190979004,
0.2674417495727539,
0.3400575518608093,
0.4662575423717499,
0.5473682880401611,
0.5505616068840027,
0.3281852900981903,
0.2790696620941162,
0.27322396636009216,
0.38938048481941223,
0.3470318615436554,
0.43575406074523926,
0.3444443643093109,
0.4899998903274536,
0.4299064874649048,
0.37962955236434937,
0.40476179122924805,
0.40105533599853516,
0.5384613871574402,
0.46363624930381775,
0.16363632678985596,
0.5868262648582458,
0.3225805461406708,
0.5033111572265625,
0.20634911954402924,
0.5227271318435669,
0.4545453190803528,
0.442952960729599,
0.3853210210800171,
0.4727271497249603,
0.43199992179870605,
0.327868789434433,
0.2430938482284546,
0.3199998736381531,
0.2683981955051422,
0.32335323095321655,
0.6168223023414612,
0.2589285373687744,
0.6310677528381348,
0.3841058313846588,
0.4999998211860657,
0.16417904198169708,
0.28148138523101807,
0.2433861643075943,
0.45569607615470886,
0.6918917894363403,
0.40601497888565063,
0.23129244148731232,
0.4417177140712738,
0.5317917466163635,
0.6818180680274963,
0.48780474066734314,
0.20125779509544373,
0.6257666945457458,
0.5133689045906067,
0.5517240166664124,
0.43786972761154175,
0.6832296252250671,
0.619289219379425,
0.45454534888267517,
0.33576634526252747,
0.23841053247451782,
0.22330091893672943,
0.3119265139102936,
0.30303019285202026,
0.7650271654129028,
0.5199998617172241,
0.44578301906585693,
0.4799998700618744,
0.18181811273097992,
0.3499998450279236,
0.3478259742259979,
0.7179486155509949,
0.47692304849624634,
0.20895513892173767,
0.31034475564956665,
0.5301203727722168,
0.21621614694595337,
0.41693800687789917,
0.7340423464775085,
0.3568074107170105,
0.27433618903160095,
0.4489794969558716,
0.4125559628009796,
0.4013157784938812,
0.3617020547389984,
0.4242423474788666,
0.5321099162101746,
0.5360823273658752,
0.37692299485206604,
0.19548864662647247,
0.43478256464004517,
0.49999988079071045,
0.3135133981704712,
0.4607841968536377,
0.2605862617492676,
0.5858584046363831
],
"time": 26.317206016741693,
"param": null
},
{
"epoch": 112,
"train_loss": 0.8516236543655396,
"val_loss": 2.205136775970459,
"acc": 49.81,
"f1": [
0.7640447616577148,
0.5887445211410522,
0.3441859781742096,
0.2580644190311432,
0.31249991059303284,
0.525345504283905,
0.4620937705039978,
0.49999988079071045,
0.5999999046325684,
0.6810809373855591,
0.2887699604034424,
0.299465149641037,
0.6214687824249268,
0.4210525155067444,
0.46288198232650757,
0.3855420649051666,
0.5172412395477295,
0.5955054759979248,
0.4200912117958069,
0.4615383446216583,
0.7465436458587646,
0.5979380011558533,
0.5268816351890564,
0.5664739012718201,
0.6399998664855957,
0.4799998700618744,
0.4858298599720001,
0.2647058069705963,
0.6039602756500244,
0.46486473083496094,
0.4741378724575043,
0.5197739005088806,
0.492890864610672,
0.445652037858963,
0.4432988464832306,
0.2918454110622406,
0.48717936873435974,
0.4019606411457062,
0.35185176134109497,
0.7317072153091431,
0.4999998211860657,
0.6915886998176575,
0.44036686420440674,
0.45197728276252747,
0.21198150515556335,
0.37185919284820557,
0.358024537563324,
0.5936071872711182,
0.6798418164253235,
0.6170212030410767,
0.29319363832473755,
0.47619038820266724,
0.5999999046325684,
0.7031961679458618,
0.5999999046325684,
0.14432983100414276,
0.6631014943122864,
0.5476189255714417,
0.6285713315010071,
0.4878048002719879,
0.7307690382003784,
0.5972849726676941,
0.5555554032325745,
0.43999987840652466,
0.33333322405815125,
0.2716048061847687,
0.3016759157180786,
0.39106133580207825,
0.8102562427520752,
0.6519335508346558,
0.5688071846961975,
0.6169153451919556,
0.26373615860939026,
0.3846152722835541,
0.3148147463798523,
0.784946084022522,
0.7526880502700806,
0.27631568908691406,
0.3831774890422821,
0.4946235418319702,
0.2138364166021347,
0.5152837038040161,
0.6938773989677429,
0.47619035840034485,
0.45360812544822693,
0.6321837902069092,
0.6292133331298828,
0.6483515501022339,
0.3999999463558197,
0.555065929889679,
0.5702809691429138,
0.5937498807907104,
0.3977271616458893,
0.2571427524089813,
0.7761192321777344,
0.5063290596008301,
0.3021581470966339,
0.5053762197494507,
0.26540276408195496,
0.6262625455856323
],
"time": 26.348995328880847,
"param": null
},
{
"epoch": 113,
"train_loss": 0.7101277709007263,
"val_loss": 2.192305564880371,
"acc": 50.37,
"f1": [
0.7450978755950928,
0.6363635063171387,
0.3522725999355316,
0.3037973642349243,
0.37305691838264465,
0.4976075291633606,
0.47826072573661804,
0.4980236291885376,
0.6874998807907104,
0.6320345401763916,
0.3874344527721405,
0.2842104732990265,
0.5555554032325745,
0.4675323963165283,
0.358024537563324,
0.4401912987232208,
0.5463413596153259,
0.6118720173835754,
0.4615383446216583,
0.42512065172195435,
0.6454182267189026,
0.6200872659683228,
0.5170730352401733,
0.6021503806114197,
0.729999840259552,
0.38888877630233765,
0.4837207794189453,
0.23188398778438568,
0.6847825050354004,
0.4745761454105377,
0.403755784034729,
0.49689429998397827,
0.4972374439239502,
0.5303866267204285,
0.4780486822128296,
0.3400808572769165,
0.44970402121543884,
0.33476385474205017,
0.35467973351478577,
0.6990289688110352,
0.4018690288066864,
0.6580085158348083,
0.46534639596939087,
0.49777767062187195,
0.3299999237060547,
0.390243798494339,
0.2746780216693878,
0.645502507686615,
0.6880732178688049,
0.5999999046325684,
0.3557691276073456,
0.49019595980644226,
0.6176469922065735,
0.7017542123794556,
0.6256982088088989,
0.17021268606185913,
0.6111109852790833,
0.5025123953819275,
0.6011558771133423,
0.4814813435077667,
0.7522122263908386,
0.6666665077209473,
0.5539904832839966,
0.5157230496406555,
0.2658958435058594,
0.2745096981525421,
0.3568074107170105,
0.42857131361961365,
0.8405795097351074,
0.6306304931640625,
0.5647057294845581,
0.6434781551361084,
0.21800939738750458,
0.4020099639892578,
0.3208555281162262,
0.7755100131034851,
0.7232141494750977,
0.39795905351638794,
0.33913031220436096,
0.596684992313385,
0.2714284658432007,
0.5128204226493835,
0.7150257229804993,
0.46363624930381775,
0.4050632119178772,
0.5683058500289917,
0.5957446098327637,
0.5982142090797424,
0.48044681549072266,
0.479451984167099,
0.579710066318512,
0.5795453190803528,
0.3625729978084564,
0.3186812400817871,
0.776698887348175,
0.4860556721687317,
0.37333324551582336,
0.4733726978302002,
0.19101116061210632,
0.5514017343521118
],
"time": 26.38943470362574,
"param": null
},
{
"epoch": 114,
"train_loss": 0.7743001580238342,
"val_loss": 2.2890138626098633,
"acc": 50.23,
"f1": [
0.7363182306289673,
0.5775861144065857,
0.3529410660266876,
0.2592591345310211,
0.37320560216903687,
0.5277776718139648,
0.42682915925979614,
0.5463916063308716,
0.6941174864768982,
0.6565654873847961,
0.22222214937210083,
0.336633563041687,
0.5561496019363403,
0.41884803771972656,
0.45161277055740356,
0.423912912607193,
0.6136362552642822,
0.6376810669898987,
0.367346853017807,
0.38271594047546387,
0.6803277134895325,
0.5860804915428162,
0.502564013004303,
0.596684992313385,
0.7389161586761475,
0.41148313879966736,
0.48756206035614014,
0.32258057594299316,
0.6486485004425049,
0.5213268995285034,
0.4931505620479584,
0.5207098722457886,
0.5193368792533875,
0.4975123405456543,
0.40206170082092285,
0.25210076570510864,
0.4705880880355835,
0.3694778084754944,
0.336633563041687,
0.7640447616577148,
0.45685264468193054,
0.6995072364807129,
0.4248703718185425,
0.4552844762802124,
0.24489787220954895,
0.4022345542907715,
0.275229275226593,
0.6118720173835754,
0.7297295928001404,
0.6091369390487671,
0.27814561128616333,
0.5523808598518372,
0.5533979535102844,
0.662983238697052,
0.5508472919464111,
0.17218534648418427,
0.630251944065094,
0.5454543828964233,
0.6285713315010071,
0.4918031394481659,
0.7403844594955444,
0.6103284358978271,
0.502564013004303,
0.44210511445999146,
0.2553190588951111,
0.2824857831001282,
0.37246954441070557,
0.46511611342430115,
0.7980766892433167,
0.6610877513885498,
0.5148513317108154,
0.6572768688201904,
0.26600977778434753,
0.4385963976383209,
0.2944161295890808,
0.7087377309799194,
0.7894735336303711,
0.30487796664237976,
0.3783782720565796,
0.5812807083129883,
0.29292917251586914,
0.5439329743385315,
0.711340069770813,
0.45643141865730286,
0.4081631600856781,
0.6238530874252319,
0.596858561038971,
0.5941421389579773,
0.4263565242290497,
0.5272725820541382,
0.5112106204032898,
0.5436891913414001,
0.42285704612731934,
0.32160791754722595,
0.7368419766426086,
0.5814977288246155,
0.4276728630065918,
0.45360812544822693,
0.2424241602420807,
0.613756537437439
],
"time": 26.615597394295037,
"param": null
},
{
"epoch": 115,
"train_loss": 0.8577767610549927,
"val_loss": 2.8084990978240967,
"acc": 40.76,
"f1": [
0.7046630382537842,
0.5495494604110718,
0.29197070002555847,
0.1898733526468277,
0.29787227511405945,
0.291845440864563,
0.43781083822250366,
0.491227924823761,
0.6285713315010071,
0.3515981435775757,
0.2838708758354187,
0.22972965240478516,
0.4296874403953552,
0.2857142388820648,
0.3975153863430023,
0.300429105758667,
0.44525542855262756,
0.5110130310058594,
0.34394893050193787,
0.38738730549812317,
0.34999993443489075,
0.5228756666183472,
0.436893105506897,
0.2480619251728058,
0.4249998927116394,
0.25874119997024536,
0.4113473892211914,
0.2571427822113037,
0.5202310085296631,
0.44808733463287354,
0.5227271318435669,
0.3220337927341461,
0.4142855703830719,
0.37499988079071045,
0.34883710741996765,
0.2959999144077301,
0.3249998986721039,
0.2550334930419922,
0.2780747711658478,
0.6445496082305908,
0.42285704612731934,
0.6124400496482849,
0.42857131361961365,
0.3884296715259552,
0.23529404401779175,
0.34782594442367554,
0.26415085792541504,
0.5263156890869141,
0.6863903999328613,
0.4347825348377228,
0.1854303926229477,
0.4685713052749634,
0.4662575423717499,
0.6432158946990967,
0.5443036556243896,
0.14399996399879456,
0.6473986506462097,
0.48684197664260864,
0.4954127371311188,
0.45238080620765686,
0.70588219165802,
0.4705881178379059,
0.5445543527603149,
0.3880595862865448,
0.19108274579048157,
0.2333332598209381,
0.28571417927742004,
0.33587777614593506,
0.754490852355957,
0.6039602756500244,
0.5212119817733765,
0.56043940782547,
0.10687018185853958,
0.39330533146858215,
0.20472434163093567,
0.6847825050354004,
0.7282050251960754,
0.07142854481935501,
0.23021577298641205,
0.5142855644226074,
0.14516125619411469,
0.35782742500305176,
0.7272725701332092,
0.40148690342903137,
0.1994301676750183,
0.3953487277030945,
0.49792519211769104,
0.3189065456390381,
0.3846152722835541,
0.3821137547492981,
0.4705881178379059,
0.5868262648582458,
0.30769217014312744,
0.2121211439371109,
0.4094116985797882,
0.5425531268119812,
0.38596484065055847,
0.4823527932167053,
0.23414628207683563,
0.5194803476333618
],
"time": 27.128717651590705,
"param": null
},
{
"epoch": 116,
"train_loss": 0.8018313050270081,
"val_loss": 2.2441954612731934,
"acc": 49.04,
"f1": [
0.696517288684845,
0.5118108987808228,
0.3317534327507019,
0.31645557284355164,
0.2891565263271332,
0.5196077227592468,
0.4513617753982544,
0.4481326937675476,
0.5570775270462036,
0.6320753693580627,
0.31372538208961487,
0.30999991297721863,
0.49746179580688477,
0.37999987602233887,
0.4088887572288513,
0.438709557056427,
0.535353422164917,
0.5747125148773193,
0.41992872953414917,
0.39560428261756897,
0.7817257046699524,
0.639593780040741,
0.5133689045906067,
0.635944664478302,
0.6064980626106262,
0.48167529702186584,
0.4361701011657715,
0.28749987483024597,
0.649484395980835,
0.4102562665939331,
0.45976996421813965,
0.48913031816482544,
0.487499862909317,
0.44866910576820374,
0.4069766402244568,
0.24210518598556519,
0.4973543584346771,
0.41284388303756714,
0.33532923460006714,
0.6261681318283081,
0.5142855644226074,
0.7093021869659424,
0.4615383446216583,
0.5099998712539673,
0.21839071810245514,
0.36051490902900696,
0.3260868787765503,
0.5063289999961853,
0.7459457516670227,
0.5730992555618286,
0.2584269046783447,
0.5454544425010681,
0.5906734466552734,
0.6601940989494324,
0.6099998950958252,
0.19999992847442627,
0.6847825050354004,
0.5333331823348999,
0.590908944606781,
0.5742572546005249,
0.7734804749488831,
0.6638296246528625,
0.4787232577800751,
0.48958322405815125,
0.2962961792945862,
0.2054053246974945,
0.39548009634017944,
0.40394076704978943,
0.7359305620193481,
0.6763284206390381,
0.5123152136802673,
0.527607262134552,
0.22485199570655823,
0.4414413571357727,
0.31901830434799194,
0.7608693838119507,
0.6974788308143616,
0.3444443643093109,
0.3435581922531128,
0.49218741059303284,
0.28925609588623047,
0.44224417209625244,
0.738461434841156,
0.37647050619125366,
0.37305691838264465,
0.6358972787857056,
0.5680471658706665,
0.5614033937454224,
0.41106709837913513,
0.5370368957519531,
0.5073528289794922,
0.5989303588867188,
0.4072396755218506,
0.2762430012226105,
0.7523808479309082,
0.5833332538604736,
0.4912279546260834,
0.5534589886665344,
0.33333325386047363,
0.5454544425010681
],
"time": 26.39706887304783,
"param": null
},
{
"epoch": 117,
"train_loss": 0.7866895198822021,
"val_loss": 2.505483865737915,
"acc": 47.8,
"f1": [
0.711340069770813,
0.5481480360031128,
0.3043477237224579,
0.2603549063205719,
0.3885713219642639,
0.47513800859451294,
0.4562736749649048,
0.45871543884277344,
0.6703909635543823,
0.6783624887466431,
0.18604643642902374,
0.3654821515083313,
0.5371427536010742,
0.3708608150482178,
0.35344812273979187,
0.42708319425582886,
0.5490195155143738,
0.5624998211860657,
0.3886638879776001,
0.38775497674942017,
0.7525771856307983,
0.6063346862792969,
0.520408034324646,
0.5865383148193359,
0.7094016075134277,
0.38993698358535767,
0.41666656732559204,
0.31506839394569397,
0.6288658380508423,
0.4749998450279236,
0.46391740441322327,
0.48780474066734314,
0.46874985098838806,
0.4799998700618744,
0.48453593254089355,
0.2433861643075943,
0.35502949357032776,
0.4096384644508362,
0.3468207120895386,
0.5046728849411011,
0.41884803771972656,
0.6730768084526062,
0.46739116311073303,
0.47236168384552,
0.2176164984703064,
0.27857133746147156,
0.23684203624725342,
0.5977010130882263,
0.64683997631073,
0.6222221255302429,
0.13872826099395752,
0.5502644181251526,
0.6222221255302429,
0.5984846949577332,
0.5899998545646667,
0.16176463663578033,
0.729999840259552,
0.547485888004303,
0.6145250201225281,
0.5497629642486572,
0.6707315444946289,
0.6282721161842346,
0.45911940932273865,
0.4293783903121948,
0.290502667427063,
0.16666659712791443,
0.40268445014953613,
0.38190943002700806,
0.7922703623771667,
0.6739128828048706,
0.49999988079071045,
0.6229507327079773,
0.26540276408195496,
0.41666656732559204,
0.2955664098262787,
0.7292816042900085,
0.7804876565933228,
0.29508185386657715,
0.3122362196445465,
0.49814119935035706,
0.24701185524463654,
0.46632111072540283,
0.675324559211731,
0.382978618144989,
0.39520949125289917,
0.6257666945457458,
0.5242717266082764,
0.5833332538604736,
0.3542434275150299,
0.4748857021331787,
0.509505569934845,
0.6298341155052185,
0.4041449725627899,
0.3196346163749695,
0.6153843998908997,
0.547485888004303,
0.4260353744029999,
0.5333331823348999,
0.25339359045028687,
0.5395347476005554
],
"time": 25.998411799781024,
"param": null
},
{
"epoch": 118,
"train_loss": 0.8520820736885071,
"val_loss": 2.4271204471588135,
"acc": 48.3,
"f1": [
0.7227722406387329,
0.6557375192642212,
0.3369564116001129,
0.27678564190864563,
0.329670250415802,
0.4999999403953552,
0.4507041275501251,
0.5052630305290222,
0.5875704884529114,
0.47928985953330994,
0.28235283493995667,
0.324607253074646,
0.5161289572715759,
0.4232363998889923,
0.4324323236942291,
0.4230768084526062,
0.5021275877952576,
0.5968990921974182,
0.38524580001831055,
0.39301300048828125,
0.6341461539268494,
0.5493561029434204,
0.5230767726898193,
0.4551723301410675,
0.6727271676063538,
0.3323076665401459,
0.4999998211860657,
0.29787224531173706,
0.561576247215271,
0.4999998211860657,
0.4634144902229309,
0.425531804561615,
0.5568180084228516,
0.46534639596939087,
0.3946187198162079,
0.34883710741996765,
0.4191615581512451,
0.3147207200527191,
0.3583814203739166,
0.6703295111656189,
0.4357975721359253,
0.696078360080719,
0.31884047389030457,
0.5181816816329956,
0.3260868787765503,
0.3908045291900635,
0.3101603388786316,
0.5901637673377991,
0.7142855525016785,
0.46808499097824097,
0.2374998927116394,
0.4621847867965698,
0.602040708065033,
0.6694213151931763,
0.5882351994514465,
0.20833326876163483,
0.7196259498596191,
0.4954127371311188,
0.5698322653770447,
0.5268816351890564,
0.8018016219139099,
0.6229507327079773,
0.5205478072166443,
0.4489794969558716,
0.19999994337558746,
0.2838708758354187,
0.3376622200012207,
0.4338623583316803,
0.7934780716896057,
0.6220094561576843,
0.5384613871574402,
0.7012985944747925,
0.220779150724411,
0.4466018080711365,
0.2838708758354187,
0.6220471858978271,
0.7462685704231262,
0.2890172600746155,
0.38918909430503845,
0.5263156294822693,
0.21839071810245514,
0.45833322405815125,
0.7196259498596191,
0.4102562963962555,
0.32061058282852173,
0.5374448299407959,
0.5172412991523743,
0.49785396456718445,
0.403755784034729,
0.5579397678375244,
0.5274723768234253,
0.5742572546005249,
0.4279474914073944,
0.2624998986721039,
0.6666665077209473,
0.6009388566017151,
0.39784935116767883,
0.43749985098838806,
0.24120594561100006,
0.5760868191719055
],
"time": 25.561264112591743,
"param": null
},
{
"epoch": 119,
"train_loss": 0.7203068137168884,
"val_loss": 2.4458110332489014,
"acc": 49.98,
"f1": [
0.742267906665802,
0.6511626243591309,
0.326315701007843,
0.20105813443660736,
0.3316582143306732,
0.5918366312980652,
0.41379299759864807,
0.47499990463256836,
0.6330273747444153,
0.666666567325592,
0.2404370754957199,
0.38144323229789734,
0.5198236703872681,
0.36180898547172546,
0.37999987602233887,
0.45976996421813965,
0.5955054759979248,
0.6334840059280396,
0.4380951225757599,
0.4772725999355316,
0.7619046568870544,
0.5913977026939392,
0.5116277933120728,
0.5888323187828064,
0.7087377309799194,
0.4720495045185089,
0.4607328474521637,
0.29268282651901245,
0.6551722884178162,
0.4352940320968628,
0.48958322405815125,
0.49999988079071045,
0.4924621880054474,
0.46231144666671753,
0.38502663373947144,
0.3018867075443268,
0.4232803285121918,
0.37453174591064453,
0.3431951701641083,
0.7076921463012695,
0.49261072278022766,
0.7411166429519653,
0.42931926250457764,
0.43930622935295105,
0.2807016670703888,
0.34821417927742004,
0.2389935851097107,
0.5882351994514465,
0.7407405972480774,
0.6255505681037903,
0.2886596620082855,
0.5803107619285583,
0.6194689869880676,
0.7238093614578247,
0.6262625455856323,
0.19540224969387054,
0.7053138613700867,
0.552941083908081,
0.6073297262191772,
0.5170730352401733,
0.7452828288078308,
0.5816324949264526,
0.5164833664894104,
0.5057469606399536,
0.31249991059303284,
0.22499993443489075,
0.3389829397201538,
0.3617020547389984,
0.7889906764030457,
0.7118643522262573,
0.5628139972686768,
0.6217615604400635,
0.253807008266449,
0.43404245376586914,
0.30522075295448303,
0.6770831346511841,
0.6803277134895325,
0.32584258913993835,
0.37999987602233887,
0.5119998455047607,
0.264317125082016,
0.464419424533844,
0.7239817380905151,
0.42708319425582886,
0.4315788447856903,
0.6483515501022339,
0.5837836861610413,
0.5414363145828247,
0.3654484450817108,
0.49756085872650146,
0.5311201810836792,
0.635837972164154,
0.4508668780326843,
0.2976189851760864,
0.7555554509162903,
0.5638296604156494,
0.4466018080711365,
0.4782607853412628,
0.24719089269638062,
0.6170212030410767
],
"time": 26.207377288490534,
"param": null
},
{
"epoch": 120,
"train_loss": 0.8232758641242981,
"val_loss": 1.9595507383346558,
"acc": 51.06,
"f1": [
0.7715734243392944,
0.5882351994514465,
0.40718549489974976,
0.2446807622909546,
0.36180898547172546,
0.48780474066734314,
0.4705880880355835,
0.5576921701431274,
0.6380951404571533,
0.6403939127922058,
0.36158180236816406,
0.41284388303756714,
0.5688887238502502,
0.4242423474788666,
0.4509802758693695,
0.3952568471431732,
0.6039602756500244,
0.6055043935775757,
0.48167529702186584,
0.3899998664855957,
0.6991149187088013,
0.6190475225448608,
0.5326085686683655,
0.47798728942871094,
0.7009344696998596,
0.4278606176376343,
0.4493390619754791,
0.3232322335243225,
0.6910993456840515,
0.43438899517059326,
0.5588234066963196,
0.5485712885856628,
0.4972374439239502,
0.47161564230918884,
0.4315788447856903,
0.3441859781742096,
0.48756206035614014,
0.3771928548812866,
0.3168315887451172,
0.7053138613700867,
0.43575406074523926,
0.725490152835846,
0.38738730549812317,
0.47916653752326965,
0.3299999237060547,
0.3884296715259552,
0.25301194190979004,
0.6524062752723694,
0.6869564056396484,
0.6594592928886414,
0.22680403292179108,
0.5649716258049011,
0.6036034822463989,
0.7154470682144165,
0.5943394899368286,
0.23595495522022247,
0.7065216302871704,
0.5913977026939392,
0.5933012366294861,
0.4927534759044647,
0.7839194536209106,
0.6477271318435669,
0.5348835587501526,
0.4810125231742859,
0.2290075570344925,
0.2599999010562897,
0.4081631302833557,
0.4025973081588745,
0.7954543828964233,
0.7068964242935181,
0.5263156294822693,
0.6493505239486694,
0.29292917251586914,
0.4242422580718994,
0.2739725410938263,
0.7106597423553467,
0.7745096683502197,
0.367346853017807,
0.3977271616458893,
0.5652172565460205,
0.2745097279548645,
0.46351921558380127,
0.7081338167190552,
0.47524741291999817,
0.3693692684173584,
0.6417111158370972,
0.6263735294342041,
0.5507245063781738,
0.3981480300426483,
0.5224488377571106,
0.6321242451667786,
0.6179773807525635,
0.4541061818599701,
0.29787227511405945,
0.7692306041717529,
0.6153844594955444,
0.5030673146247864,
0.4725273549556732,
0.31147530674934387,
0.6526314616203308
],
"time": 26.61476724781096,
"param": null
},
{
"epoch": 121,
"train_loss": 0.693202793598175,
"val_loss": 2.093022108078003,
"acc": 49.28,
"f1": [
0.7562187314033508,
0.5427508354187012,
0.2721087336540222,
0.20320846140384674,
0.30270257592201233,
0.4978901743888855,
0.46616533398628235,
0.5059288144111633,
0.6464645266532898,
0.613065242767334,
0.2758619785308838,
0.36607131361961365,
0.5217389464378357,
0.3783782720565796,
0.3727271258831024,
0.4561402499675751,
0.6113988757133484,
0.5638765096664429,
0.37096765637397766,
0.42790690064430237,
0.7389161586761475,
0.6419751644134521,
0.5555554032325745,
0.525139570236206,
0.716577410697937,
0.4269661605358124,
0.4031619727611542,
0.2374998927116394,
0.5895952582359314,
0.3776222765445709,
0.507771909236908,
0.5507245063781738,
0.45976996421813965,
0.44571414589881897,
0.41935470700263977,
0.3248729705810547,
0.48587560653686523,
0.35294109582901,
0.3289472758769989,
0.6995072364807129,
0.4646463394165039,
0.7243241667747498,
0.45918354392051697,
0.45210719108581543,
0.345177561044693,
0.35675665736198425,
0.3144652843475342,
0.5730335712432861,
0.721153736114502,
0.6350710391998291,
0.19251330196857452,
0.5189187526702881,
0.6044443249702454,
0.6590036749839783,
0.5816324949264526,
0.18749994039535522,
0.6703295111656189,
0.4845814108848572,
0.6139533519744873,
0.4910178482532501,
0.7922703623771667,
0.613756537437439,
0.5446427464485168,
0.415094256401062,
0.30588221549987793,
0.26086950302124023,
0.30366483330726624,
0.3850930631160736,
0.8076921701431274,
0.6666665077209473,
0.4090908467769623,
0.635837972164154,
0.17460310459136963,
0.4670049846172333,
0.31279608607292175,
0.7272725701332092,
0.6963561773300171,
0.345177561044693,
0.24836592376232147,
0.5294116139411926,
0.26900574564933777,
0.4873095452785492,
0.72251296043396,
0.4170211851596832,
0.4072396755218506,
0.6073297262191772,
0.5688887238502502,
0.5411763787269592,
0.4242422878742218,
0.5263156890869141,
0.5933012366294861,
0.6091369390487671,
0.3587442934513092,
0.3285022974014282,
0.7572813630104065,
0.5212119817733765,
0.5022420287132263,
0.4657532870769501,
0.3096773326396942,
0.6526314616203308
],
"time": 25.577174304053187,
"param": null
},
{
"epoch": 122,
"train_loss": 0.6538252830505371,
"val_loss": 2.6595470905303955,
"acc": 45.08,
"f1": [
0.704845666885376,
0.5212119817733765,
0.34123215079307556,
0.19178076088428497,
0.27814561128616333,
0.418118417263031,
0.4382021129131317,
0.5113635063171387,
0.6395347118377686,
0.5238093733787537,
0.27555546164512634,
0.2967032194137573,
0.46969687938690186,
0.37499988079071045,
0.36575865745544434,
0.38974347710609436,
0.4858298599720001,
0.5673075914382935,
0.4242422580718994,
0.3537413775920868,
0.5311474800109863,
0.5523808598518372,
0.494381844997406,
0.29687491059303284,
0.6477271318435669,
0.3696681261062622,
0.41891881823539734,
0.24999989569187164,
0.5394189953804016,
0.43902426958084106,
0.38341957330703735,
0.45859864354133606,
0.4319247901439667,
0.35714274644851685,
0.36686381697654724,
0.20689646899700165,
0.34013596177101135,
0.3346938192844391,
0.3316582143306732,
0.639593780040741,
0.3665337860584259,
0.7446807622909546,
0.48684197664260864,
0.44444435834884644,
0.21621613204479218,
0.3057323694229126,
0.27118638157844543,
0.649484395980835,
0.7499998807907104,
0.5988022685050964,
0.21989519894123077,
0.44444435834884644,
0.5888323187828064,
0.6120995283126831,
0.5445024967193604,
0.18279562890529633,
0.7053138613700867,
0.37854886054992676,
0.6103284358978271,
0.4852069914340973,
0.7641507983207703,
0.5681816935539246,
0.5095540285110474,
0.38356155157089233,
0.17460310459136963,
0.210526242852211,
0.3678159713745117,
0.31999990344047546,
0.7246376276016235,
0.575107216835022,
0.5443785786628723,
0.5757575035095215,
0.15310998260974884,
0.41732272505760193,
0.2589927613735199,
0.6666665077209473,
0.7217390537261963,
0.20454540848731995,
0.3316582143306732,
0.40277767181396484,
0.15384609997272491,
0.5217390656471252,
0.6999998688697815,
0.41711217164993286,
0.3179486393928528,
0.5714284777641296,
0.44239622354507446,
0.5201464295387268,
0.2748090922832489,
0.5405403971672058,
0.4669259786605835,
0.4799998700618744,
0.421052485704422,
0.26086947321891785,
0.7241377830505371,
0.528571367263794,
0.4508668780326843,
0.4417177140712738,
0.19047613441944122,
0.4533332586288452
],
"time": 25.230615474283695,
"param": null
},
{
"epoch": 123,
"train_loss": 0.669925332069397,
"val_loss": 2.2509233951568604,
"acc": 48.87,
"f1": [
0.7486629486083984,
0.6132074594497681,
0.36575865745544434,
0.1898733526468277,
0.30526304244995117,
0.44799989461898804,
0.5113635063171387,
0.5470084547996521,
0.6589593291282654,
0.684491753578186,
0.30939218401908875,
0.3436122238636017,
0.5119998455047607,
0.36514514684677124,
0.38043469190597534,
0.4210525155067444,
0.5698922872543335,
0.5948716402053833,
0.4088396728038788,
0.4311925768852234,
0.6874998211860657,
0.6476188898086548,
0.5357141494750977,
0.5810053944587708,
0.6419751644134521,
0.39826828241348267,
0.4545453190803528,
0.21951214969158173,
0.6229507327079773,
0.48913031816482544,
0.4083044230937958,
0.4598929286003113,
0.47715723514556885,
0.45714277029037476,
0.390243798494339,
0.2754489779472351,
0.42708319425582886,
0.3555554449558258,
0.35344812273979187,
0.6820275187492371,
0.4174756109714508,
0.6896550059318542,
0.43781083822250366,
0.452830046415329,
0.3043477535247803,
0.3276835083961487,
0.28048771619796753,
0.4983817934989929,
0.7004607319831848,
0.6153845191001892,
0.24137921631336212,
0.5242717266082764,
0.5027931928634644,
0.6751053929328918,
0.5824174284934998,
0.2181817591190338,
0.6798028349876404,
0.5847951769828796,
0.5517240762710571,
0.46696019172668457,
0.770642101764679,
0.6956520080566406,
0.49565204977989197,
0.48447185754776,
0.228571355342865,
0.2659573554992676,
0.3542855978012085,
0.3563217520713806,
0.7715734243392944,
0.7236180305480957,
0.5073169469833374,
0.6265059113502502,
0.19875767827033997,
0.366812139749527,
0.3260868787765503,
0.7099998593330383,
0.7638189196586609,
0.3522725999355316,
0.3575417995452881,
0.5283017754554749,
0.2780747711658478,
0.4912279546260834,
0.6728971004486084,
0.47120407223701477,
0.3976607024669647,
0.5875704884529114,
0.5988022685050964,
0.5800864696502686,
0.4466018080711365,
0.4505118727684021,
0.5306121110916138,
0.5714284777641296,
0.38636353611946106,
0.2702701687812805,
0.7169809341430664,
0.53183513879776,
0.362318754196167,
0.4624998867511749,
0.2634729743003845,
0.6820808053016663
],
"time": 26.21586813777685,
"param": null
},
{
"epoch": 124,
"train_loss": 0.7129197120666504,
"val_loss": 2.2348122596740723,
"acc": 49.7,
"f1": [
0.7499998807907104,
0.5811964869499207,
0.3636362850666046,
0.23280414938926697,
0.33128824830055237,
0.5098037719726562,
0.445282906293869,
0.5482232570648193,
0.6632652282714844,
0.6024095416069031,
0.3165466785430908,
0.3068782389163971,
0.5572138428688049,
0.44347813725471497,
0.3351350426673889,
0.42857128381729126,
0.5685278177261353,
0.5849055051803589,
0.40384599566459656,
0.43298953771591187,
0.747572660446167,
0.5791853666305542,
0.4930231273174286,
0.645502507686615,
0.7309643626213074,
0.4265401363372803,
0.525139570236206,
0.2547769844532013,
0.6708073019981384,
0.4242422878742218,
0.5217390656471252,
0.48214277625083923,
0.5339804887771606,
0.4919784665107727,
0.4186045527458191,
0.2959640622138977,
0.39639630913734436,
0.3474902808666229,
0.31901830434799194,
0.702702522277832,
0.46874985098838806,
0.6729856729507446,
0.3999999463558197,
0.46534639596939087,
0.2895926535129547,
0.362790584564209,
0.2550334632396698,
0.6415093541145325,
0.7549017667770386,
0.6766167879104614,
0.24870456755161285,
0.43298953771591187,
0.6116504073143005,
0.6727271676063538,
0.5610858201980591,
0.22222216427326202,
0.7748689651489258,
0.528846025466919,
0.6195651292800903,
0.5730992555618286,
0.8040199875831604,
0.6310158967971802,
0.45801523327827454,
0.43902432918548584,
0.210526242852211,
0.21951214969158173,
0.41176459193229675,
0.36601296067237854,
0.7959181666374207,
0.6889951229095459,
0.4198893904685974,
0.6046509742736816,
0.2444443702697754,
0.5026176571846008,
0.3043477237224579,
0.6551722884178162,
0.7653059959411621,
0.2929935157299042,
0.3831774890422821,
0.529999852180481,
0.259109228849411,
0.5309733152389526,
0.7282050251960754,
0.39183664321899414,
0.40358731150627136,
0.6358972787857056,
0.5527637004852295,
0.5258963108062744,
0.3984062969684601,
0.5188678503036499,
0.5840706825256348,
0.6126124858856201,
0.381294846534729,
0.21794864535331726,
0.7727271318435669,
0.644067645072937,
0.45398759841918945,
0.4550263583660126,
0.26046502590179443,
0.6421051621437073
],
"time": 26.035072565078735,
"param": null
},
{
"epoch": 125,
"train_loss": 0.7395911812782288,
"val_loss": 2.3028972148895264,
"acc": 50.83,
"f1": [
0.8043477535247803,
0.6030149459838867,
0.3084576427936554,
0.18497103452682495,
0.27924519777297974,
0.5743588209152222,
0.5296802520751953,
0.4603772759437561,
0.6540283560752869,
0.7005074620246887,
0.3076922297477722,
0.2754489779472351,
0.616278886795044,
0.3720929026603699,
0.45197728276252747,
0.48275846242904663,
0.5990337133407593,
0.6464645266532898,
0.45833322405815125,
0.390243798494339,
0.7804876565933228,
0.5596328973770142,
0.5185183882713318,
0.614718496799469,
0.6103284358978271,
0.4999998211860657,
0.45714277029037476,
0.27999991178512573,
0.6927372813224792,
0.5454543828964233,
0.5174128413200378,
0.48888877034187317,
0.502564013004303,
0.4413144290447235,
0.46636757254600525,
0.32812491059303284,
0.491227924823761,
0.39603951573371887,
0.38341957330703735,
0.6991149187088013,
0.46739116311073303,
0.7135133743286133,
0.4975123405456543,
0.4634144902229309,
0.2824857831001282,
0.3880595862865448,
0.34482747316360474,
0.5632652044296265,
0.7465436458587646,
0.6754384636878967,
0.20408155024051666,
0.4999998211860657,
0.5860464572906494,
0.7289717793464661,
0.5728641748428345,
0.180851012468338,
0.7004607319831848,
0.572916567325592,
0.6595743298530579,
0.48132768273353577,
0.7575755715370178,
0.6502462029457092,
0.5108694434165955,
0.4910178482532501,
0.23129244148731232,
0.29508185386657715,
0.37681150436401367,
0.3885713219642639,
0.8102562427520752,
0.7019230127334595,
0.562211811542511,
0.6470587849617004,
0.2540982663631439,
0.4623654782772064,
0.2692306935787201,
0.738461434841156,
0.7914437651634216,
0.3186812400817871,
0.3370785713195801,
0.5560536980628967,
0.2389935851097107,
0.5338644981384277,
0.7289717793464661,
0.4947367310523987,
0.44554442167282104,
0.5957446098327637,
0.5714284181594849,
0.6346153020858765,
0.4236452281475067,
0.5446008443832397,
0.5726140141487122,
0.5899998545646667,
0.3666665554046631,
0.2761903405189514,
0.7525771856307983,
0.6212764978408813,
0.41346144676208496,
0.4939757287502289,
0.24083760380744934,
0.5714284181594849
],
"time": 26.981813956983387,
"param": null
},
{
"epoch": 126,
"train_loss": 0.6218101382255554,
"val_loss": 2.286771297454834,
"acc": 48.75,
"f1": [
0.7709495425224304,
0.5971562266349792,
0.31623923778533936,
0.21538454294204712,
0.28402355313301086,
0.497175008058548,
0.48888880014419556,
0.5120771527290344,
0.5636362433433533,
0.6499998569488525,
0.3220337927341461,
0.37426888942718506,
0.5212119817733765,
0.40624988079071045,
0.37499985098838806,
0.43786972761154175,
0.543859601020813,
0.6021503806114197,
0.4230768084526062,
0.40251561999320984,
0.7938142418861389,
0.657142698764801,
0.5096152424812317,
0.5841582417488098,
0.7196259498596191,
0.4293783903121948,
0.3881855607032776,
0.3113206624984741,
0.6595743298530579,
0.4864863455295563,
0.4484303891658783,
0.5243901014328003,
0.4576270282268524,
0.4533332288265228,
0.39215680956840515,
0.3060108423233032,
0.4415583312511444,
0.4148934781551361,
0.33333325386047363,
0.5376343131065369,
0.425531804561615,
0.7363182306289673,
0.4415583312511444,
0.4495411515235901,
0.2549799978733063,
0.2971886694431305,
0.36649200320243835,
0.5494503974914551,
0.6576575636863708,
0.6403507590293884,
0.21929818391799927,
0.4787232577800751,
0.5925924181938171,
0.6548671722412109,
0.5599998831748962,
0.2258063703775406,
0.6910993456840515,
0.4502616822719574,
0.5749998092651367,
0.5258214473724365,
0.7638189196586609,
0.5781989693641663,
0.49999988079071045,
0.46913567185401917,
0.15714280307292938,
0.27173903584480286,
0.35294109582901,
0.41884803771972656,
0.6980391144752502,
0.6457397937774658,
0.5689654350280762,
0.637362539768219,
0.23364479839801788,
0.4129031002521515,
0.31279608607292175,
0.7555553913116455,
0.7596151828765869,
0.336633563041687,
0.3082706034183502,
0.539215624332428,
0.2592591345310211,
0.5357142090797424,
0.6923075914382935,
0.44444432854652405,
0.40740731358528137,
0.6270268559455872,
0.5464479923248291,
0.5698322653770447,
0.3943661153316498,
0.53987717628479,
0.5454544425010681,
0.5769229531288147,
0.43243229389190674,
0.3557691276073456,
0.7956987619400024,
0.6030149459838867,
0.432748407125473,
0.43564343452453613,
0.27472516894340515,
0.44859805703163147
],
"time": 26.437572428025305,
"param": null
},
{
"epoch": 127,
"train_loss": 0.6579105854034424,
"val_loss": 2.0216176509857178,
"acc": 50.01,
"f1": [
0.7759560942649841,
0.5576207041740417,
0.3598325252532959,
0.2097901701927185,
0.30065348744392395,
0.5414363145828247,
0.5148513317108154,
0.49999988079071045,
0.5862067937850952,
0.6739128828048706,
0.27551010251045227,
0.3636362850666046,
0.596684992313385,
0.38541653752326965,
0.37130793929100037,
0.44444432854652405,
0.5662099123001099,
0.5952380299568176,
0.45714277029037476,
0.3921567499637604,
0.7999997735023499,
0.6206895112991333,
0.5066665410995483,
0.6421051621437073,
0.6872245073318481,
0.45398759841918945,
0.439655065536499,
0.3367346227169037,
0.6741572022438049,
0.4756755530834198,
0.49411752820014954,
0.5232557058334351,
0.44827574491500854,
0.5052630305290222,
0.45918354392051697,
0.2948717176914215,
0.4790417551994324,
0.3905324339866638,
0.3469386696815491,
0.6757989525794983,
0.5376343131065369,
0.7150257229804993,
0.44444432854652405,
0.3981480300426483,
0.33333322405815125,
0.3636362552642822,
0.36470577120780945,
0.5869563817977905,
0.6559998393058777,
0.6787328720092773,
0.24418595433235168,
0.5297296643257141,
0.6172838807106018,
0.6245352029800415,
0.5814977288246155,
0.10687018185853958,
0.6871793866157532,
0.467661589384079,
0.6555553674697876,
0.5161289572715759,
0.7772510051727295,
0.6036034822463989,
0.526829183101654,
0.44554442167282104,
0.27884605526924133,
0.25961530208587646,
0.3351350426673889,
0.38139525055885315,
0.7605632543563843,
0.6741572022438049,
0.5445024967193604,
0.6567163467407227,
0.1696968972682953,
0.42156851291656494,
0.2803029716014862,
0.7115383744239807,
0.7559806704521179,
0.25870639085769653,
0.36633655428886414,
0.5019304156303406,
0.23350247740745544,
0.4918031394481659,
0.7042252421379089,
0.44651150703430176,
0.3882351815700531,
0.5882351398468018,
0.577777624130249,
0.5955054759979248,
0.42647048830986023,
0.5641024112701416,
0.5572518110275269,
0.5964910984039307,
0.36129021644592285,
0.2815532982349396,
0.7608693838119507,
0.5888323187828064,
0.4799998700618744,
0.43636354804039,
0.33333325386047363,
0.5789472460746765
],
"time": 26.243932520970702,
"param": null
},
{
"epoch": 128,
"train_loss": 0.6352903842926025,
"val_loss": 2.3232929706573486,
"acc": 50.16,
"f1": [
0.7399998903274536,
0.6403507590293884,
0.3441859781742096,
0.2923975884914398,
0.3157893717288971,
0.5232557058334351,
0.4200626313686371,
0.5414846539497375,
0.6595743298530579,
0.6863903999328613,
0.2436547577381134,
0.30588221549987793,
0.5789472460746765,
0.39548009634017944,
0.4306218922138214,
0.4530385434627533,
0.5199998617172241,
0.5813952684402466,
0.4607841968536377,
0.40641695261001587,
0.8199998736381531,
0.6153844594955444,
0.535353422164917,
0.49999988079071045,
0.7450978755950928,
0.43749991059303284,
0.41269832849502563,
0.29629620909690857,
0.6934671998023987,
0.492890864610672,
0.5140186548233032,
0.4916200041770935,
0.46610158681869507,
0.4246574342250824,
0.4811319410800934,
0.3083699643611908,
0.47435885667800903,
0.423912912607193,
0.3285022974014282,
0.6204079985618591,
0.46009382605552673,
0.7087377309799194,
0.44705867767333984,
0.4083768427371979,
0.2722512185573578,
0.36792439222335815,
0.36269423365592957,
0.5833331942558289,
0.6311785578727722,
0.5472311973571777,
0.28712859749794006,
0.504761815071106,
0.6025103330612183,
0.6324785351753235,
0.5312498211860657,
0.228571355342865,
0.7179486155509949,
0.505154550075531,
0.6249998807907104,
0.5373133420944214,
0.7708331346511841,
0.6631014943122864,
0.4666665494441986,
0.44848471879959106,
0.2780747711658478,
0.27631568908691406,
0.36871495842933655,
0.44444429874420166,
0.8217819929122925,
0.6798028349876404,
0.5194804668426514,
0.6486485004425049,
0.26415085792541504,
0.41052618622779846,
0.2870812714099884,
0.7246376276016235,
0.775119423866272,
0.3170730471611023,
0.385650098323822,
0.5410627126693726,
0.2473117560148239,
0.4787232577800751,
0.6131385564804077,
0.3793102502822876,
0.43181803822517395,
0.684491753578186,
0.5395347476005554,
0.6236557960510254,
0.44444435834884644,
0.5514017343521118,
0.566037654876709,
0.5957446098327637,
0.4307691156864166,
0.2830187678337097,
0.7386362552642822,
0.6095237135887146,
0.38157883286476135,
0.48076915740966797,
0.30270257592201233,
0.6336632370948792
],
"time": 25.990725867450237,
"param": null
},
{
"epoch": 129,
"train_loss": 0.6140697002410889,
"val_loss": 2.379410982131958,
"acc": 49.98,
"f1": [
0.7298576831817627,
0.6396394968032837,
0.324607253074646,
0.22666659951210022,
0.33333319425582886,
0.497041255235672,
0.5140186548233032,
0.5612244009971619,
0.6555553674697876,
0.6051281094551086,
0.24999988079071045,
0.33333319425582886,
0.6057141423225403,
0.45263150334358215,
0.4115225076675415,
0.467661589384079,
0.5531913042068481,
0.6344084739685059,
0.4221104085445404,
0.3975153863430023,
0.7899998426437378,
0.580357015132904,
0.5094338655471802,
0.490322470664978,
0.7351350784301758,
0.4824119210243225,
0.49765241146087646,
0.20270265638828278,
0.5822783708572388,
0.4951455295085907,
0.4744184911251068,
0.5060239434242249,
0.45360812544822693,
0.46835434436798096,
0.4780486822128296,
0.31034475564956665,
0.40718549489974976,
0.4808742105960846,
0.35714274644851685,
0.6465516090393066,
0.45161277055740356,
0.7351350784301758,
0.48587560653686523,
0.45128190517425537,
0.24271836876869202,
0.35643553733825684,
0.3121950626373291,
0.6595743298530579,
0.7305934429168701,
0.6419751644134521,
0.22105254232883453,
0.5428570508956909,
0.6044443249702454,
0.6068964004516602,
0.5599998831748962,
0.22352932393550873,
0.7085200548171997,
0.4586465358734131,
0.6703295111656189,
0.47368407249450684,
0.7881771922111511,
0.6206895112991333,
0.5217389464378357,
0.4795917272567749,
0.32467523217201233,
0.2655600905418396,
0.43523305654525757,
0.4090908467769623,
0.7999998927116394,
0.6545453667640686,
0.5573769211769104,
0.649214506149292,
0.2127658873796463,
0.42857131361961365,
0.31535258889198303,
0.6923075318336487,
0.7522933483123779,
0.2821575999259949,
0.35023030638694763,
0.45814967155456543,
0.27433618903160095,
0.5464479923248291,
0.6734693050384521,
0.4292236268520355,
0.4262293577194214,
0.6263735294342041,
0.6105261445045471,
0.6037734746932983,
0.4623654782772064,
0.553672194480896,
0.5865383148193359,
0.613756537437439,
0.41666656732559204,
0.26548662781715393,
0.7386362552642822,
0.6111109852790833,
0.44585973024368286,
0.5053762197494507,
0.26262614130973816,
0.44137921929359436
],
"time": 25.968831633217633,
"param": null
},
{
"epoch": 130,
"train_loss": 0.6713922023773193,
"val_loss": 2.354473829269409,
"acc": 50.01,
"f1": [
0.7457625269889832,
0.6502462029457092,
0.3723403513431549,
0.2692306637763977,
0.32941165566444397,
0.5296802520751953,
0.4899998903274536,
0.45833322405815125,
0.6521738171577454,
0.704545259475708,
0.3276835083961487,
0.3798881769180298,
0.5197739005088806,
0.42857131361961365,
0.38095229864120483,
0.47004595398902893,
0.5964910984039307,
0.6010927557945251,
0.44210511445999146,
0.4153004288673401,
0.7755100131034851,
0.5989303588867188,
0.4930231273174286,
0.6728971004486084,
0.6839826703071594,
0.4936707317829132,
0.43445682525634766,
0.3215685188770294,
0.6815640926361084,
0.4630540609359741,
0.40277767181396484,
0.5445024967193604,
0.488262802362442,
0.48453593254089355,
0.4087590277194977,
0.22222214937210083,
0.45238080620765686,
0.42780739068984985,
0.31316718459129333,
0.6605502963066101,
0.5310733318328857,
0.7121950387954712,
0.4365480840206146,
0.4537035822868347,
0.26666656136512756,
0.3568074107170105,
0.28571417927742004,
0.6454544067382812,
0.7399998903274536,
0.6399998664855957,
0.2842104732990265,
0.4923075735569,
0.5982142090797424,
0.6530610918998718,
0.5581393837928772,
0.23280414938926697,
0.6826921701431274,
0.5510202646255493,
0.6562498807907104,
0.4670049846172333,
0.7336682677268982,
0.5638296604156494,
0.5236050486564636,
0.37333324551582336,
0.2181817591190338,
0.2812499403953552,
0.3592813014984131,
0.36559128761291504,
0.7499999403953552,
0.6929823160171509,
0.5658535361289978,
0.582914412021637,
0.2613064646720886,
0.4242423474788666,
0.2893615961074829,
0.7668392062187195,
0.7731956839561462,
0.29906532168388367,
0.3568074107170105,
0.5020574927330017,
0.21468918025493622,
0.4758363366127014,
0.7323941588401794,
0.43902432918548584,
0.39325833320617676,
0.6282721161842346,
0.6553670763969421,
0.6060605049133301,
0.44827574491500854,
0.494623601436615,
0.5619833469390869,
0.5904760956764221,
0.4269661605358124,
0.2722512185573578,
0.7920790910720825,
0.5371427536010742,
0.4972374439239502,
0.46153831481933594,
0.29714274406433105,
0.5934064984321594
],
"time": 26.35850820224732,
"param": null
},
{
"epoch": 131,
"train_loss": 0.5918064713478088,
"val_loss": 2.2172093391418457,
"acc": 50.85,
"f1": [
0.7064675688743591,
0.5752211213111877,
0.3276835083961487,
0.26415085792541504,
0.37373724579811096,
0.5221673846244812,
0.4978901743888855,
0.5199998617172241,
0.6936414837837219,
0.6237622499465942,
0.30337071418762207,
0.33333322405815125,
0.5408161878585815,
0.445652037858963,
0.4195120930671692,
0.40476179122924805,
0.6086955666542053,
0.6288658380508423,
0.4615383446216583,
0.45054933428764343,
0.79365074634552,
0.6262625455856323,
0.5273630023002625,
0.5568180084228516,
0.7551018595695496,
0.4507041275501251,
0.49999988079071045,
0.33720916509628296,
0.6739128828048706,
0.49999988079071045,
0.48888877034187317,
0.5368419289588928,
0.4818180501461029,
0.4640882611274719,
0.44970402121543884,
0.24999994039535522,
0.3728812634944916,
0.37777766585350037,
0.36464083194732666,
0.6696427464485168,
0.3972124755382538,
0.7461138963699341,
0.43999987840652466,
0.48648640513420105,
0.299999862909317,
0.4302324652671814,
0.24999991059303284,
0.6382977366447449,
0.6721310019493103,
0.6194689869880676,
0.28695645928382874,
0.4699452221393585,
0.6551722884178162,
0.6588233709335327,
0.6180256605148315,
0.210526242852211,
0.728155255317688,
0.49999988079071045,
0.6077346205711365,
0.5943394899368286,
0.7878786325454712,
0.5679011344909668,
0.5435895919799805,
0.4433496594429016,
0.30621999502182007,
0.29292917251586914,
0.36269423365592957,
0.42253509163856506,
0.7628865242004395,
0.6399998664855957,
0.5821594595909119,
0.6445496082305908,
0.20765019953250885,
0.46391740441322327,
0.30150744318962097,
0.7174886465072632,
0.7644442915916443,
0.253807008266449,
0.39583319425582886,
0.5217389464378357,
0.3157894015312195,
0.5465114712715149,
0.6820275187492371,
0.47747737169265747,
0.44198882579803467,
0.6703909635543823,
0.529999852180481,
0.5833331942558289,
0.4155843257904053,
0.5164833664894104,
0.6175113916397095,
0.6666665077209473,
0.37558677792549133,
0.29714274406433105,
0.8124998211860657,
0.6113988757133484,
0.5172412991523743,
0.5056177973747253,
0.265060156583786,
0.5725805163383484
],
"time": 26.00690030772239,
"param": null
},
{
"epoch": 132,
"train_loss": 0.6414287090301514,
"val_loss": 2.1626992225646973,
"acc": 49.41,
"f1": [
0.7437184453010559,
0.6222221255302429,
0.3348836302757263,
0.33333322405815125,
0.32183900475502014,
0.4598538875579834,
0.46242761611938477,
0.5561496019363403,
0.6117644906044006,
0.6293102502822876,
0.3417084515094757,
0.2983870208263397,
0.5671641230583191,
0.3821656107902527,
0.4472048580646515,
0.4090907871723175,
0.5116277933120728,
0.5925924777984619,
0.497175008058548,
0.45595842599868774,
0.7281104326248169,
0.5816324949264526,
0.572916567325592,
0.5333332419395447,
0.7319586277008057,
0.3654821515083313,
0.487046480178833,
0.265060156583786,
0.6039602756500244,
0.45685264468193054,
0.5104601383209229,
0.49746179580688477,
0.4919784665107727,
0.3878786563873291,
0.43438899517059326,
0.31858399510383606,
0.44444432854652405,
0.36575865745544434,
0.37096765637397766,
0.7162789106369019,
0.38961026072502136,
0.666666567325592,
0.3794870972633362,
0.41975298523902893,
0.29585790634155273,
0.3838382363319397,
0.31730762124061584,
0.5727270841598511,
0.707547128200531,
0.5999998450279236,
0.2886596620082855,
0.4976075291633606,
0.5619046092033386,
0.7319586277008057,
0.5714284777641296,
0.21714277565479279,
0.6698563694953918,
0.534031331539154,
0.5795453190803528,
0.4975123405456543,
0.7459014654159546,
0.6408838629722595,
0.5326631665229797,
0.4785274565219879,
0.2580644488334656,
0.31638407707214355,
0.31034475564956665,
0.41176459193229675,
0.778846025466919,
0.7149757146835327,
0.5027320981025696,
0.6637166738510132,
0.2340424805879593,
0.41666656732559204,
0.3199998736381531,
0.7450978755950928,
0.7539265155792236,
0.23602473735809326,
0.33492809534072876,
0.5199998617172241,
0.23255808651447296,
0.4503816068172455,
0.7264149188995361,
0.4253392219543457,
0.39583319425582886,
0.5925924181938171,
0.5714284181594849,
0.5691055655479431,
0.4232803285121918,
0.4744184911251068,
0.5217390656471252,
0.568720281124115,
0.3736262619495392,
0.3414633274078369,
0.7643977999687195,
0.5925924777984619,
0.46938762068748474,
0.4578312039375305,
0.2443438321352005,
0.6632122993469238
],
"time": 25.774107745848596,
"param": null
},
{
"epoch": 133,
"train_loss": 0.6018999218940735,
"val_loss": 2.4540815353393555,
"acc": 48.02,
"f1": [
0.7473682165145874,
0.5837318897247314,
0.3098590672016144,
0.2948717176914215,
0.291139155626297,
0.45454540848731995,
0.46428558230400085,
0.5244443416595459,
0.5936071872711182,
0.5629627704620361,
0.35532984137535095,
0.31417617201805115,
0.48979586362838745,
0.3881855607032776,
0.42780739068984985,
0.38914018869400024,
0.5291827917098999,
0.5121106505393982,
0.3517586886882782,
0.39810416102409363,
0.5934064984321594,
0.6467660069465637,
0.5099998712539673,
0.49999985098838806,
0.6602869629859924,
0.32195112109184265,
0.48314592242240906,
0.30303019285202026,
0.522222101688385,
0.4861876964569092,
0.4472048580646515,
0.4401912987232208,
0.45751625299453735,
0.486772358417511,
0.36871495842933655,
0.2430938482284546,
0.39778995513916016,
0.2953585684299469,
0.3563217520713806,
0.6989246010780334,
0.43404245376586914,
0.7150257229804993,
0.43555545806884766,
0.48598119616508484,
0.2774565517902374,
0.41269823908805847,
0.3603602349758148,
0.6051281094551086,
0.762376070022583,
0.5569618940353394,
0.3260868787765503,
0.49999988079071045,
0.6113988757133484,
0.7407405376434326,
0.5766869187355042,
0.2576685845851898,
0.6270268559455872,
0.5058822631835938,
0.5628139972686768,
0.4819276034832001,
0.727272629737854,
0.6399998664855957,
0.5263156890869141,
0.44444435834884644,
0.18749991059303284,
0.29885047674179077,
0.3636362552642822,
0.3211677670478821,
0.7934780716896057,
0.6396759748458862,
0.5465114712715149,
0.6146787405014038,
0.16666659712791443,
0.43925222754478455,
0.3113771378993988,
0.7582416534423828,
0.5821917057037354,
0.21897803246974945,
0.33918121457099915,
0.5399999022483826,
0.23076915740966797,
0.4129553437232971,
0.7524750828742981,
0.42727261781692505,
0.3367346227169037,
0.5202310085296631,
0.5189187526702881,
0.5447760224342346,
0.3484319746494293,
0.4599302411079407,
0.5377357006072998,
0.6399998664855957,
0.4072396755218506,
0.291139155626297,
0.6164873242378235,
0.5899998545646667,
0.46391740441322327,
0.4588233530521393,
0.32160791754722595,
0.6031745076179504
],
"time": 26.007624334655702,
"param": null
},
{
"epoch": 134,
"train_loss": 0.4674851596355438,
"val_loss": 2.3887476921081543,
"acc": 46.42,
"f1": [
0.7524750828742981,
0.5631066560745239,
0.3157894015312195,
0.3101603388786316,
0.3260868787765503,
0.3525640070438385,
0.4659089744091034,
0.49999988079071045,
0.6321242451667786,
0.5770750045776367,
0.2783504128456116,
0.314606636762619,
0.4669259786605835,
0.40298497676849365,
0.3838382363319397,
0.33035704493522644,
0.548076868057251,
0.4391891062259674,
0.4210525155067444,
0.4031006693840027,
0.5134327411651611,
0.5189871788024902,
0.4799998700618744,
0.34586456418037415,
0.684491753578186,
0.3565216362476349,
0.4499998986721039,
0.2909089922904968,
0.582914412021637,
0.48936155438423157,
0.47674402594566345,
0.4230768084526062,
0.47120407223701477,
0.4884791076183319,
0.4180789887905121,
0.2762430012226105,
0.3398691415786743,
0.28571417927742004,
0.3211008310317993,
0.6376810669898987,
0.37410059571266174,
0.669999897480011,
0.3249998986721039,
0.5157893896102905,
0.23376615345478058,
0.3795619308948517,
0.2513660192489624,
0.5820105075836182,
0.7708331346511841,
0.6321837902069092,
0.28749987483024597,
0.5023695826530457,
0.5483869910240173,
0.669260561466217,
0.5603863000869751,
0.23076915740966797,
0.7127658128738403,
0.4657532870769501,
0.5526314973831177,
0.5555553436279297,
0.7317072153091431,
0.5930231213569641,
0.46938762068748474,
0.42647045850753784,
0.3034482002258301,
0.236453115940094,
0.3398691415786743,
0.40490788221359253,
0.7628865242004395,
0.6160336136817932,
0.4402514398097992,
0.5701355934143066,
0.16455689072608948,
0.43999987840652466,
0.228571355342865,
0.7700533270835876,
0.5993030667304993,
0.22972965240478516,
0.3463686406612396,
0.4666665494441986,
0.2758619785308838,
0.44239622354507446,
0.7731956839561462,
0.3846152722835541,
0.3217390477657318,
0.509316623210907,
0.47916653752326965,
0.4916665554046631,
0.4024389386177063,
0.4959348142147064,
0.5192306637763977,
0.5866665840148926,
0.3529410660266876,
0.31055888533592224,
0.6367040276527405,
0.5624998807907104,
0.3636362850666046,
0.4780486822128296,
0.27049171924591064,
0.5833331942558289
],
"time": 25.872748733498156,
"param": null
},
{
"epoch": 135,
"train_loss": 0.5902538895606995,
"val_loss": 2.1356799602508545,
"acc": 50.79,
"f1": [
0.7499997615814209,
0.5961536765098572,
0.2999999225139618,
0.2774565517902374,
0.34736835956573486,
0.4864863455295563,
0.44444432854652405,
0.5263157486915588,
0.6504853367805481,
0.6162160634994507,
0.314606636762619,
0.3121386468410492,
0.616278886795044,
0.4489794969558716,
0.3764704465866089,
0.44705867767333984,
0.5865383148193359,
0.6555553674697876,
0.44067782163619995,
0.39548009634017944,
0.7860695123672485,
0.6091369390487671,
0.5847951769828796,
0.6310677528381348,
0.763440728187561,
0.3975153863430023,
0.4615383744239807,
0.3534882664680481,
0.6415093541145325,
0.4854367673397064,
0.528846025466919,
0.4402514398097992,
0.46829259395599365,
0.4634144902229309,
0.4573989808559418,
0.23188398778438568,
0.4640882611274719,
0.47169798612594604,
0.3594468832015991,
0.6636770367622375,
0.4827585518360138,
0.7184464335441589,
0.43781083822250366,
0.4504503309726715,
0.3278687596321106,
0.3383457660675049,
0.25730982422828674,
0.6185566186904907,
0.6874998211860657,
0.6377951502799988,
0.2577318847179413,
0.5046727657318115,
0.6190475225448608,
0.6991149187088013,
0.5821594595909119,
0.2048192024230957,
0.6990289688110352,
0.5628139972686768,
0.6666665077209473,
0.5116277933120728,
0.753488302230835,
0.5970147848129272,
0.5454544425010681,
0.42857131361961365,
0.2658958435058594,
0.283950537443161,
0.32748526334762573,
0.37499985098838806,
0.8118810057640076,
0.7142855525016785,
0.5714284181594849,
0.6766167879104614,
0.24870456755161285,
0.474226713180542,
0.34374991059303284,
0.7121950387954712,
0.8105260729789734,
0.27380943298339844,
0.36585354804992676,
0.46534639596939087,
0.2767294645309448,
0.5110130310058594,
0.6929823160171509,
0.4315788447856903,
0.4382021129131317,
0.6590906977653503,
0.5875704884529114,
0.5940592885017395,
0.413559228181839,
0.5454543828964233,
0.6350710391998291,
0.6305417418479919,
0.32804223895072937,
0.3431371748447418,
0.7914437651634216,
0.6338796615600586,
0.48888877034187317,
0.5027931928634644,
0.28947362303733826,
0.6162160634994507
],
"time": 25.965357950888574,
"param": null
},
{
"epoch": 136,
"train_loss": 0.42664673924446106,
"val_loss": 2.202003240585327,
"acc": 51.62,
"f1": [
0.7290639281272888,
0.562211811542511,
0.29896897077560425,
0.23602473735809326,
0.35897424817085266,
0.5092591643333435,
0.49999988079071045,
0.5312498211860657,
0.631578803062439,
0.639269232749939,
0.32369929552078247,
0.37696322798728943,
0.6336632370948792,
0.42727261781692505,
0.3923443853855133,
0.45320188999176025,
0.5786800384521484,
0.6473428606987,
0.3980098366737366,
0.4019606411457062,
0.7297295928001404,
0.6399998664855957,
0.5022420287132263,
0.5939393043518066,
0.728888750076294,
0.4242422580718994,
0.4717947542667389,
0.30851057171821594,
0.6701569557189941,
0.47368407249450684,
0.4936169385910034,
0.5052630305290222,
0.48453593254089355,
0.46788978576660156,
0.41176459193229675,
0.25490185618400574,
0.4678361415863037,
0.3723403513431549,
0.35820886492729187,
0.707547128200531,
0.4899998903274536,
0.7379677891731262,
0.44311365485191345,
0.48908287286758423,
0.3184078335762024,
0.38578668236732483,
0.28571420907974243,
0.5592415928840637,
0.7579907178878784,
0.6903551816940308,
0.26086950302124023,
0.49090901017189026,
0.5603863000869751,
0.6912441253662109,
0.6162160634994507,
0.19999992847442627,
0.7135133743286133,
0.5581393837928772,
0.6666665077209473,
0.57297283411026,
0.7782804369926453,
0.6408838629722595,
0.5365853309631348,
0.4923075735569,
0.34883710741996765,
0.29107969999313354,
0.36633655428886414,
0.43523305654525757,
0.8415840268135071,
0.7336682677268982,
0.5247523188591003,
0.6763284206390381,
0.2485874742269516,
0.393063485622406,
0.30051806569099426,
0.7722770571708679,
0.8099998235702515,
0.3468207120895386,
0.39153432846069336,
0.5636362433433533,
0.31638407707214355,
0.5447153449058533,
0.7399998903274536,
0.4496123194694519,
0.45405393838882446,
0.6185566186904907,
0.5412842631340027,
0.6098653674125671,
0.4537035822868347,
0.5142855644226074,
0.5955554842948914,
0.6602869629859924,
0.4123710095882416,
0.36082467436790466,
0.7636361122131348,
0.577777624130249,
0.5380709171295166,
0.48044681549072266,
0.25301194190979004,
0.5951218605041504
],
"time": 26.490424909628928,
"param": null
},
{
"epoch": 137,
"train_loss": 0.4758756160736084,
"val_loss": 2.422365665435791,
"acc": 48.22,
"f1": [
0.7513225674629211,
0.5555554032325745,
0.3373492956161499,
0.25301194190979004,
0.3657141625881195,
0.40117985010147095,
0.4692735970020294,
0.5578945875167847,
0.6299998760223389,
0.6086955666542053,
0.2923975884914398,
0.3135133981704712,
0.5439329743385315,
0.31275710463523865,
0.43999987840652466,
0.390243798494339,
0.5662099123001099,
0.5485230684280396,
0.4102562963962555,
0.37121203541755676,
0.626865565776825,
0.6276593804359436,
0.5136610269546509,
0.4084506034851074,
0.7462685704231262,
0.3524228036403656,
0.5100669860839844,
0.3414633274078369,
0.5901637673377991,
0.4278606176376343,
0.5340908169746399,
0.4530385434627533,
0.5317917466163635,
0.44866910576820374,
0.35714274644851685,
0.2251655012369156,
0.36633655428886414,
0.3524903655052185,
0.3756905198097229,
0.6948355436325073,
0.4799998700618744,
0.7291665077209473,
0.44848471879959106,
0.4499998986721039,
0.28723397850990295,
0.3855420649051666,
0.2955664098262787,
0.5700481534004211,
0.7187498211860657,
0.5194803476333618,
0.21686740219593048,
0.4705880880355835,
0.6051281094551086,
0.6069650650024414,
0.6124400496482849,
0.17346931993961334,
0.7010307908058167,
0.5180721879005432,
0.6046510338783264,
0.438709557056427,
0.7389161586761475,
0.6210525035858154,
0.49999988079071045,
0.4402514398097992,
0.24539868533611298,
0.20731700956821442,
0.36585354804992676,
0.43298953771591187,
0.7807484865188599,
0.6349205374717712,
0.5054942965507507,
0.6666665077209473,
0.2165604531764984,
0.4550263583660126,
0.2967032194137573,
0.7253884673118591,
0.7562187314033508,
0.23448269069194794,
0.31249991059303284,
0.5310733318328857,
0.2424241602420807,
0.4246574342250824,
0.7207205295562744,
0.4519229531288147,
0.3755101263523102,
0.5741626024246216,
0.5284972786903381,
0.5663716197013855,
0.4293783903121948,
0.45637577772140503,
0.5945944786071777,
0.6086955666542053,
0.3861384987831116,
0.324607253074646,
0.5569619536399841,
0.6378377079963684,
0.41212108731269836,
0.47222211956977844,
0.263374388217926,
0.6309522390365601
],
"time": 27.03218386694789,
"param": null
},
{
"epoch": 138,
"train_loss": 0.5676040053367615,
"val_loss": 2.225095510482788,
"acc": 52.23,
"f1": [
0.7807484865188599,
0.6018517017364502,
0.3300969898700714,
0.24390234053134918,
0.32748526334762573,
0.5198236703872681,
0.4867255389690399,
0.49350637197494507,
0.6368157267570496,
0.6868685483932495,
0.3406592309474945,
0.320441871881485,
0.6243385076522827,
0.4135020077228546,
0.40579700469970703,
0.4293783903121948,
0.5925924181938171,
0.6497460603713989,
0.46153831481933594,
0.4380951225757599,
0.798029363155365,
0.6304346323013306,
0.528846025466919,
0.6560845375061035,
0.7817257046699524,
0.48936155438423157,
0.4360901117324829,
0.3317534327507019,
0.6779659986495972,
0.4919784665107727,
0.5049503445625305,
0.5193368792533875,
0.5621620416641235,
0.507771909236908,
0.4730289578437805,
0.2955664098262787,
0.4245808720588684,
0.44221094250679016,
0.37614670395851135,
0.7476633787155151,
0.5050503611564636,
0.7234041690826416,
0.4588233530521393,
0.4630540609359741,
0.2807016372680664,
0.3923443853855133,
0.253807008266449,
0.6195651292800903,
0.7099565267562866,
0.6767675280570984,
0.2830187678337097,
0.517857015132904,
0.5963301062583923,
0.7087377309799194,
0.5592415928840637,
0.21714277565479279,
0.6981130838394165,
0.5317917466163635,
0.6524062752723694,
0.538461446762085,
0.7671231031417847,
0.6532661318778992,
0.48387083411216736,
0.497041255235672,
0.2727271616458893,
0.3317534327507019,
0.43999987840652466,
0.45283007621765137,
0.7938142418861389,
0.6985644102096558,
0.5414846539497375,
0.6696831583976746,
0.27472516894340515,
0.4433496594429016,
0.2771083414554596,
0.728155255317688,
0.7899998426437378,
0.32222211360931396,
0.39130425453186035,
0.5789472460746765,
0.35502949357032776,
0.5045044422149658,
0.7238093614578247,
0.44976064562797546,
0.38918909430503845,
0.6249998807907104,
0.6417111158370972,
0.6217615604400635,
0.4919784665107727,
0.5596328973770142,
0.587719202041626,
0.657142698764801,
0.3976607024669647,
0.3265305161476135,
0.7614678144454956,
0.6697673201560974,
0.5568180084228516,
0.53465336561203,
0.2598424553871155,
0.6170212030410767
],
"time": 26.152609820477664,
"param": null
},
{
"epoch": 139,
"train_loss": 0.49310028553009033,
"val_loss": 2.2233266830444336,
"acc": 50.7,
"f1": [
0.7363182306289673,
0.6296295523643494,
0.33816415071487427,
0.24113468825817108,
0.31764698028564453,
0.5368419289588928,
0.5071768760681152,
0.48430484533309937,
0.6781607270240784,
0.6635512709617615,
0.28571417927742004,
0.39560428261756897,
0.5833332538604736,
0.4210525155067444,
0.3456788957118988,
0.41176459193229675,
0.5882351994514465,
0.6483515501022339,
0.42687737941741943,
0.37179476022720337,
0.7807484865188599,
0.6326529383659363,
0.5151513814926147,
0.6559138894081116,
0.7593581080436707,
0.43749988079071045,
0.4927534759044647,
0.30769217014312744,
0.6730768084526062,
0.505154550075531,
0.5108224153518677,
0.53987717628479,
0.505154550075531,
0.482758492231369,
0.4549761712551117,
0.2424241602420807,
0.41269823908805847,
0.3841806650161743,
0.3350784480571747,
0.7149757146835327,
0.45714277029037476,
0.7216493487358093,
0.4678361415863037,
0.4717947542667389,
0.3271027207374573,
0.3771427571773529,
0.30337071418762207,
0.6126124858856201,
0.6781114935874939,
0.7289717793464661,
0.2761903405189514,
0.4766837954521179,
0.6367712020874023,
0.6393440365791321,
0.4675323963165283,
0.23595495522022247,
0.6952379941940308,
0.45454537868499756,
0.6601940989494324,
0.5454544425010681,
0.7843136787414551,
0.613065242767334,
0.502564013004303,
0.48809507489204407,
0.25870639085769653,
0.2824857831001282,
0.39325833320617676,
0.4260353744029999,
0.7699998021125793,
0.6633164882659912,
0.4712642431259155,
0.6697673201560974,
0.2790696918964386,
0.44444432854652405,
0.2937852144241333,
0.6812225580215454,
0.7881771922111511,
0.34972667694091797,
0.3584904372692108,
0.5566036701202393,
0.2780747711658478,
0.5252523422241211,
0.6769229769706726,
0.41071420907974243,
0.38461530208587646,
0.649214506149292,
0.5624998807907104,
0.5739129781723022,
0.4659089744091034,
0.517857015132904,
0.6079294085502625,
0.6448596715927124,
0.3703702688217163,
0.3666665554046631,
0.756756603717804,
0.5979380011558533,
0.4727271497249603,
0.46534639596939087,
0.24905653297901154,
0.5826086401939392
],
"time": 25.94787593372166,
"param": null
},
{
"epoch": 140,
"train_loss": 0.421563059091568,
"val_loss": 2.4420409202575684,
"acc": 49.25,
"f1": [
0.7676765322685242,
0.6203702688217163,
0.36909863352775574,
0.18181811273097992,
0.2790696620941162,
0.4712642431259155,
0.4312267005443573,
0.49261072278022766,
0.6565654873847961,
0.6163520216941833,
0.2840908169746399,
0.32978713512420654,
0.5813952684402466,
0.4855490028858185,
0.4299998879432678,
0.40206170082092285,
0.5875704884529114,
0.5822783708572388,
0.4369746744632721,
0.36871495842933655,
0.7918779850006104,
0.6009851098060608,
0.45344120264053345,
0.5727270841598511,
0.7155171036720276,
0.48809507489204407,
0.47169798612594604,
0.2934781610965729,
0.659340500831604,
0.4640882611274719,
0.5876776576042175,
0.5340908169746399,
0.42727261781692505,
0.40268445014953613,
0.44444435834884644,
0.29508185386657715,
0.4145076870918274,
0.3999999165534973,
0.30674833059310913,
0.5873605012893677,
0.4897957742214203,
0.6938773989677429,
0.49214646220207214,
0.4897957742214203,
0.24603168666362762,
0.36448585987091064,
0.3018867075443268,
0.6249998807907104,
0.7009344696998596,
0.6044775247573853,
0.21455931663513184,
0.502564013004303,
0.579710066318512,
0.6120995283126831,
0.5775861144065857,
0.1548386514186859,
0.7419353127479553,
0.47715723514556885,
0.6352940201759338,
0.5445024967193604,
0.7549017667770386,
0.6321837902069092,
0.5090908408164978,
0.41095879673957825,
0.2967032194137573,
0.26086944341659546,
0.3636362850666046,
0.40206170082092285,
0.8019322156906128,
0.6363635063171387,
0.5476189255714417,
0.6057141423225403,
0.22115376591682434,
0.42528724670410156,
0.3206750154495239,
0.6367712020874023,
0.735293984413147,
0.268292635679245,
0.3373492956161499,
0.46376800537109375,
0.2694299519062042,
0.5499998331069946,
0.6419751644134521,
0.43523305654525757,
0.40476179122924805,
0.6363635063171387,
0.5882351994514465,
0.6310158967971802,
0.4432988464832306,
0.5610858201980591,
0.6138612627983093,
0.6060605049133301,
0.4186045527458191,
0.2833332419395447,
0.7914437651634216,
0.6153843998908997,
0.48936155438423157,
0.4873095452785492,
0.24277448654174805,
0.48437491059303284
],
"time": 26.16193456016481,
"param": null
},
{
"epoch": 141,
"train_loss": 0.39929434657096863,
"val_loss": 2.3103549480438232,
"acc": 51.5,
"f1": [
0.7653059959411621,
0.6153844594955444,
0.36269423365592957,
0.29714274406433105,
0.3465345501899719,
0.5473682880401611,
0.4822133481502533,
0.5302324295043945,
0.6291078925132751,
0.6276593804359436,
0.31638407707214355,
0.39106133580207825,
0.5566036701202393,
0.5082871913909912,
0.3874998986721039,
0.4745761454105377,
0.6021503806114197,
0.6285713315010071,
0.46153831481933594,
0.4343433380126953,
0.7729466557502747,
0.6153843998908997,
0.5238093733787537,
0.6060605049133301,
0.741783857345581,
0.445652037858963,
0.506912350654602,
0.31632643938064575,
0.653658390045166,
0.5268816351890564,
0.5373133420944214,
0.5567008852958679,
0.474226713180542,
0.47674402594566345,
0.4705880880355835,
0.2653060257434845,
0.46391740441322327,
0.3417084515094757,
0.38578668236732483,
0.7452828288078308,
0.48039206862449646,
0.732673168182373,
0.3713354170322418,
0.4351463317871094,
0.25125616788864136,
0.385650098323822,
0.29139062762260437,
0.6175113916397095,
0.7499999403953552,
0.6532256603240967,
0.2564101815223694,
0.5376343131065369,
0.5865383148193359,
0.7179485559463501,
0.6190475225448608,
0.18823520839214325,
0.7032965421676636,
0.5853657126426697,
0.6701569557189941,
0.5252523422241211,
0.7733331918716431,
0.639593780040741,
0.5142855644226074,
0.4279474914073944,
0.2810809910297394,
0.33333322405815125,
0.3311257064342499,
0.4469272196292877,
0.7659572958946228,
0.6473428606987,
0.5510202646255493,
0.6476188898086548,
0.28712859749794006,
0.40641695261001587,
0.30651330947875977,
0.7099998593330383,
0.7272725701332092,
0.28855711221694946,
0.35897424817085266,
0.5170730352401733,
0.28025469183921814,
0.5333332419395447,
0.7219511270523071,
0.4046241343021393,
0.38961026072502136,
0.6631577014923096,
0.6063828468322754,
0.595959484577179,
0.37860071659088135,
0.5514017343521118,
0.6261681318283081,
0.6305417418479919,
0.4257424473762512,
0.32034626603126526,
0.7846888303756714,
0.6703295111656189,
0.5142855644226074,
0.4976075291633606,
0.27428561449050903,
0.5999998450279236
],
"time": 26.179009353742003,
"param": null
},
{
"epoch": 142,
"train_loss": 0.4144535958766937,
"val_loss": 2.118588924407959,
"acc": 52.02,
"f1": [
0.7872338891029358,
0.6635069251060486,
0.3723403513431549,
0.29268285632133484,
0.38150280714035034,
0.5099600553512573,
0.4489794969558716,
0.46728962659835815,
0.6603772640228271,
0.6796115040779114,
0.3387977182865143,
0.35023030638694763,
0.561576247215271,
0.4622220993041992,
0.44444432854652405,
0.4137929677963257,
0.6108372807502747,
0.6140349507331848,
0.4093022048473358,
0.4585364758968353,
0.7804876565933228,
0.6292133331298828,
0.543859601020813,
0.5888887047767639,
0.7214610576629639,
0.4489794969558716,
0.5396823883056641,
0.30120471119880676,
0.7473682165145874,
0.4897957742214203,
0.5221673846244812,
0.535519003868103,
0.547485888004303,
0.47826072573661804,
0.4125559628009796,
0.32989683747291565,
0.44776105880737305,
0.3923443853855133,
0.3778800964355469,
0.7465436458587646,
0.4950493574142456,
0.7272725701332092,
0.4537035822868347,
0.4615383446216583,
0.3170730471611023,
0.382978618144989,
0.28571420907974243,
0.6124400496482849,
0.732673168182373,
0.7164177894592285,
0.24875615537166595,
0.4808742105960846,
0.5888323187828064,
0.702702522277832,
0.5913042426109314,
0.1866666078567505,
0.711340069770813,
0.5151513814926147,
0.6458331942558289,
0.5505616068840027,
0.7904760241508484,
0.6299998760223389,
0.5472635626792908,
0.4916200041770935,
0.29940110445022583,
0.2954544425010681,
0.3867923319339752,
0.44943806529045105,
0.8324871063232422,
0.6565654873847961,
0.48447185754776,
0.6311109066009521,
0.26455017924308777,
0.44230756163597107,
0.2941175401210785,
0.7373736500740051,
0.7094016075134277,
0.299999862909317,
0.39130425453186035,
0.5517240166664124,
0.2526314854621887,
0.5169490575790405,
0.7115383744239807,
0.4195120930671692,
0.3936169147491455,
0.6631577014923096,
0.6031745076179504,
0.5769229531288147,
0.43216070532798767,
0.5493561029434204,
0.6249998807907104,
0.6915886998176575,
0.44239622354507446,
0.30541861057281494,
0.7821780443191528,
0.6407765746116638,
0.5377357006072998,
0.4380951225757599,
0.28415289521217346,
0.5957446098327637
],
"time": 26.487331984564662,
"param": null
},
{
"epoch": 143,
"train_loss": 0.4233352839946747,
"val_loss": 2.392181873321533,
"acc": 49.83,
"f1": [
0.7537687420845032,
0.5619833469390869,
0.3287670314311981,
0.2891565263271332,
0.3116881847381592,
0.5675674080848694,
0.4573642313480377,
0.48214277625083923,
0.6256982088088989,
0.5376343131065369,
0.26540276408195496,
0.33333322405815125,
0.5999998450279236,
0.4338623583316803,
0.38251355290412903,
0.48888877034187317,
0.5544553399085999,
0.6179773807525635,
0.37301579117774963,
0.48314592242240906,
0.7920790910720825,
0.6376810669898987,
0.5074625611305237,
0.5681816935539246,
0.7526880502700806,
0.44970402121543884,
0.4694834351539612,
0.2842104732990265,
0.6274508833885193,
0.4905658960342407,
0.502564013004303,
0.5380114912986755,
0.5196077227592468,
0.5121949315071106,
0.4313724637031555,
0.27118635177612305,
0.44311365485191345,
0.42512065172195435,
0.3478259742259979,
0.5735292434692383,
0.48076915740966797,
0.7010307908058167,
0.4727271497249603,
0.5471696853637695,
0.2810809910297394,
0.39520949125289917,
0.2751321792602539,
0.622406542301178,
0.6912441253662109,
0.6172838807106018,
0.23788540065288544,
0.4786323606967926,
0.5841582417488098,
0.6778241395950317,
0.5373133420944214,
0.18749994039535522,
0.7019230127334595,
0.4222221076488495,
0.6966290473937988,
0.5161289572715759,
0.7040814757347107,
0.6063828468322754,
0.511415421962738,
0.4596272110939026,
0.23255808651447296,
0.3060108423233032,
0.3783782720565796,
0.4081631302833557,
0.8093022108078003,
0.6636770367622375,
0.5217390656471252,
0.6543776988983154,
0.2095237374305725,
0.4365480840206146,
0.33050838112831116,
0.711340069770813,
0.7411166429519653,
0.2702701687812805,
0.33050838112831116,
0.49999988079071045,
0.2430938482284546,
0.559139609336853,
0.6944442987442017,
0.43555545806884766,
0.3837208151817322,
0.6179773807525635,
0.5133689045906067,
0.6435642242431641,
0.4799998700618744,
0.5977010130882263,
0.5860464572906494,
0.5688887238502502,
0.3964756429195404,
0.2955664098262787,
0.788888692855835,
0.5599998831748962,
0.49999988079071045,
0.5317917466163635,
0.22857137024402618,
0.5083332657814026
],
"time": 26.44633550476283,
"param": null
},
{
"epoch": 144,
"train_loss": 0.37696242332458496,
"val_loss": 2.3322088718414307,
"acc": 51.35,
"f1": [
0.7309643626213074,
0.5691698789596558,
0.3408070504665375,
0.3076922297477722,
0.2682925760746002,
0.5283017754554749,
0.488262802362442,
0.5240640044212341,
0.6943003535270691,
0.6415093541145325,
0.22727267444133759,
0.30057793855667114,
0.5517240166664124,
0.4313724637031555,
0.3934425115585327,
0.4020099639892578,
0.5816324949264526,
0.6436780691146851,
0.43902426958084106,
0.4269661605358124,
0.7596151828765869,
0.6899998784065247,
0.5326085686683655,
0.6071426868438721,
0.6842103600502014,
0.44554442167282104,
0.5106381177902222,
0.265060156583786,
0.6899998784065247,
0.45226117968559265,
0.5294116735458374,
0.49999988079071045,
0.535519003868103,
0.48684197664260864,
0.4565216302871704,
0.28260859847068787,
0.34883710741996765,
0.43362823128700256,
0.37864065170288086,
0.7121950387954712,
0.45814967155456543,
0.7115383744239807,
0.4733726978302002,
0.47715723514556885,
0.3419688045978546,
0.38775497674942017,
0.24083760380744934,
0.602040708065033,
0.7156862020492554,
0.7177032232284546,
0.2938387989997864,
0.4772725999355316,
0.6244342923164368,
0.6387831568717957,
0.5789473056793213,
0.20105813443660736,
0.666666567325592,
0.5098037719726562,
0.672810971736908,
0.5402297377586365,
0.7473682165145874,
0.6820275187492371,
0.5339804887771606,
0.49999985098838806,
0.256410151720047,
0.29268285632133484,
0.4183005392551422,
0.42708319425582886,
0.8431370854377747,
0.6915886998176575,
0.49999988079071045,
0.6504063606262207,
0.20833326876163483,
0.4259258210659027,
0.2702701687812805,
0.7487682700157166,
0.6959999203681946,
0.31999990344047546,
0.4042551815509796,
0.53465336561203,
0.3248729705810547,
0.5089284181594849,
0.7553189396858215,
0.4727271497249603,
0.4705880880355835,
0.6257666945457458,
0.5767440795898438,
0.5570775270462036,
0.40394076704978943,
0.596858561038971,
0.6046510338783264,
0.6039214134216309,
0.4484303891658783,
0.3265305161476135,
0.7677723169326782,
0.5498006939888,
0.4886362552642822,
0.4725273549556732,
0.31050220131874084,
0.6139533519744873
],
"time": 26.20143357012421,
"param": null
},
{
"epoch": 145,
"train_loss": 0.33305981755256653,
"val_loss": 2.1867029666900635,
"acc": 51.01,
"f1": [
0.7727271318435669,
0.6057690978050232,
0.3351954519748688,
0.20512813329696655,
0.30555546283721924,
0.5212765336036682,
0.5395347476005554,
0.48387086391448975,
0.577777624130249,
0.6390531063079834,
0.24096375703811646,
0.34977567195892334,
0.5652172565460205,
0.38043469190597534,
0.4271843731403351,
0.4245808720588684,
0.5700933337211609,
0.6602869629859924,
0.41975298523902893,
0.38961026072502136,
0.7559806704521179,
0.6041665077209473,
0.5209301114082336,
0.6775954961776733,
0.6693225502967834,
0.4914284646511078,
0.4608694612979889,
0.33502528071403503,
0.6288658380508423,
0.423912912607193,
0.5164833664894104,
0.5505616068840027,
0.46534639596939087,
0.4566209018230438,
0.5213268995285034,
0.2723003923892975,
0.44827571511268616,
0.44444429874420166,
0.36842095851898193,
0.6822428703308105,
0.5317917466163635,
0.7121950387954712,
0.4013604521751404,
0.43749988079071045,
0.2718445658683777,
0.35121941566467285,
0.2758619785308838,
0.6146340370178223,
0.6754384636878967,
0.6936934590339661,
0.2643677294254303,
0.488262802362442,
0.6169153451919556,
0.6919430494308472,
0.6161136031150818,
0.15384607017040253,
0.6892654895782471,
0.5766869187355042,
0.6772485375404358,
0.5263157486915588,
0.7586205005645752,
0.5906734466552734,
0.4792625606060028,
0.474226713180542,
0.28426387906074524,
0.3502824008464813,
0.37499991059303284,
0.4646463394165039,
0.8437498211860657,
0.7135677337646484,
0.5599998831748962,
0.633333146572113,
0.3113771378993988,
0.46829259395599365,
0.27488142251968384,
0.7083331942558289,
0.6995514035224915,
0.29166659712791443,
0.37499988079071045,
0.5284551978111267,
0.2959182858467102,
0.5021275877952576,
0.7238093614578247,
0.45555540919303894,
0.43428558111190796,
0.6553670763969421,
0.5937498807907104,
0.619289219379425,
0.4260868728160858,
0.5677964687347412,
0.5963301062583923,
0.6526314616203308,
0.43298953771591187,
0.30392149090766907,
0.7692306041717529,
0.5714284181594849,
0.5274723768234253,
0.5106381177902222,
0.32941165566444397,
0.5742572546005249
],
"time": 26.991118039004505,
"param": null
},
{
"epoch": 146,
"train_loss": 0.3483988046646118,
"val_loss": 2.2481472492218018,
"acc": 50.55,
"f1": [
0.7614211440086365,
0.6095237135887146,
0.30172407627105713,
0.2624998986721039,
0.3522725999355316,
0.4799998700618744,
0.4894513487815857,
0.5277776718139648,
0.6249998807907104,
0.6099998950958252,
0.31441038846969604,
0.3363635540008545,
0.6354165077209473,
0.48958322405815125,
0.364531934261322,
0.45833322405815125,
0.5191488265991211,
0.638554036617279,
0.3980098366737366,
0.4705880880355835,
0.7872338891029358,
0.5990782380104065,
0.49484527111053467,
0.5599998831748962,
0.760416567325592,
0.4232803285121918,
0.4072396755218506,
0.3253011107444763,
0.6376810669898987,
0.5326085686683655,
0.47115376591682434,
0.494381844997406,
0.5229355692863464,
0.5146197080612183,
0.4302324652671814,
0.30046939849853516,
0.4596272110939026,
0.45263150334358215,
0.37668150663375854,
0.7162789106369019,
0.4545453190803528,
0.7227722406387329,
0.45751625299453735,
0.4756755530834198,
0.27777770161628723,
0.3764704465866089,
0.29213473200798035,
0.5948274731636047,
0.6637166738510132,
0.6760562062263489,
0.27799221873283386,
0.47236168384552,
0.5686272978782654,
0.6778241395950317,
0.5400842428207397,
0.18749994039535522,
0.6607141494750977,
0.5094338655471802,
0.6877826452255249,
0.5399999022483826,
0.7411166429519653,
0.6249998807907104,
0.5192306637763977,
0.4969695806503296,
0.2634729743003845,
0.3225805461406708,
0.3287670612335205,
0.44230756163597107,
0.8148146271705627,
0.666666567325592,
0.5700933337211609,
0.6454182267189026,
0.20987647771835327,
0.439655065536499,
0.28571417927742004,
0.732673168182373,
0.7956987619400024,
0.2771083414554596,
0.33057841658592224,
0.45398759841918945,
0.29629620909690857,
0.5306121110916138,
0.7393363118171692,
0.4169883728027344,
0.4574466943740845,
0.627906858921051,
0.5952380299568176,
0.6037734746932983,
0.4361701011657715,
0.5420559644699097,
0.5888887047767639,
0.6066349744796753,
0.3804876506328583,
0.3050846755504608,
0.7614211440086365,
0.6186439990997314,
0.4133332371711731,
0.48780474066734314,
0.2833332419395447,
0.5259258151054382
],
"time": 27.092575737275183,
"param": null
},
{
"epoch": 147,
"train_loss": 0.4349946081638336,
"val_loss": 2.23370623588562,
"acc": 52.23,
"f1": [
0.7461138963699341,
0.6320345401763916,
0.326315701007843,
0.3018867075443268,
0.3723403513431549,
0.5739909410476685,
0.510416567325592,
0.5333332419395447,
0.6947367191314697,
0.6460175514221191,
0.2485205978155136,
0.33816415071487427,
0.5641024112701416,
0.4463517963886261,
0.36842095851898193,
0.436893105506897,
0.5572138428688049,
0.6160336136817932,
0.48167529702186584,
0.4873095452785492,
0.7465436458587646,
0.6190475225448608,
0.48739489912986755,
0.6113988757133484,
0.7454543113708496,
0.45714277029037476,
0.5136610269546509,
0.3387977182865143,
0.6733667254447937,
0.4622640609741211,
0.5888323187828064,
0.48756206035614014,
0.5662649273872375,
0.4857141971588135,
0.46428558230400085,
0.2464454174041748,
0.4598929286003113,
0.42857131361961365,
0.3794870972633362,
0.6956520080566406,
0.4824119210243225,
0.7373736500740051,
0.4339621663093567,
0.5073169469833374,
0.34224584698677063,
0.44198882579803467,
0.2705881595611572,
0.622641384601593,
0.7738691568374634,
0.697435736656189,
0.29850736260414124,
0.4744184911251068,
0.5821594595909119,
0.6566036343574524,
0.6439023613929749,
0.2233501821756363,
0.6926827430725098,
0.5202310085296631,
0.6666665077209473,
0.5769229531288147,
0.7601808309555054,
0.6120217442512512,
0.5242717266082764,
0.48309168219566345,
0.24390234053134918,
0.2692306637763977,
0.3599999248981476,
0.4491977095603943,
0.8118810057640076,
0.6766167879104614,
0.5520831942558289,
0.6756755113601685,
0.2622949779033661,
0.45360812544822693,
0.32258057594299316,
0.7738691568374634,
0.722466766834259,
0.2999999225139618,
0.3838382363319397,
0.5517240166664124,
0.28571420907974243,
0.4871794283390045,
0.7488149404525757,
0.43902432918548584,
0.39285704493522644,
0.6091952323913574,
0.5906734466552734,
0.6098653674125671,
0.46445485949516296,
0.5381165146827698,
0.5876287817955017,
0.639593780040741,
0.43575406074523926,
0.3285022974014282,
0.7248907089233398,
0.6761903762817383,
0.49710968136787415,
0.554216742515564,
0.26190468668937683,
0.659340500831604
],
"time": 26.964929011650383,
"param": null
},
{
"epoch": 148,
"train_loss": 0.35932615399360657,
"val_loss": 2.256869077682495,
"acc": 52.48,
"f1": [
0.7461138963699341,
0.6379309296607971,
0.282828152179718,
0.289308100938797,
0.41340771317481995,
0.5464479923248291,
0.48979586362838745,
0.48510628938674927,
0.6896550059318542,
0.6249998807907104,
0.25945934653282166,
0.3369564116001129,
0.5901637673377991,
0.4640882611274719,
0.34615373611450195,
0.43956032395362854,
0.5806450843811035,
0.6411482095718384,
0.41628947854042053,
0.43749985098838806,
0.7857141494750977,
0.6363635063171387,
0.5418717861175537,
0.6631577014923096,
0.7881771922111511,
0.4918031394481659,
0.47115376591682434,
0.3299999237060547,
0.6633662581443787,
0.511627733707428,
0.5333331823348999,
0.5485712885856628,
0.47572803497314453,
0.5212765336036682,
0.4509802758693695,
0.32195112109184265,
0.5111110210418701,
0.4111110270023346,
0.3195875287055969,
0.7174886465072632,
0.4905658960342407,
0.7462685704231262,
0.45106372237205505,
0.520408034324646,
0.2938387989997864,
0.4190475046634674,
0.29268285632133484,
0.6299998760223389,
0.6798418164253235,
0.6581195592880249,
0.34821417927742004,
0.5539904832839966,
0.6330273747444153,
0.6694213151931763,
0.6146787405014038,
0.188888818025589,
0.7120417356491089,
0.5608464479446411,
0.6592177152633667,
0.548076868057251,
0.7692306041717529,
0.6320753693580627,
0.487046480178833,
0.4951455295085907,
0.2682925760746002,
0.3428570628166199,
0.43428558111190796,
0.4733726978302002,
0.8341230750083923,
0.7099998593330383,
0.5550238490104675,
0.6630433797836304,
0.2705313265323639,
0.43216070532798767,
0.3399999141693115,
0.7383176684379578,
0.7826085686683655,
0.3152172863483429,
0.3609755337238312,
0.5267855525016785,
0.28999990224838257,
0.526829183101654,
0.7136561870574951,
0.45405393838882446,
0.39778995513916016,
0.6136362552642822,
0.5454544425010681,
0.6344084739685059,
0.4622220993041992,
0.5636362433433533,
0.5961536765098572,
0.6700506210327148,
0.4549761712551117,
0.35294109582901,
0.7999997735023499,
0.6634145379066467,
0.4799998700618744,
0.4949493706226349,
0.27551010251045227,
0.6261681318283081
],
"time": 26.39075270295143,
"param": null
},
{
"epoch": 149,
"train_loss": 0.38155221939086914,
"val_loss": 2.4662723541259766,
"acc": 47.96,
"f1": [
0.7608693838119507,
0.5749999284744263,
0.3169397711753845,
0.22784802317619324,
0.2558138370513916,
0.44943806529045105,
0.4259258508682251,
0.4238409996032715,
0.5756096839904785,
0.580644965171814,
0.29885047674179077,
0.3468207120895386,
0.5647057294845581,
0.4198893904685974,
0.34999990463256836,
0.4712642431259155,
0.5268816351890564,
0.5614033341407776,
0.4094487428665161,
0.45405393838882446,
0.784946084022522,
0.6403939127922058,
0.5608464479446411,
0.6057690978050232,
0.6976743340492249,
0.442952960729599,
0.4186045825481415,
0.299465149641037,
0.5748501420021057,
0.36842095851898193,
0.4753361940383911,
0.497041255235672,
0.4292682111263275,
0.4545453190803528,
0.45833322405815125,
0.23728805780410767,
0.40659332275390625,
0.40404030680656433,
0.2933332324028015,
0.5890908241271973,
0.4311376214027405,
0.666666567325592,
0.452830046415329,
0.4594593644142151,
0.16494840383529663,
0.37246954441070557,
0.2430938482284546,
0.5988698601722717,
0.6864405274391174,
0.501492440700531,
0.27777767181396484,
0.5133689045906067,
0.6268655061721802,
0.6720646619796753,
0.5700933337211609,
0.18867920339107513,
0.7120417356491089,
0.4634144902229309,
0.613496720790863,
0.5529952645301819,
0.6947367191314697,
0.5714284181594849,
0.5277776718139648,
0.47619032859802246,
0.2797926664352417,
0.21839071810245514,
0.3617020547389984,
0.36241599917411804,
0.7889906764030457,
0.7344631552696228,
0.558139443397522,
0.4520547091960907,
0.18478251993656158,
0.37320560216903687,
0.2569443881511688,
0.6599999070167542,
0.7238093614578247,
0.2655600905418396,
0.3594468832015991,
0.46274495124816895,
0.22988496720790863,
0.5073169469833374,
0.7657655477523804,
0.46413490176200867,
0.3508770763874054,
0.5862067937850952,
0.5668447613716125,
0.5999998450279236,
0.4489794969558716,
0.4975123405456543,
0.5407723784446716,
0.629441499710083,
0.4232803285121918,
0.2807016670703888,
0.6941174864768982,
0.5882351398468018,
0.5112106204032898,
0.4766353964805603,
0.2901553809642792,
0.5730992555618286
],
"time": 26.778831926174462,
"param": null
},
{
"epoch": 150,
"train_loss": 0.3657683730125427,
"val_loss": 2.014281988143921,
"acc": 52.1,
"f1": [
0.7804876565933228,
0.6268655061721802,
0.36269423365592957,
0.31632643938064575,
0.36649200320243835,
0.5784311890602112,
0.49523797631263733,
0.5508472919464111,
0.639593780040741,
0.6570047736167908,
0.27722764015197754,
0.35467973351478577,
0.6162160634994507,
0.4729062616825104,
0.4221104085445404,
0.4666665494441986,
0.5445024967193604,
0.6315788626670837,
0.48958322405815125,
0.46632111072540283,
0.7464112639427185,
0.600858211517334,
0.5388599634170532,
0.6899998784065247,
0.7700533270835876,
0.44976064562797546,
0.4918031394481659,
0.32584258913993835,
0.6532661318778992,
0.4851484000682831,
0.4827585518360138,
0.49756085872650146,
0.47169798612594604,
0.5027931928634644,
0.44776105880737305,
0.2722512185573578,
0.4245808720588684,
0.37885454297065735,
0.3319837152957916,
0.7121950387954712,
0.47619035840034485,
0.7395831346511841,
0.4717947542667389,
0.46274495124816895,
0.3523315489292145,
0.39130425453186035,
0.25352105498313904,
0.5980390906333923,
0.7149319648742676,
0.6930691599845886,
0.253807008266449,
0.4903845191001892,
0.5974025130271912,
0.6721990704536438,
0.6266093254089355,
0.193548321723938,
0.6851851344108582,
0.5213268995285034,
0.6666665077209473,
0.4923075735569,
0.7818180322647095,
0.6327682137489319,
0.518134593963623,
0.497175008058548,
0.28742504119873047,
0.24175815284252167,
0.4315788447856903,
0.432748407125473,
0.8246443271636963,
0.7042252421379089,
0.5899998545646667,
0.6868685483932495,
0.22009563446044922,
0.44976064562797546,
0.33802807331085205,
0.7653059959411621,
0.7755100131034851,
0.30337071418762207,
0.33502528071403503,
0.5527637004852295,
0.3370785713195801,
0.5252523422241211,
0.7348835468292236,
0.5312498211860657,
0.3707864284515381,
0.6878305077552795,
0.6229507327079773,
0.6206895112991333,
0.4561401903629303,
0.582914412021637,
0.604255199432373,
0.649484395980835,
0.3936169147491455,
0.33179715275764465,
0.7649767994880676,
0.5799998641014099,
0.5026736855506897,
0.5142855644226074,
0.23589736223220825,
0.6129031181335449
],
"time": 27.269161684438586,
"param": null
},
{
"epoch": 151,
"train_loss": 0.2981245517730713,
"val_loss": 2.147491455078125,
"acc": 51.67,
"f1": [
0.7549017667770386,
0.5980390906333923,
0.3186812400817871,
0.2754489779472351,
0.3295453190803528,
0.5656563639640808,
0.47393354773521423,
0.5671641230583191,
0.6799998879432678,
0.6666665077209473,
0.2780747711658478,
0.34374991059303284,
0.5728641748428345,
0.4792625606060028,
0.38341957330703735,
0.39111098647117615,
0.6268655061721802,
0.5929647088050842,
0.44670039415359497,
0.4095236659049988,
0.7323941588401794,
0.6315788626670837,
0.5312498211860657,
0.6011558771133423,
0.7539265155792236,
0.47169798612594604,
0.543352484703064,
0.28947359323501587,
0.6763284206390381,
0.47393354773521423,
0.48927029967308044,
0.5026736855506897,
0.510416567325592,
0.49999988079071045,
0.45226117968559265,
0.2524271011352539,
0.4210525155067444,
0.39622631669044495,
0.31249991059303284,
0.7179486155509949,
0.49549540877342224,
0.7199999094009399,
0.4662575423717499,
0.5291478633880615,
0.30456843972206116,
0.41212108731269836,
0.22222214937210083,
0.6217615604400635,
0.7707315683364868,
0.6799998879432678,
0.3008129298686981,
0.48587560653686523,
0.6350710391998291,
0.6334518194198608,
0.600822925567627,
0.18713442981243134,
0.6995072364807129,
0.486274391412735,
0.6799998879432678,
0.5197739005088806,
0.7632849216461182,
0.6560845375061035,
0.46456682682037354,
0.48484838008880615,
0.24277448654174805,
0.2629106938838959,
0.4114284813404083,
0.4530385434627533,
0.8099998235702515,
0.7037035822868347,
0.4814813435077667,
0.6725662350654602,
0.193548321723938,
0.5074625611305237,
0.36448585987091064,
0.7524750828742981,
0.7783250212669373,
0.3657141625881195,
0.33684200048446655,
0.5408161878585815,
0.32941165566444397,
0.5658535361289978,
0.7247704863548279,
0.47963786125183105,
0.38341957330703735,
0.6321242451667786,
0.6268655061721802,
0.6261681318283081,
0.41666656732559204,
0.5685278177261353,
0.6296295523643494,
0.6116504073143005,
0.41284388303756714,
0.2751321792602539,
0.7586205005645752,
0.5714284777641296,
0.5280897617340088,
0.5197739005088806,
0.30578503012657166,
0.5907171964645386
],
"time": 26.023733392357826,
"param": null
},
{
"epoch": 152,
"train_loss": 0.291456013917923,
"val_loss": 2.3772165775299072,
"acc": 52.26,
"f1": [
0.7614211440086365,
0.6090908050537109,
0.3041473925113678,
0.2543351650238037,
0.33128824830055237,
0.5727698802947998,
0.4871794283390045,
0.5273630023002625,
0.6820808053016663,
0.6632122993469238,
0.2795697748661041,
0.348314493894577,
0.5970147848129272,
0.5123152136802673,
0.41284388303756714,
0.47120407223701477,
0.602040708065033,
0.6464645266532898,
0.4550263583660126,
0.4615383446216583,
0.7939696907997131,
0.6473428606987,
0.5221673846244812,
0.6424869298934937,
0.7383176684379578,
0.4307691156864166,
0.48430484533309937,
0.3459458649158478,
0.6772485375404358,
0.5128204226493835,
0.5812807083129883,
0.5058822631835938,
0.5377357006072998,
0.46153831481933594,
0.46534639596939087,
0.2532750070095062,
0.45054933428764343,
0.46486473083496094,
0.34482747316360474,
0.6999998688697815,
0.5167463421821594,
0.7351350784301758,
0.4814813435077667,
0.48167529702186584,
0.29629620909690857,
0.39195966720581055,
0.3068782389163971,
0.6146340370178223,
0.7186145782470703,
0.7017542123794556,
0.26984119415283203,
0.5572138428688049,
0.6396394968032837,
0.6833332180976868,
0.5826086401939392,
0.23809516429901123,
0.7446807622909546,
0.48510628938674927,
0.7142855525016785,
0.5380709171295166,
0.7653059959411621,
0.619999885559082,
0.5099998712539673,
0.5368419289588928,
0.28571420907974243,
0.28571420907974243,
0.38043469190597534,
0.39325833320617676,
0.7981649041175842,
0.6976743340492249,
0.5742572546005249,
0.6399998664855957,
0.21111102402210236,
0.41340771317481995,
0.35121941566467285,
0.7605632543563843,
0.7641507983207703,
0.32820504903793335,
0.3508771061897278,
0.5511109828948975,
0.30939218401908875,
0.5380709171295166,
0.7129628658294678,
0.46363624930381775,
0.3894736170768738,
0.5862067937850952,
0.5922329425811768,
0.6190475225448608,
0.43428558111190796,
0.5699998736381531,
0.6701029539108276,
0.6320753693580627,
0.3846152722835541,
0.3364485204219818,
0.7843136787414551,
0.6181817054748535,
0.4999998211860657,
0.5363127589225769,
0.2561982572078705,
0.5741626024246216
],
"time": 26.03605490271002,
"param": null
},
{
"epoch": 153,
"train_loss": 0.2489846646785736,
"val_loss": 2.189418077468872,
"acc": 52.31,
"f1": [
0.760416567325592,
0.6249998807907104,
0.33962252736091614,
0.32941165566444397,
0.37563440203666687,
0.5355647206306458,
0.46956515312194824,
0.49999988079071045,
0.6799998879432678,
0.6347824931144714,
0.31858399510383606,
0.31627896428108215,
0.5619046092033386,
0.4463517963886261,
0.39378228783607483,
0.4154588282108307,
0.5980390906333923,
0.6095237135887146,
0.4861876964569092,
0.48167529702186584,
0.7192980647087097,
0.6559138894081116,
0.5273630023002625,
0.5942855477333069,
0.7553189396858215,
0.46956515312194824,
0.4949493706226349,
0.3295453190803528,
0.6358972787857056,
0.48803818225860596,
0.4878047704696655,
0.5133689045906067,
0.579234778881073,
0.5146197080612183,
0.42342329025268555,
0.30555546283721924,
0.4640882611274719,
0.45320188999176025,
0.3580785095691681,
0.7042252421379089,
0.46376800537109375,
0.7128711342811584,
0.45197728276252747,
0.5272725820541382,
0.2944784462451935,
0.38674020767211914,
0.28260859847068787,
0.6037734746932983,
0.722466766834259,
0.6631577014923096,
0.2829267382621765,
0.539215624332428,
0.6173911690711975,
0.6561263203620911,
0.6608694195747375,
0.24598921835422516,
0.6972475647926331,
0.5402842164039612,
0.6886791586875916,
0.5188678503036499,
0.7627905607223511,
0.6097559928894043,
0.4999998211860657,
0.5032256245613098,
0.22499993443489075,
0.3096773326396942,
0.40677958726882935,
0.4320986270904541,
0.8078815937042236,
0.6999998688697815,
0.6048778891563416,
0.6460175514221191,
0.23728805780410767,
0.5118482112884521,
0.2941175401210785,
0.7692306637763977,
0.7958113551139832,
0.3253011107444763,
0.3999998867511749,
0.5555554032325745,
0.26086950302124023,
0.5673075914382935,
0.7699998021125793,
0.46153831481933594,
0.39195966720581055,
0.6120217442512512,
0.6010927557945251,
0.5799998641014099,
0.4433496594429016,
0.5508472919464111,
0.6403939127922058,
0.6268655061721802,
0.4090908467769623,
0.3599999248981476,
0.7363182306289673,
0.6086955070495605,
0.5124998688697815,
0.5257141590118408,
0.2844826877117157,
0.6666665077209473
],
"time": 26.21509202197194,
"param": null
},
{
"epoch": 154,
"train_loss": 0.30115002393722534,
"val_loss": 2.1553354263305664,
"acc": 53.38,
"f1": [
0.7699998021125793,
0.6486485004425049,
0.3904760777950287,
0.3076922297477722,
0.38461530208587646,
0.5402842164039612,
0.5154638290405273,
0.5163933038711548,
0.6808508634567261,
0.696078360080719,
0.27118635177612305,
0.30046939849853516,
0.5773194432258606,
0.47846877574920654,
0.4198893904685974,
0.44571414589881897,
0.6190475225448608,
0.6760562062263489,
0.5139663219451904,
0.43999987840652466,
0.786729633808136,
0.6502462029457092,
0.528846025466919,
0.6376810669898987,
0.7336682677268982,
0.534031331539154,
0.4550263583660126,
0.3096773326396942,
0.6380951404571533,
0.49999988079071045,
0.5578945875167847,
0.510416567325592,
0.5698322653770447,
0.5257730484008789,
0.39166659116744995,
0.24778753519058228,
0.4916200041770935,
0.439655065536499,
0.35820886492729187,
0.7181816697120667,
0.45833322405815125,
0.7263681292533875,
0.48598119616508484,
0.4834122061729431,
0.314606636762619,
0.4043714702129364,
0.2727271616458893,
0.5915491580963135,
0.7403844594955444,
0.7096772789955139,
0.36619704961776733,
0.5714284777641296,
0.6197181344032288,
0.6956520080566406,
0.625640869140625,
0.2699999213218689,
0.7014216780662537,
0.572916567325592,
0.6903551816940308,
0.5483869910240173,
0.7641507983207703,
0.6565654873847961,
0.5267855525016785,
0.517646849155426,
0.2659573554992676,
0.28415289521217346,
0.38271594047546387,
0.44444432854652405,
0.8217819929122925,
0.7005074620246887,
0.5462961196899414,
0.6599999070167542,
0.22784802317619324,
0.4651161730289459,
0.3406592309474945,
0.7789472937583923,
0.7939696907997131,
0.4180789887905121,
0.39473670721054077,
0.5771142840385437,
0.3351350426673889,
0.5841582417488098,
0.7307690382003784,
0.4951455295085907,
0.4075828194618225,
0.6288658380508423,
0.6113988757133484,
0.5981307029724121,
0.4095236659049988,
0.5752211213111877,
0.6168223023414612,
0.6542055010795593,
0.4352940320968628,
0.31489354372024536,
0.7657655477523804,
0.5925924181938171,
0.5510202646255493,
0.5257730484008789,
0.251308798789978,
0.7127658128738403
],
"time": 26.71900242008269,
"param": null
},
{
"epoch": 155,
"train_loss": 0.20272882282733917,
"val_loss": 2.3282933235168457,
"acc": 52.57,
"f1": [
0.7462685704231262,
0.6493505239486694,
0.3657141625881195,
0.3111110329627991,
0.37804868817329407,
0.5701355934143066,
0.5244443416595459,
0.5380709171295166,
0.6923075318336487,
0.639269232749939,
0.2686566412448883,
0.35602086782455444,
0.5446008443832397,
0.43781083822250366,
0.42452818155288696,
0.42253509163856506,
0.603351891040802,
0.6540283560752869,
0.48167529702186584,
0.4545453190803528,
0.7523808479309082,
0.6086955666542053,
0.5638296604156494,
0.6630433797836304,
0.721153736114502,
0.44339612126350403,
0.5464479923248291,
0.3151514232158661,
0.653658390045166,
0.49765241146087646,
0.4950493574142456,
0.5157893896102905,
0.522222101688385,
0.4918031394481659,
0.4362138509750366,
0.2941175699234009,
0.518134593963623,
0.3999998867511749,
0.3367346227169037,
0.7199999094009399,
0.452830046415329,
0.7282050251960754,
0.4942527115345001,
0.49586769938468933,
0.3459458649158478,
0.38674020767211914,
0.2366863340139389,
0.6344084739685059,
0.7323941588401794,
0.7102801203727722,
0.2488888055086136,
0.5023695826530457,
0.6368157267570496,
0.6812225580215454,
0.6106193661689758,
0.18300646543502808,
0.6831682324409485,
0.5388599634170532,
0.6734693050384521,
0.6091952323913574,
0.775119423866272,
0.6046509742736816,
0.5175436735153198,
0.4851484000682831,
0.26244333386421204,
0.2983424663543701,
0.38095229864120483,
0.43575406074523926,
0.8252425789833069,
0.6936934590339661,
0.535519003868103,
0.6387433409690857,
0.18791939318180084,
0.4432988464832306,
0.3394494354724884,
0.7692306637763977,
0.7557602524757385,
0.31632643938064575,
0.38144323229789734,
0.5544553399085999,
0.35294109582901,
0.5887848734855652,
0.7839194536209106,
0.47572803497314453,
0.43902426958084106,
0.6285713315010071,
0.6176469922065735,
0.6530610918998718,
0.4549761712551117,
0.5497629642486572,
0.589371919631958,
0.6346153020858765,
0.43601882457733154,
0.326315701007843,
0.8055554032325745,
0.5744680166244507,
0.5514017343521118,
0.48167529702186584,
0.3317534327507019,
0.6068375110626221
],
"time": 26.057662468403578,
"param": null
},
{
"epoch": 156,
"train_loss": 0.2672247886657715,
"val_loss": 2.3787851333618164,
"acc": 53.24,
"f1": [
0.7551018595695496,
0.6326529383659363,
0.3510637581348419,
0.3186812400817871,
0.3465345501899719,
0.5155554413795471,
0.4577113389968872,
0.5472635626792908,
0.620320737361908,
0.678413987159729,
0.2872926890850067,
0.33333325386047363,
0.5636362433433533,
0.4550263583660126,
0.46242761611938477,
0.4222221076488495,
0.5869563817977905,
0.663461446762085,
0.46739116311073303,
0.4530385434627533,
0.716157078742981,
0.6176469922065735,
0.5668447613716125,
0.6774192452430725,
0.7707315683364868,
0.4607841968536377,
0.518134593963623,
0.3248729705810547,
0.6862744092941284,
0.4951455295085907,
0.48275846242904663,
0.4924621880054474,
0.5130888819694519,
0.5396823883056641,
0.40350866317749023,
0.2999999225139618,
0.43999987840652466,
0.3923443853855133,
0.36585354804992676,
0.7184464335441589,
0.46280980110168457,
0.7346937656402588,
0.4561401903629303,
0.5344826579093933,
0.3276835083961487,
0.39325833320617676,
0.28025469183921814,
0.6206895112991333,
0.7136561870574951,
0.704761803150177,
0.2569831311702728,
0.5296802520751953,
0.6548671722412109,
0.6854837536811829,
0.6442306041717529,
0.26136353611946106,
0.7099998593330383,
0.4976957440376282,
0.7227722406387329,
0.5529952645301819,
0.7647057771682739,
0.666666567325592,
0.5428570508956909,
0.5111110210418701,
0.228571355342865,
0.32978713512420654,
0.4186045527458191,
0.45161277055740356,
0.7941174507141113,
0.702702522277832,
0.6161615252494812,
0.6826921701431274,
0.24999988079071045,
0.46956515312194824,
0.33684200048446655,
0.7632849216461182,
0.8124998211860657,
0.3510637581348419,
0.43999987840652466,
0.5685278177261353,
0.31638407707214355,
0.5701355934143066,
0.778846025466919,
0.5070421695709229,
0.4019606411457062,
0.6597937345504761,
0.6363635063171387,
0.6113536357879639,
0.40609124302864075,
0.5511109828948975,
0.6111109852790833,
0.6764704585075378,
0.3798881769180298,
0.3482586145401001,
0.7699113488197327,
0.5882351398468018,
0.4999998211860657,
0.5363127589225769,
0.294573575258255,
0.6555553674697876
],
"time": 26.642256286926568,
"param": null
},
{
"epoch": 157,
"train_loss": 0.28690049052238464,
"val_loss": 2.3024559020996094,
"acc": 52.48,
"f1": [
0.7330315113067627,
0.6146787405014038,
0.3275861144065857,
0.31775689125061035,
0.3406592309474945,
0.5221238136291504,
0.4788731336593628,
0.5333331823348999,
0.6745560765266418,
0.6889951229095459,
0.26315781474113464,
0.3386242389678955,
0.5865383148193359,
0.4069766402244568,
0.4712642431259155,
0.40659332275390625,
0.5495494604110718,
0.6550217270851135,
0.4878047704696655,
0.45833322405815125,
0.7757007479667664,
0.6161136031150818,
0.5416665077209473,
0.6195651292800903,
0.7783250212669373,
0.4857141971588135,
0.5291004180908203,
0.2871793806552887,
0.7005074620246887,
0.48039206862449646,
0.5094338655471802,
0.5312498211860657,
0.5434780716896057,
0.5473682880401611,
0.44444432854652405,
0.28415289521217346,
0.42790690064430237,
0.36529669165611267,
0.34163692593574524,
0.7499999403953552,
0.4657532870769501,
0.7244896292686462,
0.43786972761154175,
0.49327346682548523,
0.30150744318962097,
0.4293783903121948,
0.32298123836517334,
0.5619046092033386,
0.7499998211860657,
0.7253884673118591,
0.3068180978298187,
0.5416665077209473,
0.6086955070495605,
0.6956520080566406,
0.5953487157821655,
0.24390234053134918,
0.697435736656189,
0.5287355184555054,
0.6481480002403259,
0.5487803816795349,
0.7631577849388123,
0.6428569555282593,
0.5388126373291016,
0.5232557058334351,
0.24277448654174805,
0.3139533996582031,
0.40490788221359253,
0.44303786754608154,
0.8235292434692383,
0.6929823160171509,
0.62135910987854,
0.6794257164001465,
0.239999920129776,
0.39631327986717224,
0.3444443643093109,
0.7582937479019165,
0.822334885597229,
0.3389829397201538,
0.36842095851898193,
0.5505616068840027,
0.3022221326828003,
0.4959348142147064,
0.7537687420845032,
0.4313724637031555,
0.4507041275501251,
0.6249998807907104,
0.6327682137489319,
0.6305417418479919,
0.41176459193229675,
0.5363634824752808,
0.6106193661689758,
0.6063346862792969,
0.41758227348327637,
0.26666659116744995,
0.7735847234725952,
0.5925924181938171,
0.5445543527603149,
0.4607328474521637,
0.2433861643075943,
0.6473428606987
],
"time": 26.135732035152614,
"param": null
},
{
"epoch": 158,
"train_loss": 0.28947117924690247,
"val_loss": 2.2770397663116455,
"acc": 52.79,
"f1": [
0.7839194536209106,
0.602620005607605,
0.36956506967544556,
0.3195875287055969,
0.37894728779792786,
0.5381165146827698,
0.45871543884277344,
0.5167463421821594,
0.6871793866157532,
0.6380951404571533,
0.32748526334762573,
0.31775689125061035,
0.5454544425010681,
0.4179103374481201,
0.4550263583660126,
0.43715834617614746,
0.6010927557945251,
0.6115701198577881,
0.4705881178379059,
0.4311925768852234,
0.7884613275527954,
0.6530610918998718,
0.5641024112701416,
0.6540283560752869,
0.7533630728721619,
0.46728962659835815,
0.46153831481933594,
0.324607253074646,
0.7234041690826416,
0.44210511445999146,
0.5057469606399536,
0.48453593254089355,
0.5435895919799805,
0.49999988079071045,
0.46636757254600525,
0.28723397850990295,
0.4903845191001892,
0.39195966720581055,
0.35483860969543457,
0.7187498211860657,
0.5561496019363403,
0.7461138963699341,
0.44651150703430176,
0.49999988079071045,
0.28426387906074524,
0.3666665554046631,
0.327868789434433,
0.5714284777641296,
0.7333331108093262,
0.7142855525016785,
0.2673266530036926,
0.5352111458778381,
0.6255505681037903,
0.687999963760376,
0.6168223023414612,
0.26881712675094604,
0.696078360080719,
0.5502644181251526,
0.6994534134864807,
0.5402297377586365,
0.7692306041717529,
0.6666665077209473,
0.49773746728897095,
0.4733726978302002,
0.3118278682231903,
0.3260868787765503,
0.3999998867511749,
0.4315788447856903,
0.8137252926826477,
0.702702522277832,
0.5929647088050842,
0.6829267144203186,
0.2754489779472351,
0.42051267623901367,
0.28820955753326416,
0.7755100131034851,
0.7729466557502747,
0.35714277625083923,
0.3699420988559723,
0.5714284181594849,
0.2967032194137573,
0.5299144387245178,
0.7389161586761475,
0.4705881178379059,
0.4170615077018738,
0.6321242451667786,
0.6256982088088989,
0.6476188898086548,
0.3778800964355469,
0.5110130310058594,
0.6249998807907104,
0.6597937345504761,
0.43678146600723267,
0.30051806569099426,
0.766355037689209,
0.5683058500289917,
0.5470851063728333,
0.5050503611564636,
0.3151514232158661,
0.6666665077209473
],
"time": 26.75315078534186,
"param": null
},
{
"epoch": 159,
"train_loss": 0.24670995771884918,
"val_loss": 2.2094197273254395,
"acc": 53.59,
"f1": [
0.7817257046699524,
0.6197181344032288,
0.3711339235305786,
0.3111110329627991,
0.37499991059303284,
0.5628139972686768,
0.43243229389190674,
0.5154638290405273,
0.6532661318778992,
0.6633662581443787,
0.29885047674179077,
0.3508770763874054,
0.6057690978050232,
0.4545453190803528,
0.39795905351638794,
0.44670039415359497,
0.6086955666542053,
0.6190475225448608,
0.5099998712539673,
0.48958322405815125,
0.7813951373100281,
0.6732671856880188,
0.5550238490104675,
0.6086955666542053,
0.7363182306289673,
0.4593299925327301,
0.5240640044212341,
0.3793102502822876,
0.7046630382537842,
0.4851484000682831,
0.5727270841598511,
0.5027320981025696,
0.520408034324646,
0.5357141494750977,
0.46445485949516296,
0.2574256360530853,
0.5168538093566895,
0.3861384987831116,
0.39449530839920044,
0.7053138613700867,
0.46445485949516296,
0.772486686706543,
0.494381844997406,
0.5312498211860657,
0.2470587193965912,
0.3771427571773529,
0.30851057171821594,
0.6507176160812378,
0.6899562478065491,
0.7627905607223511,
0.2976743280887604,
0.6009851098060608,
0.6451612114906311,
0.6770427227020264,
0.6499998569488525,
0.24580998718738556,
0.6824643611907959,
0.5445543527603149,
0.6914892196655273,
0.5588234066963196,
0.7772510051727295,
0.6934671998023987,
0.5167463421821594,
0.5084744095802307,
0.2810809910297394,
0.324607253074646,
0.40404030680656433,
0.4315788447856903,
0.7922703623771667,
0.6889951229095459,
0.5915491580963135,
0.6728971004486084,
0.2514968812465668,
0.4299998879432678,
0.3428570628166199,
0.7488582730293274,
0.778846025466919,
0.3626372814178467,
0.4125559628009796,
0.5418717861175537,
0.34374991059303284,
0.5233643651008606,
0.7488149404525757,
0.48076915740966797,
0.4694834351539612,
0.6399998664855957,
0.6382977366447449,
0.5829595327377319,
0.45360812544822693,
0.575107216835022,
0.613065242767334,
0.6461536884307861,
0.4215245544910431,
0.3495144844055176,
0.8212559223175049,
0.6055043935775757,
0.5325441956520081,
0.47513800859451294,
0.2686566412448883,
0.6572768688201904
],
"time": 26.59709573816508,
"param": null
},
{
"epoch": 160,
"train_loss": 0.19037169218063354,
"val_loss": 2.466459035873413,
"acc": 52.09,
"f1": [
0.7614211440086365,
0.6188339591026306,
0.3470318615436554,
0.3313608467578888,
0.32941165566444397,
0.5971562266349792,
0.4622220993041992,
0.5092591643333435,
0.6813185214996338,
0.596684992313385,
0.24999991059303284,
0.326315701007843,
0.5846152901649475,
0.4772725999355316,
0.43333321809768677,
0.44444429874420166,
0.5951218605041504,
0.649214506149292,
0.48205116391181946,
0.4245808720588684,
0.7777776122093201,
0.649214506149292,
0.5583755373954773,
0.5989846587181091,
0.7272725701332092,
0.4851484000682831,
0.47004595398902893,
0.29743579030036926,
0.6907215118408203,
0.4864863455295563,
0.5675674080848694,
0.5232557058334351,
0.4854367673397064,
0.48936155438423157,
0.4489794969558716,
0.29292917251586914,
0.4919784665107727,
0.4021162986755371,
0.39378228783607483,
0.6437767148017883,
0.46351921558380127,
0.7589742541313171,
0.45595842599868774,
0.5314008593559265,
0.27083322405815125,
0.40624988079071045,
0.29585790634155273,
0.6170212030410767,
0.7297295928001404,
0.630251944065094,
0.22009563446044922,
0.5728641748428345,
0.639269232749939,
0.6350363492965698,
0.5673075914382935,
0.21556879580020905,
0.6728971004486084,
0.49999988079071045,
0.6878305077552795,
0.5538460612297058,
0.7564765214920044,
0.609625518321991,
0.5674417018890381,
0.4947367310523987,
0.2941175401210785,
0.32183900475502014,
0.4204544126987457,
0.43749991059303284,
0.8035712242126465,
0.6326529383659363,
0.6060605049133301,
0.6384975910186768,
0.23036640882492065,
0.42253509163856506,
0.35051536560058594,
0.7572813630104065,
0.7196650505065918,
0.31050220131874084,
0.37623751163482666,
0.5090908408164978,
0.3367346227169037,
0.5904760956764221,
0.7536230683326721,
0.4630540609359741,
0.4731181561946869,
0.6136362552642822,
0.6051281094551086,
0.6138612627983093,
0.42931926250457764,
0.5728641748428345,
0.5938863754272461,
0.6108372807502747,
0.43902426958084106,
0.25570768117904663,
0.7643977999687195,
0.5728154182434082,
0.5081079602241516,
0.5029938817024231,
0.28947362303733826,
0.6134452819824219
],
"time": 25.94938430096954,
"param": null
},
{
"epoch": 161,
"train_loss": 0.24300344288349152,
"val_loss": 2.30177903175354,
"acc": 52.78,
"f1": [
0.7817257046699524,
0.6363635063171387,
0.3157894015312195,
0.3050846457481384,
0.3431371748447418,
0.5820105075836182,
0.4769873321056366,
0.4824119210243225,
0.6865670084953308,
0.6476188898086548,
0.33333322405815125,
0.32835814356803894,
0.6270268559455872,
0.4631577730178833,
0.3999998867511749,
0.4162435233592987,
0.6210525035858154,
0.6701029539108276,
0.486772358417511,
0.44036686420440674,
0.7843136787414551,
0.6399998664855957,
0.5360823273658752,
0.6538460850715637,
0.7643977999687195,
0.46739116311073303,
0.5418717861175537,
0.3232322335243225,
0.7099998593330383,
0.49710968136787415,
0.5167463421821594,
0.5240640044212341,
0.5235601663589478,
0.4666665494441986,
0.46363624930381775,
0.2488037496805191,
0.4857141971588135,
0.43349742889404297,
0.38427940011024475,
0.6968324184417725,
0.4414413571357727,
0.7487177848815918,
0.47798728942871094,
0.5263157486915588,
0.2887699604034424,
0.4041449725627899,
0.2696628272533417,
0.5741626024246216,
0.7079644799232483,
0.6787328720092773,
0.2727271616458893,
0.5130888819694519,
0.5853657722473145,
0.7083331942558289,
0.5826086401939392,
0.2251655012369156,
0.7019230127334595,
0.5643563270568848,
0.7142855525016785,
0.548076868057251,
0.7904760241508484,
0.6467660069465637,
0.5472635626792908,
0.5232557058334351,
0.280898779630661,
0.2959182858467102,
0.4083768427371979,
0.47619035840034485,
0.8393780589103699,
0.679245114326477,
0.5056177973747253,
0.6310677528381348,
0.22093015909194946,
0.4537035822868347,
0.25125616788864136,
0.7524750828742981,
0.7676765322685242,
0.33720916509628296,
0.37962955236434937,
0.5510202646255493,
0.3069306015968323,
0.5314008593559265,
0.7562187314033508,
0.4179103374481201,
0.4338623583316803,
0.625640869140625,
0.6263735294342041,
0.6467660069465637,
0.48421040177345276,
0.5221238136291504,
0.6336632370948792,
0.6299998760223389,
0.4590162932872772,
0.34666651487350464,
0.7939696907997131,
0.6346153020858765,
0.5161289572715759,
0.5360823273658752,
0.3433475196361542,
0.6701029539108276
],
"time": 26.55302792787552,
"param": null
},
{
"epoch": 162,
"train_loss": 0.22280210256576538,
"val_loss": 2.3435616493225098,
"acc": 53.09,
"f1": [
0.7857141494750977,
0.5972849726676941,
0.3510637581348419,
0.28742504119873047,
0.3535352647304535,
0.5846152901649475,
0.4561402499675751,
0.49999988079071045,
0.6701029539108276,
0.6820808053016663,
0.299465149641037,
0.3523315489292145,
0.6067414879798889,
0.46486473083496094,
0.4705880880355835,
0.5133689045906067,
0.6559138894081116,
0.6633164882659912,
0.5046727657318115,
0.47368407249450684,
0.8082899451255798,
0.649214506149292,
0.5510202646255493,
0.6491227149963379,
0.7523808479309082,
0.4530385434627533,
0.4886876940727234,
0.34374991059303284,
0.6999998688697815,
0.48205116391181946,
0.5507245063781738,
0.5760868191719055,
0.4903845191001892,
0.4974091649055481,
0.4795917272567749,
0.278026819229126,
0.4857141971588135,
0.4019606411457062,
0.34224584698677063,
0.7239817380905151,
0.5102038979530334,
0.7807484865188599,
0.46728962659835815,
0.46351921558380127,
0.26262614130973816,
0.36842095851898193,
0.2824857831001282,
0.5851062536239624,
0.7264572381973267,
0.6425701975822449,
0.24999991059303284,
0.5136610269546509,
0.6153844594955444,
0.7112969160079956,
0.5862067937850952,
0.2580644488334656,
0.7246376276016235,
0.5473682880401611,
0.7096772789955139,
0.5673075914382935,
0.8036527633666992,
0.595959484577179,
0.5333331823348999,
0.5434780716896057,
0.28260859847068787,
0.26315781474113464,
0.3798881769180298,
0.46874985098838806,
0.8241204619407654,
0.6831682324409485,
0.5648146867752075,
0.6767675280570984,
0.23076915740966797,
0.4432430863380432,
0.30357134342193604,
0.7699998021125793,
0.7843136787414551,
0.3352600038051605,
0.36018943786621094,
0.5662099123001099,
0.3251230716705322,
0.6091369390487671,
0.718893826007843,
0.45685264468193054,
0.4408600926399231,
0.6210525035858154,
0.6243385076522827,
0.6138612627983093,
0.4380951225757599,
0.5592415928840637,
0.6435642242431641,
0.6399998664855957,
0.445652037858963,
0.2976743280887604,
0.8118810057640076,
0.6206895112991333,
0.5181816816329956,
0.5116277933120728,
0.3068180978298187,
0.6458331942558289
],
"time": 27.00667077768594,
"param": null
},
{
"epoch": 163,
"train_loss": 0.1706722527742386,
"val_loss": 2.449488401412964,
"acc": 52.58,
"f1": [
0.7562187314033508,
0.6632652282714844,
0.3316061198711395,
0.3050846457481384,
0.3315507173538208,
0.5726494193077087,
0.49019595980644226,
0.48888877034187317,
0.6631577014923096,
0.6470587253570557,
0.36956506967544556,
0.3060108423233032,
0.5800864696502686,
0.4278606176376343,
0.4685713052749634,
0.46486473083496094,
0.5479451417922974,
0.6403939127922058,
0.43093910813331604,
0.42201822996139526,
0.6866952180862427,
0.6504853367805481,
0.502564013004303,
0.6046509742736816,
0.7437184453010559,
0.41628947854042053,
0.5297296643257141,
0.3151514232158661,
0.6698111891746521,
0.4717947542667389,
0.5306121706962585,
0.49746179580688477,
0.5806450843811035,
0.5082871913909912,
0.4509802758693695,
0.3018867075443268,
0.46632111072540283,
0.38983041048049927,
0.3579765260219574,
0.7115383744239807,
0.4711109697818756,
0.7575755715370178,
0.4692735970020294,
0.5098037719726562,
0.27218925952911377,
0.4088396728038788,
0.28571420907974243,
0.6175113916397095,
0.7692306041717529,
0.710382342338562,
0.2887699604034424,
0.49773746728897095,
0.6057690978050232,
0.7345131635665894,
0.6190475225448608,
0.22598862648010254,
0.7142855525016785,
0.5510202646255493,
0.6725662350654602,
0.5157893896102905,
0.776698887348175,
0.6595743298530579,
0.5555554032325745,
0.5620913505554199,
0.2749998867511749,
0.283950537443161,
0.3999998867511749,
0.43786972761154175,
0.8020831942558289,
0.705357015132904,
0.5549736618995667,
0.6609440445899963,
0.2617800235748291,
0.45685264468193054,
0.35955044627189636,
0.741463303565979,
0.8299998044967651,
0.362499862909317,
0.39784935116767883,
0.5405403971672058,
0.309278279542923,
0.5546217560768127,
0.7358488440513611,
0.4206008017063141,
0.39195966720581055,
0.6349205374717712,
0.559139609336853,
0.6028706431388855,
0.4476189613342285,
0.5022025108337402,
0.6044443249702454,
0.6220094561576843,
0.4411763548851013,
0.3419688045978546,
0.7644442915916443,
0.5913042426109314,
0.5513511896133423,
0.4659089744091034,
0.23584897816181183,
0.6772485375404358
],
"time": 26.32870309893042,
"param": null
},
{
"epoch": 164,
"train_loss": 0.24106942117214203,
"val_loss": 2.3064424991607666,
"acc": 52.95,
"f1": [
0.762376070022583,
0.6244342923164368,
0.36458322405815125,
0.33532923460006714,
0.32402223348617554,
0.5541123747825623,
0.47747737169265747,
0.5483869910240173,
0.6766167879104614,
0.6276149749755859,
0.2762430012226105,
0.3314915895462036,
0.6432158946990967,
0.4093022048473358,
0.47474732995033264,
0.4454544484615326,
0.5714284181594849,
0.6384975910186768,
0.4491977095603943,
0.45871543884277344,
0.7079644799232483,
0.6702126860618591,
0.5937498807907104,
0.6249998807907104,
0.7586205005645752,
0.43362823128700256,
0.5054942965507507,
0.3157894015312195,
0.6956520080566406,
0.4380951225757599,
0.5252523422241211,
0.4705881178379059,
0.5795453190803528,
0.5027931928634644,
0.4615383446216583,
0.2739725410938263,
0.4717947542667389,
0.4033612310886383,
0.37999987602233887,
0.7192116975784302,
0.4736841320991516,
0.7395831346511841,
0.5139663219451904,
0.4818180501461029,
0.35714274644851685,
0.38888877630233765,
0.3195875287055969,
0.5990337133407593,
0.7476633787155151,
0.6859902143478394,
0.2967032194137573,
0.5408161878585815,
0.6210044622421265,
0.6515150666236877,
0.639269232749939,
0.2470587193965912,
0.7019230127334595,
0.5320196151733398,
0.6511626243591309,
0.5082871913909912,
0.8115940690040588,
0.6632652282714844,
0.5538460612297058,
0.5316454172134399,
0.2758619785308838,
0.30337071418762207,
0.42780739068984985,
0.46242761611938477,
0.8469385504722595,
0.6578946113586426,
0.5384613871574402,
0.6636770367622375,
0.18404902517795563,
0.4195120930671692,
0.3563217520713806,
0.732673168182373,
0.8019800782203674,
0.31901830434799194,
0.37499991059303284,
0.542713463306427,
0.29940110445022583,
0.5509432554244995,
0.7368419766426086,
0.40579700469970703,
0.40394076704978943,
0.6358972787857056,
0.6524062752723694,
0.6126124858856201,
0.436893105506897,
0.502282977104187,
0.6249998807907104,
0.6249998807907104,
0.4507041275501251,
0.3271027207374573,
0.7802689075469971,
0.5981307029724121,
0.5310733318328857,
0.49729716777801514,
0.3147207200527191,
0.6831682324409485
],
"time": 26.047029865905643,
"param": null
},
{
"epoch": 165,
"train_loss": 0.23897425830364227,
"val_loss": 2.454977512359619,
"acc": 53.51,
"f1": [
0.7872338891029358,
0.6320345401763916,
0.3135133981704712,
0.2976189851760864,
0.34343424439430237,
0.5621620416641235,
0.4913792312145233,
0.5363634824752808,
0.6729856729507446,
0.6822428703308105,
0.3482586145401001,
0.3251230716705322,
0.6170212030410767,
0.4162435233592987,
0.4666665494441986,
0.4766837954521179,
0.5643563270568848,
0.672645628452301,
0.44444435834884644,
0.46874985098838806,
0.7632849216461182,
0.623255729675293,
0.5934064984321594,
0.6764704585075378,
0.7745096683502197,
0.4924621880054474,
0.4913792312145233,
0.3609755337238312,
0.683937668800354,
0.44444435834884644,
0.5925924777984619,
0.5136610269546509,
0.603351891040802,
0.48484835028648376,
0.48076915740966797,
0.2727271616458893,
0.47169798612594604,
0.4489794969558716,
0.3959389626979828,
0.7203789353370667,
0.5347592234611511,
0.7599998116493225,
0.49214646220207214,
0.4824560582637787,
0.2883720099925995,
0.3417084515094757,
0.2934781610965729,
0.5971562266349792,
0.6808509230613708,
0.7064219117164612,
0.2923975884914398,
0.5320196151733398,
0.6578946113586426,
0.7181816697120667,
0.6476188898086548,
0.2658226788043976,
0.6984125375747681,
0.5555554628372192,
0.6912441253662109,
0.5492226481437683,
0.7924526929855347,
0.6562498807907104,
0.4959348142147064,
0.5146197080612183,
0.2937852144241333,
0.26086947321891785,
0.413043349981308,
0.45714274048805237,
0.8393780589103699,
0.7314813137054443,
0.602040708065033,
0.6262625455856323,
0.26415085792541504,
0.47916653752326965,
0.36458322405815125,
0.7128711342811584,
0.7817257046699524,
0.30366483330726624,
0.36448585987091064,
0.6021503806114197,
0.3386242389678955,
0.5546217560768127,
0.7488149404525757,
0.43362823128700256,
0.45161277055740356,
0.6256982088088989,
0.6404492855072021,
0.6060605049133301,
0.43349742889404297,
0.5526314973831177,
0.6082947254180908,
0.633165717124939,
0.4410255253314972,
0.3261801600456238,
0.776698887348175,
0.625640869140625,
0.47398826479911804,
0.48936155438423157,
0.33333322405815125,
0.6767675280570984
],
"time": 26.20585227292031,
"param": null
},
{
"epoch": 166,
"train_loss": 0.1646009236574173,
"val_loss": 2.151461362838745,
"acc": 53.65,
"f1": [
0.7738691568374634,
0.6545453667640686,
0.3383083641529083,
0.26900574564933777,
0.36065563559532166,
0.563380241394043,
0.48034927248954773,
0.5472635626792908,
0.6775954961776733,
0.6698111891746521,
0.28571417927742004,
0.30769219994544983,
0.6091369390487671,
0.41414129734039307,
0.47120407223701477,
0.46534639596939087,
0.5769229531288147,
0.6608694195747375,
0.49107134342193604,
0.47236168384552,
0.728888750076294,
0.6504853367805481,
0.5595853924751282,
0.6730768084526062,
0.7439612150192261,
0.4946235418319702,
0.5294116735458374,
0.3249998986721039,
0.7234041690826416,
0.505154550075531,
0.5684208869934082,
0.5177663564682007,
0.5531913042068481,
0.4975123405456543,
0.45535701513290405,
0.24778753519058228,
0.4744184911251068,
0.44221094250679016,
0.3771427571773529,
0.7450978755950928,
0.49261072278022766,
0.7578946352005005,
0.432748407125473,
0.4957263767719269,
0.34224584698677063,
0.3953487277030945,
0.27428561449050903,
0.6170212030410767,
0.7511736154556274,
0.7156862020492554,
0.28723397850990295,
0.5283017754554749,
0.6542055010795593,
0.6721990704536438,
0.6188339591026306,
0.28402355313301086,
0.7437184453010559,
0.5523808598518372,
0.6730768084526062,
0.5371427536010742,
0.8155338168144226,
0.649484395980835,
0.4975123405456543,
0.5283017754554749,
0.28712859749794006,
0.3260868787765503,
0.41758227348327637,
0.47826072573661804,
0.8376961946487427,
0.6880732178688049,
0.5333331823348999,
0.649484395980835,
0.21714277565479279,
0.4814813435077667,
0.3383083641529083,
0.7042252421379089,
0.796116292476654,
0.31999990344047546,
0.3999998867511749,
0.6060605049133301,
0.32291656732559204,
0.562211811542511,
0.7772018909454346,
0.4824119210243225,
0.45360812544822693,
0.6387433409690857,
0.6236557960510254,
0.5819671154022217,
0.3999999165534973,
0.563380241394043,
0.6509432196617126,
0.6829267144203186,
0.4684683382511139,
0.3179486393928528,
0.7397258281707764,
0.5699480772018433,
0.5645932555198669,
0.4999998211860657,
0.32432422041893005,
0.6794257164001465
],
"time": 26.47517049126327,
"param": null
},
{
"epoch": 167,
"train_loss": 0.19763895869255066,
"val_loss": 2.2024614810943604,
"acc": 53.66,
"f1": [
0.7722770571708679,
0.6181817054748535,
0.3654821515083313,
0.30857133865356445,
0.3626372814178467,
0.5128204226493835,
0.4766353964805603,
0.5221673846244812,
0.6470587849617004,
0.6886791586875916,
0.30409345030784607,
0.32369929552078247,
0.5658535361289978,
0.38834938406944275,
0.4549761712551117,
0.4899998903274536,
0.6224488615989685,
0.6384975910186768,
0.45544540882110596,
0.5082871913909912,
0.7589284181594849,
0.6464645266532898,
0.5757573843002319,
0.6806281208992004,
0.7599998116493225,
0.49746179580688477,
0.5482232570648193,
0.26900574564933777,
0.7040814757347107,
0.4945053458213806,
0.5714284777641296,
0.5373133420944214,
0.5505616068840027,
0.5026176571846008,
0.4595744013786316,
0.2735848128795624,
0.4607841968536377,
0.4507041275501251,
0.3636362552642822,
0.7333331108093262,
0.48936155438423157,
0.7499998807907104,
0.4795917272567749,
0.5488370656967163,
0.31155768036842346,
0.4148934781551361,
0.3419688045978546,
0.5894736051559448,
0.7757007479667664,
0.7307690382003784,
0.2718445658683777,
0.5240640044212341,
0.6637166738510132,
0.7012985944747925,
0.6261681318283081,
0.28571417927742004,
0.7149757146835327,
0.5608464479446411,
0.6868685483932495,
0.5227271318435669,
0.7902437448501587,
0.666666567325592,
0.5514017343521118,
0.5326085686683655,
0.3314284682273865,
0.26666656136512756,
0.4108106791973114,
0.45976996421813965,
0.7783250212669373,
0.6814157962799072,
0.5444443225860596,
0.6572768688201904,
0.24719089269638062,
0.42857128381729126,
0.3315507173538208,
0.7263681292533875,
0.754545271396637,
0.34482747316360474,
0.3923443853855133,
0.5628139972686768,
0.33333322405815125,
0.5517240166664124,
0.7238093614578247,
0.5196077227592468,
0.41666656732559204,
0.6404492855072021,
0.6105261445045471,
0.579710066318512,
0.43850257992744446,
0.5606693625450134,
0.6046510338783264,
0.6507176160812378,
0.4516127407550812,
0.34123215079307556,
0.786729633808136,
0.6036034822463989,
0.5242717266082764,
0.46728962659835815,
0.3523315489292145,
0.6635943651199341
],
"time": 26.43097228370607,
"param": null
},
{
"epoch": 168,
"train_loss": 0.21936364471912384,
"val_loss": 2.1018106937408447,
"acc": 52.58,
"f1": [
0.7684208750724792,
0.6339284181594849,
0.35714274644851685,
0.2528734505176544,
0.3370785713195801,
0.5177663564682007,
0.49523797631263733,
0.49999988079071045,
0.6458331942558289,
0.6766167879104614,
0.3121386468410492,
0.32804223895072937,
0.5853657722473145,
0.4056602716445923,
0.4248703718185425,
0.4772725999355316,
0.620320737361908,
0.6515835523605347,
0.4824119210243225,
0.46391740441322327,
0.7692306041717529,
0.6256982088088989,
0.5308055877685547,
0.6636362671852112,
0.7184464335441589,
0.487046480178833,
0.4999999403953552,
0.33962252736091614,
0.6947367191314697,
0.4972374439239502,
0.535353422164917,
0.5230767726898193,
0.5472635626792908,
0.5273630023002625,
0.4727271497249603,
0.26794248819351196,
0.4873095452785492,
0.44444429874420166,
0.32124343514442444,
0.7117116451263428,
0.5111110210418701,
0.7513225674629211,
0.45714277029037476,
0.4647301733493805,
0.28415289521217346,
0.4083768427371979,
0.2840908169746399,
0.6078430414199829,
0.7247704863548279,
0.672268807888031,
0.27722764015197754,
0.5638296604156494,
0.6454544067382812,
0.6692911982536316,
0.5899998545646667,
0.20930226147174835,
0.7462685704231262,
0.5851062536239624,
0.6595743298530579,
0.5888887047767639,
0.7487682700157166,
0.5730335712432861,
0.539215624332428,
0.4974091649055481,
0.2887699604034424,
0.2588233947753906,
0.40217384696006775,
0.42162150144577026,
0.794520378112793,
0.7203789353370667,
0.5837836861610413,
0.6631577014923096,
0.20320846140384674,
0.45631060004234314,
0.29292917251586914,
0.7653059959411621,
0.742081344127655,
0.28971952199935913,
0.3899998664855957,
0.5367964506149292,
0.3369564116001129,
0.5490195155143738,
0.7162789106369019,
0.445652037858963,
0.44571414589881897,
0.6145250201225281,
0.6282721161842346,
0.6224488615989685,
0.45106372237205505,
0.5739909410476685,
0.5714284181594849,
0.6600984334945679,
0.4545453190803528,
0.28999990224838257,
0.7599998116493225,
0.6060605049133301,
0.5408161878585815,
0.4951455295085907,
0.30555546283721924,
0.6403939127922058
],
"time": 27.480600896291435,
"param": null
},
{
"epoch": 169,
"train_loss": 0.15897247195243835,
"val_loss": 2.2114999294281006,
"acc": 52.89,
"f1": [
0.7599998116493225,
0.6133331656455994,
0.37864065170288086,
0.2485205978155136,
0.3179486393928528,
0.5529952645301819,
0.4827585518360138,
0.5539904832839966,
0.683937668800354,
0.6363635063171387,
0.2531644403934479,
0.3478260338306427,
0.5806450843811035,
0.4292682111263275,
0.46391740441322327,
0.46534639596939087,
0.6153845191001892,
0.6476188898086548,
0.4550263583660126,
0.4299064576625824,
0.8059700727462769,
0.6470587849617004,
0.5420559644699097,
0.6470587849617004,
0.7129628658294678,
0.502923846244812,
0.5137613415718079,
0.34449753165245056,
0.6734693050384521,
0.4974091649055481,
0.5841582417488098,
0.5312498211860657,
0.4974091649055481,
0.4666665494441986,
0.4954127371311188,
0.29896897077560425,
0.5205478072166443,
0.41052618622779846,
0.3540668785572052,
0.7214610576629639,
0.5082871913909912,
0.7199999094009399,
0.43881845474243164,
0.4657532870769501,
0.2949307858943939,
0.3711339235305786,
0.320441871881485,
0.5833331942558289,
0.7247704863548279,
0.689655065536499,
0.2424241602420807,
0.5154638290405273,
0.6139533519744873,
0.6978722214698792,
0.639593780040741,
0.24137921631336212,
0.680412232875824,
0.5714284181594849,
0.6966290473937988,
0.5306121110916138,
0.7555554509162903,
0.6229507327079773,
0.5249999165534973,
0.47761180996894836,
0.29885047674179077,
0.2758619785308838,
0.40740731358528137,
0.4418603479862213,
0.8333331942558289,
0.7164177894592285,
0.5789472460746765,
0.6633164882659912,
0.2345678210258484,
0.44791656732559204,
0.3364485204219818,
0.732673168182373,
0.7821780443191528,
0.327868789434433,
0.3917524814605713,
0.5628139972686768,
0.3517586886882782,
0.563380241394043,
0.7307690382003784,
0.4574466943740845,
0.42857128381729126,
0.6210525035858154,
0.6071426868438721,
0.6274508833885193,
0.4622220993041992,
0.5775861144065857,
0.5999999046325684,
0.6274508833885193,
0.43715834617614746,
0.3999998867511749,
0.7655500173568726,
0.6116504073143005,
0.5213268995285034,
0.5026176571846008,
0.2807016372680664,
0.6206895112991333
],
"time": 26.341965108178556,
"param": null
},
{
"epoch": 170,
"train_loss": 0.12461499124765396,
"val_loss": 2.301121234893799,
"acc": 53.52,
"f1": [
0.7707315683364868,
0.6363635063171387,
0.39999985694885254,
0.24096375703811646,
0.3147207200527191,
0.5488370656967163,
0.5120771527290344,
0.5561496019363403,
0.6862744092941284,
0.663461446762085,
0.2580644488334656,
0.3084576427936554,
0.619999885559082,
0.46534639596939087,
0.41340771317481995,
0.4918031394481659,
0.629441499710083,
0.653658390045166,
0.46632111072540283,
0.43999987840652466,
0.7980766892433167,
0.6600984334945679,
0.575916051864624,
0.6497460603713989,
0.7304347157478333,
0.5102038979530334,
0.5221673846244812,
0.3478259742259979,
0.6763284206390381,
0.505154550075531,
0.5913977026939392,
0.529999852180481,
0.5544553399085999,
0.46601933240890503,
0.47008538246154785,
0.3097344636917114,
0.5145629644393921,
0.4489794969558716,
0.3693692684173584,
0.7547168731689453,
0.4646463394165039,
0.7309643626213074,
0.4545453190803528,
0.4770641028881073,
0.3440859317779541,
0.39106133580207825,
0.2944161295890808,
0.5769229531288147,
0.6948355436325073,
0.6952788233757019,
0.2564101815223694,
0.5333331823348999,
0.6167399883270264,
0.6837605237960815,
0.6183573603630066,
0.2569831311702728,
0.7199999094009399,
0.5869563817977905,
0.6979165077209473,
0.5743588209152222,
0.7582937479019165,
0.6761903762817383,
0.5315313935279846,
0.49999988079071045,
0.30057793855667114,
0.2658958435058594,
0.4023667275905609,
0.45054933428764343,
0.8301885724067688,
0.718893826007843,
0.5863873362541199,
0.6478871703147888,
0.2543351650238037,
0.42452818155288696,
0.326315701007843,
0.7399998903274536,
0.7363634705543518,
0.327868789434433,
0.42639580368995667,
0.5641024112701416,
0.34224584698677063,
0.5550238490104675,
0.7264149188995361,
0.4615383446216583,
0.45901623368263245,
0.609625518321991,
0.6236557960510254,
0.5925924181938171,
0.4851484000682831,
0.5603863000869751,
0.6146340370178223,
0.6442306041717529,
0.42857128381729126,
0.3383083641529083,
0.7793425917625427,
0.6139533519744873,
0.49999988079071045,
0.5197739005088806,
0.29702961444854736,
0.6086955666542053
],
"time": 26.971322043798864,
"param": null
},
{
"epoch": 171,
"train_loss": 0.21798238158226013,
"val_loss": 2.1393072605133057,
"acc": 53.93,
"f1": [
0.7897433638572693,
0.6411482095718384,
0.34615373611450195,
0.2873562276363373,
0.3118278682231903,
0.5784311890602112,
0.47899147868156433,
0.5158370137214661,
0.6919430494308472,
0.6607928276062012,
0.2598869204521179,
0.3351350426673889,
0.5816324949264526,
0.4278606176376343,
0.4469272196292877,
0.5052630305290222,
0.6310677528381348,
0.653465211391449,
0.49214646220207214,
0.4824119210243225,
0.7777776718139648,
0.623255729675293,
0.5846152901649475,
0.6767675280570984,
0.762376070022583,
0.5306121110916138,
0.5408161878585815,
0.3636362552642822,
0.7106597423553467,
0.5076140761375427,
0.5853657722473145,
0.5284972786903381,
0.5257730484008789,
0.48167529702186584,
0.4782607853412628,
0.31627896428108215,
0.4923075735569,
0.43999987840652466,
0.3535352647304535,
0.721153736114502,
0.4950493574142456,
0.7263681292533875,
0.4545453190803528,
0.49777767062187195,
0.309278279542923,
0.40935659408569336,
0.3232322335243225,
0.6069650650024414,
0.7088606357574463,
0.728155255317688,
0.262857049703598,
0.5410627126693726,
0.6347824931144714,
0.6559998393058777,
0.6082947254180908,
0.26373615860939026,
0.7156862020492554,
0.5538460612297058,
0.7120417356491089,
0.5544553399085999,
0.7499997615814209,
0.666666567325592,
0.49999988079071045,
0.5207098722457886,
0.2976189851760864,
0.2812499403953552,
0.3798881769180298,
0.48587560653686523,
0.8405795097351074,
0.7123286128044128,
0.5863873362541199,
0.6507176160812378,
0.28235283493995667,
0.46874985098838806,
0.35051536560058594,
0.7439612150192261,
0.7864076495170593,
0.3786981403827667,
0.40975597500801086,
0.5906734466552734,
0.29885047674179077,
0.5422221422195435,
0.7009344696998596,
0.4537035822868347,
0.47619032859802246,
0.633333146572113,
0.6555553674697876,
0.6231154203414917,
0.46231144666671753,
0.5689654350280762,
0.6435642242431641,
0.6442306041717529,
0.40579700469970703,
0.33333325386047363,
0.7641507983207703,
0.6384975910186768,
0.48044681549072266,
0.48387083411216736,
0.33684200048446655,
0.6635069251060486
],
"time": 26.110788697376847,
"param": null
},
{
"epoch": 172,
"train_loss": 0.15007904171943665,
"val_loss": 2.090308904647827,
"acc": 53.62,
"f1": [
0.7772018909454346,
0.6181817054748535,
0.36458322405815125,
0.3157894015312195,
0.3636362850666046,
0.5555554032325745,
0.5233643651008606,
0.5380709171295166,
0.6836733222007751,
0.6877826452255249,
0.26666656136512756,
0.3265305161476135,
0.5714284777641296,
0.41474640369415283,
0.4222221076488495,
0.4734298884868622,
0.6435642242431641,
0.6399998664855957,
0.4530385434627533,
0.42857131361961365,
0.7699528932571411,
0.6464645266532898,
0.6086955666542053,
0.6363635063171387,
0.7628865242004395,
0.5026736855506897,
0.5583755373954773,
0.32258057594299316,
0.6701029539108276,
0.5025123953819275,
0.602040708065033,
0.520408034324646,
0.5714284777641296,
0.4502616822719574,
0.5066665410995483,
0.3091786503791809,
0.5208331942558289,
0.4190475046634674,
0.35616424679756165,
0.7378638982772827,
0.4974091649055481,
0.7643977999687195,
0.49729716777801514,
0.48908287286758423,
0.2887699604034424,
0.40677958726882935,
0.29292917251586914,
0.6048778891563416,
0.7443944215774536,
0.6964284181594849,
0.29166659712791443,
0.561576247215271,
0.6333332657814026,
0.6666665077209473,
0.6153844594955444,
0.2681563198566437,
0.7093595266342163,
0.5595853924751282,
0.6802029013633728,
0.5368419289588928,
0.7383176684379578,
0.6599999070167542,
0.5185183882713318,
0.5268816351890564,
0.2923975884914398,
0.32258057594299316,
0.3820223808288574,
0.4161849021911621,
0.8349512815475464,
0.707547128200531,
0.5435895919799805,
0.6635069251060486,
0.2840908169746399,
0.4705880880355835,
0.3179486393928528,
0.762376070022583,
0.7884613275527954,
0.329268217086792,
0.3763439953327179,
0.5543476939201355,
0.3409090042114258,
0.5537188649177551,
0.7085200548171997,
0.4550263583660126,
0.4824119210243225,
0.5895952582359314,
0.6557375192642212,
0.6116504073143005,
0.4657532870769501,
0.5327867269515991,
0.6078430414199829,
0.6325579881668091,
0.4043714702129364,
0.3861384987831116,
0.7511736154556274,
0.6063346862792969,
0.48044681549072266,
0.5197739005088806,
0.3367346227169037,
0.6237622499465942
],
"time": 26.609734600409865,
"param": null
},
{
"epoch": 173,
"train_loss": 0.19946198165416718,
"val_loss": 2.190795421600342,
"acc": 53.27,
"f1": [
0.7799997925758362,
0.6168223023414612,
0.3823528587818146,
0.3179486393928528,
0.3369564116001129,
0.5445543527603149,
0.4976957440376282,
0.528846025466919,
0.6896550059318542,
0.6666665077209473,
0.24580998718738556,
0.3763439953327179,
0.5948716402053833,
0.4476189613342285,
0.4022345542907715,
0.5053762197494507,
0.6461536884307861,
0.6476188898086548,
0.5174128413200378,
0.42857128381729126,
0.7619046568870544,
0.653658390045166,
0.5741626024246216,
0.6597937345504761,
0.722222089767456,
0.5027931928634644,
0.48598119616508484,
0.3636362850666046,
0.669999897480011,
0.49729716777801514,
0.5603863000869751,
0.5076140761375427,
0.5524860620498657,
0.5026736855506897,
0.506912350654602,
0.29166659712791443,
0.49756085872650146,
0.46153831481933594,
0.37373724579811096,
0.7272725701332092,
0.47368407249450684,
0.7336682677268982,
0.45685264468193054,
0.4504503309726715,
0.2694299519062042,
0.35294109582901,
0.30526304244995117,
0.6190475225448608,
0.7017542123794556,
0.7181816697120667,
0.25961530208587646,
0.5273630023002625,
0.6343611478805542,
0.6488548517227173,
0.6168223023414612,
0.2430938482284546,
0.7164177894592285,
0.559139609336853,
0.6806281208992004,
0.5603863000869751,
0.7649767994880676,
0.6439023613929749,
0.5479451417922974,
0.4795917272567749,
0.3170730471611023,
0.2999999225139618,
0.36904752254486084,
0.43715834617614746,
0.8075116276741028,
0.7184464335441589,
0.5297296643257141,
0.6733667254447937,
0.26900574564933777,
0.4292682111263275,
0.33684200048446655,
0.7638189196586609,
0.7813951373100281,
0.3060108423233032,
0.4059404730796814,
0.5641024112701416,
0.3232322335243225,
0.5248867273330688,
0.7281104326248169,
0.45918354392051697,
0.4148934781551361,
0.6120217442512512,
0.6444442868232727,
0.6315788626670837,
0.4593299925327301,
0.5504586100578308,
0.6296295523643494,
0.6415093541145325,
0.4574466943740845,
0.3041473925113678,
0.7761192321777344,
0.6074764728546143,
0.4942527115345001,
0.5057469606399536,
0.30952370166778564,
0.6268655061721802
],
"time": 26.003062408417463,
"param": null
},
{
"epoch": 174,
"train_loss": 0.1787174940109253,
"val_loss": 2.377615213394165,
"acc": 53.57,
"f1": [
0.7839194536209106,
0.6548671722412109,
0.367346853017807,
0.3016759157180786,
0.34736835956573486,
0.5833331942558289,
0.5196077227592468,
0.5472635626792908,
0.6733667254447937,
0.6790696382522583,
0.2736841142177582,
0.35294109582901,
0.5714284777641296,
0.4615383744239807,
0.4588233530521393,
0.48421040177345276,
0.6305417418479919,
0.6363635063171387,
0.4824119210243225,
0.4541061818599701,
0.754545271396637,
0.6481480002403259,
0.575916051864624,
0.6243385076522827,
0.7511736154556274,
0.5133689045906067,
0.5279186367988586,
0.32432422041893005,
0.6938773989677429,
0.510416567325592,
0.5756096839904785,
0.5221673846244812,
0.5280897617340088,
0.49999988079071045,
0.49765241146087646,
0.31067952513694763,
0.5024629235267639,
0.4411763548851013,
0.3485476076602936,
0.7264149188995361,
0.5086703896522522,
0.7024388909339905,
0.46231144666671753,
0.4886876940727234,
0.28723397850990295,
0.3934425115585327,
0.2659573554992676,
0.6037734746932983,
0.7499998211860657,
0.7236180305480957,
0.22549012303352356,
0.5130888819694519,
0.6343611478805542,
0.6945605278015137,
0.6262625455856323,
0.26136353611946106,
0.6990289688110352,
0.5934064984321594,
0.6893202662467957,
0.5025123953819275,
0.7488149404525757,
0.653465211391449,
0.5471696853637695,
0.47619032859802246,
0.26373615860939026,
0.2976189851760864,
0.36871495842933655,
0.4402514398097992,
0.8190473914146423,
0.7358488440513611,
0.5863873362541199,
0.666666567325592,
0.28235283493995667,
0.4363635182380676,
0.3383083641529083,
0.7699998021125793,
0.7809522151947021,
0.29677411913871765,
0.3917524814605713,
0.5464479923248291,
0.3169397711753845,
0.5248867273330688,
0.7609753608703613,
0.45555540919303894,
0.42156851291656494,
0.5820105075836182,
0.6282721161842346,
0.6407765746116638,
0.48214277625083923,
0.5517240166664124,
0.6334840059280396,
0.6376810669898987,
0.4615383446216583,
0.3417084515094757,
0.7488149404525757,
0.6350710391998291,
0.4886362552642822,
0.4999998211860657,
0.33802807331085205,
0.649484395980835
],
"time": 26.20062285847962,
"param": null
},
{
"epoch": 175,
"train_loss": 0.16563023626804352,
"val_loss": 2.127617359161377,
"acc": 53.83,
"f1": [
0.7799997925758362,
0.6210044622421265,
0.3874344527721405,
0.30337071418762207,
0.37426888942718506,
0.5825241804122925,
0.5463413596153259,
0.520408034324646,
0.6857141852378845,
0.6764704585075378,
0.25274714827537537,
0.3383083641529083,
0.5980390906333923,
0.46445485949516296,
0.42285704612731934,
0.49999988079071045,
0.6464645266532898,
0.6388887763023376,
0.48936155438423157,
0.4999998211860657,
0.7846888303756714,
0.6368157267570496,
0.582914412021637,
0.6919430494308472,
0.7499997615814209,
0.522222101688385,
0.48484838008880615,
0.35483860969543457,
0.7083331942558289,
0.48484835028648376,
0.5700481534004211,
0.5549736618995667,
0.5319147706031799,
0.49999988079071045,
0.49549540877342224,
0.2829267382621765,
0.4780486822128296,
0.46009382605552673,
0.40384599566459656,
0.7297295928001404,
0.4873095452785492,
0.7389161586761475,
0.49107134342193604,
0.4484303891658783,
0.2795697748661041,
0.35675665736198425,
0.28272244334220886,
0.6009388566017151,
0.7288134694099426,
0.7238093614578247,
0.24875615537166595,
0.5297296643257141,
0.6210044622421265,
0.6910567283630371,
0.5925924181938171,
0.2514968812465668,
0.7093595266342163,
0.5444443225860596,
0.6914892196655273,
0.5358850359916687,
0.7358488440513611,
0.6567163467407227,
0.5479451417922974,
0.5168538093566895,
0.25555548071861267,
0.31746023893356323,
0.3977271616458893,
0.4727271497249603,
0.8241204619407654,
0.706976592540741,
0.5568180084228516,
0.6700506210327148,
0.27218925952911377,
0.4593299925327301,
0.31999990344047546,
0.7523808479309082,
0.7826085686683655,
0.3249998986721039,
0.3904760777950287,
0.5773194432258606,
0.3369564116001129,
0.5752211213111877,
0.741783857345581,
0.45544540882110596,
0.46808499097824097,
0.613756537437439,
0.6178008913993835,
0.6274508833885193,
0.4463517963886261,
0.5555554628372192,
0.6470587849617004,
0.6666665077209473,
0.43850257992744446,
0.33816415071487427,
0.7671231031417847,
0.6176469922065735,
0.486772358417511,
0.4945053458213806,
0.2783504128456116,
0.6600984334945679
],
"time": 26.748383978381753,
"param": null
},
{
"epoch": 176,
"train_loss": 0.12308767437934875,
"val_loss": 2.0955283641815186,
"acc": 53.73,
"f1": [
0.7707315683364868,
0.6507176160812378,
0.39805811643600464,
0.2954544425010681,
0.3563217520713806,
0.5529952645301819,
0.5099998712539673,
0.535353422164917,
0.6666665077209473,
0.6872245073318481,
0.2797926664352417,
0.36559128761291504,
0.579710066318512,
0.4549761712551117,
0.44444429874420166,
0.4973543584346771,
0.6018517017364502,
0.6502462029457092,
0.487046480178833,
0.46874985098838806,
0.742081344127655,
0.6633662581443787,
0.5775399804115295,
0.666666567325592,
0.742574155330658,
0.4999998211860657,
0.4924621880054474,
0.37499991059303284,
0.6769229769706726,
0.5074625611305237,
0.5596328973770142,
0.5320196151733398,
0.5425531268119812,
0.46632111072540283,
0.4651161730289459,
0.29107969999313354,
0.4599998891353607,
0.45581385493278503,
0.4093022048473358,
0.705357015132904,
0.4837207794189453,
0.7708331346511841,
0.5056177973747253,
0.4782607853412628,
0.2780747711658478,
0.4046241343021393,
0.31746023893356323,
0.6237622499465942,
0.7149319648742676,
0.6934671998023987,
0.24999991059303284,
0.5273630023002625,
0.666666567325592,
0.6562498807907104,
0.6175113916397095,
0.2774565517902374,
0.7081338167190552,
0.5531913042068481,
0.6896550059318542,
0.5185183882713318,
0.7793425917625427,
0.6733667254447937,
0.5196077227592468,
0.5268816351890564,
0.26751580834388733,
0.29166659712791443,
0.4204544126987457,
0.4698793888092041,
0.8217819929122925,
0.6666665077209473,
0.5632182359695435,
0.6666665077209473,
0.2674417495727539,
0.44976064562797546,
0.3626372814178467,
0.747572660446167,
0.7605632543563843,
0.3414633274078369,
0.4120602011680603,
0.6019416451454163,
0.3487178385257721,
0.5388126373291016,
0.7536230683326721,
0.44976064562797546,
0.40384599566459656,
0.6195651292800903,
0.6408838629722595,
0.622641384601593,
0.4688993990421295,
0.5405403971672058,
0.6330273747444153,
0.663461446762085,
0.4292682111263275,
0.345177561044693,
0.7596151828765869,
0.6376810669898987,
0.4855490028858185,
0.4731181561946869,
0.29464277625083923,
0.6538460850715637
],
"time": 26.256359829567373,
"param": null
},
{
"epoch": 177,
"train_loss": 0.11096183955669403,
"val_loss": 2.3077123165130615,
"acc": 53.42,
"f1": [
0.7632849216461182,
0.6330273747444153,
0.3619908392429352,
0.29585790634155273,
0.3314915895462036,
0.5541123747825623,
0.5252523422241211,
0.5306121110916138,
0.6565654873847961,
0.6425337791442871,
0.2786068916320801,
0.3523315489292145,
0.5963301062583923,
0.4594593644142151,
0.4705880880355835,
0.4973543584346771,
0.5925924181938171,
0.6603772640228271,
0.4861876964569092,
0.4670049846172333,
0.7068964242935181,
0.6407765746116638,
0.6170212030410767,
0.5806450843811035,
0.7452828288078308,
0.45320188999176025,
0.5079363584518433,
0.32748526334762573,
0.6730768084526062,
0.5074625611305237,
0.5603863000869751,
0.49019595980644226,
0.5942855477333069,
0.42857128381729126,
0.4466018080711365,
0.30555546283721924,
0.4734298884868622,
0.43946176767349243,
0.34745752811431885,
0.7239817380905151,
0.5076140761375427,
0.7564765214920044,
0.5151513814926147,
0.4957263767719269,
0.26086944341659546,
0.40476179122924805,
0.3402060866355896,
0.6106193661689758,
0.7488582730293274,
0.727272629737854,
0.24120594561100006,
0.502564013004303,
0.6346153020858765,
0.7033896446228027,
0.6069650650024414,
0.24719089269638062,
0.7029701471328735,
0.5728641748428345,
0.6923075318336487,
0.5523808598518372,
0.7787609100341797,
0.6735749840736389,
0.5454543828964233,
0.5348835587501526,
0.2658226788043976,
0.29885047674179077,
0.4198893904685974,
0.4578312039375305,
0.8181816339492798,
0.6899562478065491,
0.6091369390487671,
0.6578946113586426,
0.26666659116744995,
0.44339612126350403,
0.31284910440444946,
0.762376070022583,
0.7777776718139648,
0.3493974804878235,
0.40206170082092285,
0.5624998807907104,
0.3369564116001129,
0.5431033372879028,
0.7570091485977173,
0.43956032395362854,
0.41711217164993286,
0.6021503806114197,
0.6214687824249268,
0.6355138421058655,
0.48401811718940735,
0.517857015132904,
0.6237622499465942,
0.6528496146202087,
0.4114284813404083,
0.3487178385257721,
0.753488302230835,
0.5938863754272461,
0.4311376214027405,
0.5028570294380188,
0.30046939849853516,
0.6363635063171387
],
"time": 25.952779497019947,
"param": null
},
{
"epoch": 178,
"train_loss": 0.14278510212898254,
"val_loss": 2.294663667678833,
"acc": 54.21,
"f1": [
0.7761192321777344,
0.6730768084526062,
0.36792439222335815,
0.3351954519748688,
0.3369564116001129,
0.5806450843811035,
0.5248867273330688,
0.5402842164039612,
0.6733667254447937,
0.6727271676063538,
0.2751321792602539,
0.3535352647304535,
0.6376810669898987,
0.4433496594429016,
0.44047608971595764,
0.48421040177345276,
0.6255922317504883,
0.6730768084526062,
0.48936155438423157,
0.48913031816482544,
0.778846025466919,
0.6350710391998291,
0.5906734466552734,
0.666666567325592,
0.7562187314033508,
0.49999988079071045,
0.5096152424812317,
0.3820223808288574,
0.6802029013633728,
0.4927534759044647,
0.5631066560745239,
0.5333331823348999,
0.5472635626792908,
0.4808742105960846,
0.506912350654602,
0.2976743280887604,
0.46601933240890503,
0.4549761712551117,
0.3943660855293274,
0.7255812287330627,
0.4824119210243225,
0.7437184453010559,
0.4861876964569092,
0.5022025108337402,
0.2843136191368103,
0.39784935116767883,
0.2999999225139618,
0.5980390906333923,
0.6866952180862427,
0.7439612150192261,
0.24870456755161285,
0.522612988948822,
0.6228069067001343,
0.6748969554901123,
0.6046510338783264,
0.23391805589199066,
0.7196259498596191,
0.5882351994514465,
0.6859902143478394,
0.5408161878585815,
0.7655500173568726,
0.6730768084526062,
0.5437787175178528,
0.5086703896522522,
0.2790696620941162,
0.3121386468410492,
0.3999998867511749,
0.46242761611938477,
0.8453606963157654,
0.7058822512626648,
0.6178008913993835,
0.679245114326477,
0.2891565263271332,
0.46376800537109375,
0.34224584698677063,
0.7843136787414551,
0.798029363155365,
0.33918121457099915,
0.40609124302864075,
0.5714284181594849,
0.3386242389678955,
0.5739909410476685,
0.7439612150192261,
0.43216070532798767,
0.4530385434627533,
0.6120217442512512,
0.6120217442512512,
0.6285713315010071,
0.46009382605552673,
0.5727698802947998,
0.6484017372131348,
0.6572768688201904,
0.40641695261001587,
0.3469386696815491,
0.7547168731689453,
0.6306304931640625,
0.46511611342430115,
0.48958322405815125,
0.32195112109184265,
0.6568626165390015
],
"time": 27.232637314125896,
"param": null
},
{
"epoch": 179,
"train_loss": 0.1030598133802414,
"val_loss": 2.4299490451812744,
"acc": 53.82,
"f1": [
0.7722770571708679,
0.6442306041717529,
0.37433144450187683,
0.2622949779033661,
0.36065563559532166,
0.5818180441856384,
0.4933919608592987,
0.5410627126693726,
0.6464645266532898,
0.6857141852378845,
0.27777770161628723,
0.35978829860687256,
0.6161615252494812,
0.4499998688697815,
0.45454537868499756,
0.5025123953819275,
0.6358972787857056,
0.6376810669898987,
0.4799998700618744,
0.46999987959861755,
0.7960197329521179,
0.6634145379066467,
0.5656563639640808,
0.6499998569488525,
0.7632849216461182,
0.4918031394481659,
0.5624998807907104,
0.3657141625881195,
0.6734693050384521,
0.47393354773521423,
0.5472635626792908,
0.5099998712539673,
0.5425531268119812,
0.4670049846172333,
0.5070421695709229,
0.28318578004837036,
0.4780486822128296,
0.4507041275501251,
0.3653844892978668,
0.7281104326248169,
0.4975123405456543,
0.7487177848815918,
0.49999988079071045,
0.5213673710823059,
0.25510191917419434,
0.3934425115585327,
0.3179486393928528,
0.5858584046363831,
0.7130433320999146,
0.7333331108093262,
0.238805890083313,
0.535353422164917,
0.6050419211387634,
0.6746986508369446,
0.5862067937850952,
0.23863628506660461,
0.7177032232284546,
0.5894736051559448,
0.7179486155509949,
0.49999988079071045,
0.7649767994880676,
0.649484395980835,
0.5437787175178528,
0.4835163354873657,
0.29885047674179077,
0.25396814942359924,
0.4069766402244568,
0.45810040831565857,
0.8299998044967651,
0.7162789106369019,
0.5333331823348999,
0.6763284206390381,
0.265060156583786,
0.45128190517425537,
0.35071080923080444,
0.7714284658432007,
0.7735847234725952,
0.3253011107444763,
0.43749991059303284,
0.587719202041626,
0.32978713512420654,
0.5740739107131958,
0.7826085686683655,
0.45320188999176025,
0.4408600926399231,
0.6162160634994507,
0.6270268559455872,
0.624390184879303,
0.4545453190803528,
0.5809522867202759,
0.6197181344032288,
0.6388887763023376,
0.42156851291656494,
0.3367346227169037,
0.7884613275527954,
0.657142698764801,
0.497175008058548,
0.5513511896133423,
0.29126206040382385,
0.6268655061721802
],
"time": 26.927352398633957,
"param": null
},
{
"epoch": 180,
"train_loss": 0.11018006503582001,
"val_loss": 2.0873796939849854,
"acc": 54.44,
"f1": [
0.7684727907180786,
0.6542055010795593,
0.3957218527793884,
0.3387977182865143,
0.34254133701324463,
0.5933012366294861,
0.49549540877342224,
0.5365853309631348,
0.6774192452430725,
0.6757989525794983,
0.30051806569099426,
0.3523315489292145,
0.6086955666542053,
0.4541061818599701,
0.4574466943740845,
0.4973543584346771,
0.624390184879303,
0.6760562062263489,
0.48309168219566345,
0.4599998891353607,
0.7699528932571411,
0.6730768084526062,
0.5595853924751282,
0.6735749840736389,
0.762376070022583,
0.48421040177345276,
0.5820105075836182,
0.36158180236816406,
0.6632652282714844,
0.5102038979530334,
0.5825241804122925,
0.5314008593559265,
0.5502644181251526,
0.48756206035614014,
0.5116277933120728,
0.29665064811706543,
0.4924621880054474,
0.4507041275501251,
0.37681150436401367,
0.7378638982772827,
0.5046727657318115,
0.7411166429519653,
0.5026736855506897,
0.521008312702179,
0.27173903584480286,
0.40641695261001587,
0.32124343514442444,
0.5929647088050842,
0.7321426868438721,
0.741463303565979,
0.2745097279548645,
0.5454543828964233,
0.6101694107055664,
0.6536962985992432,
0.6161136031150818,
0.23863628506660461,
0.7149757146835327,
0.5699480772018433,
0.7035174369812012,
0.5111110210418701,
0.766355037689209,
0.666666567325592,
0.5339365601539612,
0.5084744095802307,
0.2716048061847687,
0.2937852144241333,
0.43181803822517395,
0.4823527932167053,
0.8383836150169373,
0.7177032232284546,
0.5464479923248291,
0.672810971736908,
0.299999862909317,
0.4670049846172333,
0.3316582143306732,
0.7772510051727295,
0.7592591643333435,
0.3563217520713806,
0.43523305654525757,
0.5837318897247314,
0.3350784480571747,
0.5579397678375244,
0.7524750828742981,
0.43601882457733154,
0.46999987959861755,
0.6195651292800903,
0.6408838629722595,
0.6439023613929749,
0.47524741291999817,
0.5688071846961975,
0.6285713315010071,
0.6274508833885193,
0.4433496594429016,
0.3529410660266876,
0.7699528932571411,
0.6210044622421265,
0.5053762197494507,
0.49729716777801514,
0.3265305161476135,
0.6599999070167542
],
"time": 26.445509570650756,
"param": null
},
{
"epoch": 181,
"train_loss": 0.15141628682613373,
"val_loss": 2.4503188133239746,
"acc": 54.34,
"f1": [
0.7761192321777344,
0.6603772640228271,
0.39583319425582886,
0.2967032194137573,
0.33918121457099915,
0.5689654350280762,
0.4884791076183319,
0.5418717861175537,
0.6734693050384521,
0.6854459643363953,
0.3147207200527191,
0.35714274644851685,
0.5989846587181091,
0.4476189613342285,
0.4222221076488495,
0.5312498211860657,
0.6237622499465942,
0.6635069251060486,
0.49261072278022766,
0.48958322405815125,
0.7592591643333435,
0.6354165077209473,
0.5742572546005249,
0.6528496146202087,
0.7729466557502747,
0.502564013004303,
0.5445024967193604,
0.32402223348617554,
0.6831682324409485,
0.5252523422241211,
0.5538460612297058,
0.5314008593559265,
0.5482232570648193,
0.46938762068748474,
0.4744184911251068,
0.29126206040382385,
0.4851484000682831,
0.46376800537109375,
0.385650098323822,
0.741783857345581,
0.5098037719726562,
0.7336682677268982,
0.4974091649055481,
0.5327101349830627,
0.2886596620082855,
0.4269661605358124,
0.329670250415802,
0.6048778891563416,
0.7407405376434326,
0.7298576831817627,
0.2765956223011017,
0.5572138428688049,
0.6140349507331848,
0.6588233709335327,
0.622641384601593,
0.2762430012226105,
0.688372015953064,
0.575916051864624,
0.7064675688743591,
0.4974091649055481,
0.7685183882713318,
0.6562498807907104,
0.5566036701202393,
0.5027931928634644,
0.2807016372680664,
0.2906976044178009,
0.40490788221359253,
0.48809507489204407,
0.8341706395149231,
0.722222089767456,
0.5668447613716125,
0.6636362671852112,
0.265060156583786,
0.4585364758968353,
0.3599999248981476,
0.7699528932571411,
0.7592591643333435,
0.3409090042114258,
0.425531804561615,
0.5980390906333923,
0.3516482412815094,
0.5662099123001099,
0.747572660446167,
0.4299998879432678,
0.45263150334358215,
0.6210525035858154,
0.609625518321991,
0.624390184879303,
0.45631060004234314,
0.5727270841598511,
0.6146787405014038,
0.6442306041717529,
0.44791656732559204,
0.36180898547172546,
0.7830187082290649,
0.6278025507926941,
0.5082871913909912,
0.48484835028648376,
0.309278279542923,
0.6350710391998291
],
"time": 26.18525371607393,
"param": null
},
{
"epoch": 182,
"train_loss": 0.08713238686323166,
"val_loss": 2.192028045654297,
"acc": 54.04,
"f1": [
0.7559806704521179,
0.6334840059280396,
0.37499985098838806,
0.29787227511405945,
0.3406592309474945,
0.5940592885017395,
0.48214277625083923,
0.5358850359916687,
0.7052630186080933,
0.696078360080719,
0.26881712675094604,
0.35602086782455444,
0.5728154182434082,
0.4519229531288147,
0.41340771317481995,
0.5263156890869141,
0.649214506149292,
0.6478871703147888,
0.502564013004303,
0.4574466943740845,
0.7729466557502747,
0.653465211391449,
0.572916567325592,
0.6632652282714844,
0.7729466557502747,
0.4864863455295563,
0.535353422164917,
0.3736262619495392,
0.6865670084953308,
0.5106381177902222,
0.5572138428688049,
0.518134593963623,
0.5425531268119812,
0.49484527111053467,
0.488262802362442,
0.2870369255542755,
0.4629628360271454,
0.44976064562797546,
0.4056602716445923,
0.741783857345581,
0.5177663564682007,
0.738461434841156,
0.4946235418319702,
0.4978901743888855,
0.30150744318962097,
0.4108106791973114,
0.32258057594299316,
0.5951218605041504,
0.7214610576629639,
0.7523808479309082,
0.26041656732559204,
0.5445543527603149,
0.6347824931144714,
0.6639002561569214,
0.587719202041626,
0.2430938482284546,
0.7004607319831848,
0.6054052114486694,
0.6999998688697815,
0.5125626921653748,
0.7570091485977173,
0.6568626165390015,
0.511415421962738,
0.4914284646511078,
0.28235283493995667,
0.29473677277565,
0.4022345542907715,
0.48484838008880615,
0.8282826542854309,
0.7305934429168701,
0.5816324949264526,
0.6826921701431274,
0.2784809172153473,
0.44339612126350403,
0.32291656732559204,
0.7761192321777344,
0.798029363155365,
0.3529410660266876,
0.4158414602279663,
0.5816324949264526,
0.3386242389678955,
0.5575219988822937,
0.742857038974762,
0.4487804174423218,
0.4795917272567749,
0.6170212030410767,
0.6236557960510254,
0.633165717124939,
0.4509802758693695,
0.5641024708747864,
0.6315788626670837,
0.657142698764801,
0.41052618622779846,
0.34615373611450195,
0.7902437448501587,
0.6168223023414612,
0.4886362552642822,
0.505154550075531,
0.30208322405815125,
0.6305417418479919
],
"time": 25.85931414924562,
"param": null
},
{
"epoch": 183,
"train_loss": 0.11374273151159286,
"val_loss": 2.3896923065185547,
"acc": 54.27,
"f1": [
0.7536230683326721,
0.6577776670455933,
0.3874344527721405,
0.3068180978298187,
0.348314493894577,
0.5806450843811035,
0.4622640609741211,
0.5418717861175537,
0.7282050251960754,
0.6698563694953918,
0.28723397850990295,
0.35978829860687256,
0.5961536765098572,
0.47222211956977844,
0.4069766402244568,
0.5098037719726562,
0.62135910987854,
0.6415093541145325,
0.47572803497314453,
0.4795917272567749,
0.7699528932571411,
0.6567163467407227,
0.6010361909866333,
0.6806281208992004,
0.7655500173568726,
0.4615383446216583,
0.5520831942558289,
0.3502824008464813,
0.6910993456840515,
0.5174128413200378,
0.5592415928840637,
0.542713463306427,
0.5368419289588928,
0.4975123405456543,
0.48430484533309937,
0.2735848128795624,
0.5099998712539673,
0.4413144290447235,
0.3867923319339752,
0.7403844594955444,
0.5096152424812317,
0.7461138963699341,
0.5053762197494507,
0.5309733152389526,
0.3101603388786316,
0.3936169147491455,
0.32258057594299316,
0.6019416451454163,
0.7373270392417908,
0.7290639281272888,
0.2571427524089813,
0.5517240166664124,
0.6098653674125671,
0.6693875789642334,
0.6066349744796753,
0.26900574564933777,
0.6990289688110352,
0.5851062536239624,
0.6834169626235962,
0.5561496019363403,
0.7853879332542419,
0.6733667254447937,
0.5388126373291016,
0.5142855644226074,
0.2983424663543701,
0.2812499403953552,
0.4204544126987457,
0.4910178482532501,
0.8099998235702515,
0.7117116451263428,
0.5444443225860596,
0.6728971004486084,
0.27096763253211975,
0.47524741291999817,
0.33492809534072876,
0.7692306041717529,
0.7735847234725952,
0.3151514232158661,
0.41269823908805847,
0.5929647088050842,
0.329670250415802,
0.5499998927116394,
0.7586205005645752,
0.4411763548851013,
0.44554442167282104,
0.633333146572113,
0.6486485004425049,
0.6274508833885193,
0.46534639596939087,
0.5714284777641296,
0.6066349744796753,
0.6249998807907104,
0.45631060004234314,
0.34374991059303284,
0.7793425917625427,
0.6197181344032288,
0.49999988079071045,
0.5108694434165955,
0.28723397850990295,
0.6570047736167908
],
"time": 26.364894971251488,
"param": null
},
{
"epoch": 184,
"train_loss": 0.1403198540210724,
"val_loss": 2.108344554901123,
"acc": 54.18,
"f1": [
0.7729466557502747,
0.657534122467041,
0.39378228783607483,
0.2888887822628021,
0.37158459424972534,
0.5727698802947998,
0.46009382605552673,
0.5490195155143738,
0.6907215118408203,
0.6952379941940308,
0.30999991297721863,
0.35897424817085266,
0.6009851098060608,
0.43925222754478455,
0.43749985098838806,
0.5444443225860596,
0.6249998807907104,
0.6502462029457092,
0.46938762068748474,
0.49214646220207214,
0.766355037689209,
0.6384975910186768,
0.5728641748428345,
0.629441499710083,
0.7536230683326721,
0.507771909236908,
0.5595853924751282,
0.3502824008464813,
0.6868685483932495,
0.5306121110916138,
0.5603863000869751,
0.5128204226493835,
0.5473682880401611,
0.49999988079071045,
0.4705880880355835,
0.26728102564811707,
0.4780486822128296,
0.4292236268520355,
0.38427940011024475,
0.7393363118171692,
0.4905658960342407,
0.7473682165145874,
0.5082871913909912,
0.5155554413795471,
0.3060108423233032,
0.423912912607193,
0.32291656732559204,
0.6009388566017151,
0.7248907089233398,
0.725490152835846,
0.2769230008125305,
0.5699480772018433,
0.6278025507926941,
0.6748969554901123,
0.6291078925132751,
0.2681563198566437,
0.6820275187492371,
0.6021503806114197,
0.7064675688743591,
0.5297296643257141,
0.7557602524757385,
0.680412232875824,
0.5164318084716797,
0.5058822631835938,
0.2890172600746155,
0.2765956223011017,
0.4198893904685974,
0.4749998450279236,
0.8059700727462769,
0.7017542123794556,
0.559139609336853,
0.6666665077209473,
0.2771083414554596,
0.4607841968536377,
0.33684200048446655,
0.7804876565933228,
0.8039213418960571,
0.32142847776412964,
0.41666656732559204,
0.572916567325592,
0.3478259742259979,
0.5555554628372192,
0.7524750828742981,
0.43216070532798767,
0.46874985098838806,
0.6243385076522827,
0.6195651292800903,
0.622641384601593,
0.4770641028881073,
0.5526314973831177,
0.6267279982566833,
0.6237622499465942,
0.43523305654525757,
0.3495144844055176,
0.786729633808136,
0.6181817054748535,
0.5082871913909912,
0.5027320981025696,
0.2843601107597351,
0.6666665077209473
],
"time": 26.242453393526375,
"param": null
},
{
"epoch": 185,
"train_loss": 0.1685941368341446,
"val_loss": 2.4182608127593994,
"acc": 54.1,
"f1": [
0.7783250212669373,
0.6418603658676147,
0.3904760777950287,
0.29585790634155273,
0.3459458649158478,
0.5821594595909119,
0.48623839020729065,
0.5333331823348999,
0.683937668800354,
0.7029701471328735,
0.3101603388786316,
0.35416656732559204,
0.5841582417488098,
0.43601882457733154,
0.43786972761154175,
0.5076140761375427,
0.6464645266532898,
0.6448596715927124,
0.48453593254089355,
0.4923075735569,
0.7714284658432007,
0.6570047736167908,
0.5757573843002319,
0.6568626165390015,
0.7562187314033508,
0.49999988079071045,
0.5544553399085999,
0.3535352647304535,
0.7070705890655518,
0.48958322405815125,
0.5700481534004211,
0.529999852180481,
0.5368419289588928,
0.4756755530834198,
0.4657532870769501,
0.2647058069705963,
0.5024629235267639,
0.43362823128700256,
0.39069753885269165,
0.7348835468292236,
0.5125626921653748,
0.7368419766426086,
0.5054942965507507,
0.5108224153518677,
0.27083322405815125,
0.3934425115585327,
0.3386242389678955,
0.5922329425811768,
0.7272725701332092,
0.7298576831817627,
0.2797926664352417,
0.5612244009971619,
0.6375544667243958,
0.6666665077209473,
0.622641384601593,
0.2705881595611572,
0.6854459643363953,
0.5760868191719055,
0.7029701471328735,
0.505154550075531,
0.770642101764679,
0.6899998784065247,
0.5308055877685547,
0.4745761454105377,
0.2807016372680664,
0.2795697748661041,
0.4022987186908722,
0.46913567185401917,
0.8181816339492798,
0.7085200548171997,
0.5578945875167847,
0.6604650020599365,
0.2696628272533417,
0.4607841968536377,
0.3208555281162262,
0.7729466557502747,
0.7999998331069946,
0.33333319425582886,
0.4056602716445923,
0.575916051864624,
0.34374991059303284,
0.5470851063728333,
0.747572660446167,
0.44444429874420166,
0.45685264468193054,
0.6262625455856323,
0.6263735294342041,
0.6435642242431641,
0.46082934737205505,
0.5775861144065857,
0.616071343421936,
0.6336632370948792,
0.4502616822719574,
0.33492809534072876,
0.786729633808136,
0.6484017372131348,
0.49999988079071045,
0.5136610269546509,
0.30208322405815125,
0.6464645266532898
],
"time": 26.502564530819654,
"param": null
},
{
"epoch": 186,
"train_loss": 0.10845343768596649,
"val_loss": 2.087247610092163,
"acc": 54.34,
"f1": [
0.7684727907180786,
0.642857015132904,
0.3794870972633362,
0.3060108423233032,
0.3763439953327179,
0.5767440795898438,
0.48034927248954773,
0.5544553399085999,
0.7005074620246887,
0.6990289688110352,
0.2934781610965729,
0.35820886492729187,
0.6051281094551086,
0.43518510460853577,
0.43930622935295105,
0.5079363584518433,
0.6391751170158386,
0.6448596715927124,
0.4873095452785492,
0.4924621880054474,
0.7809522151947021,
0.6415093541145325,
0.559139609336853,
0.6767675280570984,
0.7729466557502747,
0.4974091649055481,
0.5771142840385437,
0.36464083194732666,
0.7005074620246887,
0.48958322405815125,
0.5833332538604736,
0.5142855644226074,
0.5157893896102905,
0.49746179580688477,
0.48214277625083923,
0.30303022265434265,
0.4827585518360138,
0.4210525453090668,
0.3999998867511749,
0.7333331108093262,
0.5192306637763977,
0.7513225674629211,
0.49729716777801514,
0.4916665554046631,
0.2871793806552887,
0.39153432846069336,
0.3157893717288971,
0.5825241804122925,
0.7239817380905151,
0.721153736114502,
0.2769230008125305,
0.535353422164917,
0.6375544667243958,
0.6639342904090881,
0.6103284358978271,
0.24096375703811646,
0.7053138613700867,
0.5789472460746765,
0.7029701471328735,
0.5714284777641296,
0.7999998331069946,
0.6666665077209473,
0.5555554032325745,
0.4772725999355316,
0.2727271616458893,
0.27322396636009216,
0.42857131361961365,
0.45398759841918945,
0.8181816339492798,
0.7155961990356445,
0.559139609336853,
0.6666665077209473,
0.26086947321891785,
0.45360812544822693,
0.3399999141693115,
0.778846025466919,
0.766355037689209,
0.30674833059310913,
0.44976064562797546,
0.5999999046325684,
0.34736835956573486,
0.5381165146827698,
0.7499997615814209,
0.45544540882110596,
0.47474732995033264,
0.6382977366447449,
0.6483515501022339,
0.6291078925132751,
0.46601933240890503,
0.5569619536399841,
0.6448596715927124,
0.669999897480011,
0.4343433380126953,
0.34042540192604065,
0.7777776718139648,
0.6301368474960327,
0.4945053458213806,
0.49999988079071045,
0.28571420907974243,
0.6565654873847961
],
"time": 26.463577532209456,
"param": null
},
{
"epoch": 187,
"train_loss": 0.08837128430604935,
"val_loss": 2.1435387134552,
"acc": 54.41,
"f1": [
0.7647057771682739,
0.6574072241783142,
0.39795905351638794,
0.30057793855667114,
0.34972667694091797,
0.5981307029724121,
0.49999988079071045,
0.5314008593559265,
0.7076921463012695,
0.6859902143478394,
0.290502667427063,
0.3578946590423584,
0.6051281094551086,
0.43269219994544983,
0.43575406074523926,
0.5177663564682007,
0.6428569555282593,
0.6418603658676147,
0.4827585518360138,
0.48756206035614014,
0.7846888303756714,
0.6538460850715637,
0.6060605049133301,
0.6732671856880188,
0.7499997615814209,
0.505154550075531,
0.5699998736381531,
0.3370785713195801,
0.7199999094009399,
0.5026176571846008,
0.5799998641014099,
0.5416665077209473,
0.5257730484008789,
0.48936155438423157,
0.4886876940727234,
0.3024389147758484,
0.48484835028648376,
0.44036686420440674,
0.39252325892448425,
0.7323941588401794,
0.5213268995285034,
0.7329840660095215,
0.49999988079071045,
0.5130433440208435,
0.30303022265434265,
0.3999999165534973,
0.329670250415802,
0.5809522867202759,
0.7264572381973267,
0.7323941588401794,
0.2713567018508911,
0.5463916063308716,
0.6403507590293884,
0.6666665077209473,
0.6103284358978271,
0.2543351650238037,
0.6915886998176575,
0.5851062536239624,
0.6923075318336487,
0.5326085686683655,
0.7685183882713318,
0.6761903762817383,
0.5395347476005554,
0.4606740176677704,
0.2588233947753906,
0.2727271616458893,
0.42528724670410156,
0.4578312039375305,
0.8282826542854309,
0.7129628658294678,
0.5714284777641296,
0.6857141852378845,
0.2592591345310211,
0.4577113389968872,
0.3386242389678955,
0.7783250212669373,
0.7864076495170593,
0.2954544425010681,
0.4230768084526062,
0.5863873362541199,
0.33333322405815125,
0.5520360469818115,
0.7536230683326721,
0.4292682111263275,
0.474226713180542,
0.6480445265769958,
0.6304346323013306,
0.6285713315010071,
0.4666665494441986,
0.5800864696502686,
0.6244342923164368,
0.6432158946990967,
0.44559577107429504,
0.36893191933631897,
0.786729633808136,
0.6203702688217163,
0.5108694434165955,
0.5106381177902222,
0.282828152179718,
0.6403939127922058
],
"time": 26.098253925330937,
"param": null
},
{
"epoch": 188,
"train_loss": 0.08713602274656296,
"val_loss": 1.9325218200683594,
"acc": 54.42,
"f1": [
0.7647057771682739,
0.6442306041717529,
0.39195966720581055,
0.28723397850990295,
0.3478259742259979,
0.5865383148193359,
0.4818180501461029,
0.5294116735458374,
0.7070705890655518,
0.6952379941940308,
0.29032251238822937,
0.36842095851898193,
0.6048778891563416,
0.4413144290447235,
0.44067782163619995,
0.5263156890869141,
0.6464645266532898,
0.6448596715927124,
0.4975123405456543,
0.4873095452785492,
0.7922703623771667,
0.6411482095718384,
0.5906734466552734,
0.6700506210327148,
0.7559806704521179,
0.5133689045906067,
0.5671641230583191,
0.3502824008464813,
0.7035174369812012,
0.520408034324646,
0.5786800384521484,
0.5333331823348999,
0.5102038979530334,
0.5026176571846008,
0.49090901017189026,
0.28310492634773254,
0.4799998700618744,
0.4454544484615326,
0.40384599566459656,
0.7348835468292236,
0.4950493574142456,
0.7407405972480774,
0.49729716777801514,
0.49999988079071045,
0.29787227511405945,
0.3783782720565796,
0.3387977182865143,
0.5943394899368286,
0.7272725701332092,
0.7203789353370667,
0.30107519030570984,
0.539215624332428,
0.6399998664855957,
0.655870258808136,
0.5953487157821655,
0.26519328355789185,
0.704761803150177,
0.5851062536239624,
0.6859902143478394,
0.5445024967193604,
0.7627905607223511,
0.6766167879104614,
0.5384615063667297,
0.47190994024276733,
0.2705881595611572,
0.26373615860939026,
0.42857131361961365,
0.4790417551994324,
0.8282826542854309,
0.7239817380905151,
0.5743588209152222,
0.6635943651199341,
0.2634729743003845,
0.4670049846172333,
0.34042540192604065,
0.776698887348175,
0.7826085686683655,
0.33720916509628296,
0.4230768084526062,
0.6041665077209473,
0.3386242389678955,
0.5412842631340027,
0.7512193918228149,
0.4585364758968353,
0.4670049846172333,
0.633333146572113,
0.6448085904121399,
0.6220094561576843,
0.4593299925327301,
0.5617020726203918,
0.6339284181594849,
0.6565654873847961,
0.4365480840206146,
0.37320560216903687,
0.7870368957519531,
0.6082947254180908,
0.5084744095802307,
0.502564013004303,
0.29473677277565,
0.6633164882659912
],
"time": 26.541857325471938,
"param": null
},
{
"epoch": 189,
"train_loss": 0.13709867000579834,
"val_loss": 2.159454822540283,
"acc": 54.38,
"f1": [
0.7609753608703613,
0.6572768688201904,
0.38341957330703735,
0.29032251238822937,
0.35483860969543457,
0.5940592885017395,
0.4913792312145233,
0.526829183101654,
0.7171715497970581,
0.6896550059318542,
0.2762430012226105,
0.3510637581348419,
0.5989846587181091,
0.44230756163597107,
0.4021162986755371,
0.5217389464378357,
0.6598983407020569,
0.6600984334945679,
0.48756206035614014,
0.48205116391181946,
0.7999998927116394,
0.6285713315010071,
0.5937498807907104,
0.6764704585075378,
0.7669901251792908,
0.5053762197494507,
0.5428570508956909,
0.3763439953327179,
0.7164177894592285,
0.5079363584518433,
0.5728154182434082,
0.5434780716896057,
0.49999988079071045,
0.5027320981025696,
0.4953269362449646,
0.3041473925113678,
0.48039206862449646,
0.44339612126350403,
0.38914018869400024,
0.741783857345581,
0.4827585518360138,
0.735751211643219,
0.49999988079071045,
0.5145226716995239,
0.29629620909690857,
0.4021162986755371,
0.3369564116001129,
0.5876776576042175,
0.7012985944747925,
0.7255812287330627,
0.2713567018508911,
0.5555554032325745,
0.6607141494750977,
0.661290168762207,
0.6095237135887146,
0.24277448654174805,
0.704761803150177,
0.5714284777641296,
0.6995072364807129,
0.5454544425010681,
0.7641507983207703,
0.666666567325592,
0.5365853309631348,
0.4659089744091034,
0.26900574564933777,
0.27472516894340515,
0.4260353744029999,
0.48809507489204407,
0.8241204619407654,
0.704845666885376,
0.5906734466552734,
0.6698111891746521,
0.2514968812465668,
0.46231144666671753,
0.3386242389678955,
0.7843136787414551,
0.7941174507141113,
0.31764698028564453,
0.4265401363372803,
0.5714284777641296,
0.3529410660266876,
0.5545453429222107,
0.742857038974762,
0.43216070532798767,
0.4623654782772064,
0.6256982088088989,
0.6448085904121399,
0.6470587849617004,
0.4651161730289459,
0.5688887238502502,
0.6126124858856201,
0.6467660069465637,
0.44670039415359497,
0.3738316595554352,
0.8018866777420044,
0.639269232749939,
0.5297296643257141,
0.5268816351890564,
0.27999991178512573,
0.6249998807907104
],
"time": 26.32835050392896,
"param": null
},
{
"epoch": 190,
"train_loss": 0.10880593955516815,
"val_loss": 2.0912773609161377,
"acc": 54.34,
"f1": [
0.7647057771682739,
0.657142698764801,
0.38578668236732483,
0.2824857831001282,
0.36559128761291504,
0.589371919631958,
0.4869564175605774,
0.5527637004852295,
0.6899998784065247,
0.6857141852378845,
0.2810809910297394,
0.3636362552642822,
0.5876287817955017,
0.42857131361961365,
0.4180789887905121,
0.5130888819694519,
0.6532661318778992,
0.6633164882659912,
0.49999988079071045,
0.4766837954521179,
0.7922703623771667,
0.6350710391998291,
0.5863873362541199,
0.6565654873847961,
0.7586205005645752,
0.5079363584518433,
0.5816324949264526,
0.3675675094127655,
0.7099998593330383,
0.5174128413200378,
0.5784311890602112,
0.5279186367988586,
0.5510202646255493,
0.4623654782772064,
0.4770641028881073,
0.3041473925113678,
0.4899998903274536,
0.43518510460853577,
0.39111098647117615,
0.7452828288078308,
0.47572803497314453,
0.7419353127479553,
0.49729716777801514,
0.4918031394481659,
0.29319363832473755,
0.382978618144989,
0.326315701007843,
0.6009851098060608,
0.7012985944747925,
0.7149757146835327,
0.2797926664352417,
0.5670101642608643,
0.6521738171577454,
0.6666665077209473,
0.6376810669898987,
0.26666656136512756,
0.7009344696998596,
0.5670101642608643,
0.6826921701431274,
0.522612988948822,
0.7605632543563843,
0.6868685483932495,
0.5418717861175537,
0.4632767140865326,
0.2807016372680664,
0.290502667427063,
0.4114284813404083,
0.46511611342430115,
0.8258705139160156,
0.7181816697120667,
0.6010361909866333,
0.666666567325592,
0.26666659116744995,
0.467661589384079,
0.326315701007843,
0.7729466557502747,
0.798029363155365,
0.3113771378993988,
0.43999987840652466,
0.572916567325592,
0.35897424817085266,
0.5446427464485168,
0.7393363118171692,
0.44221094250679016,
0.4410255253314972,
0.6298341155052185,
0.6338796615600586,
0.62135910987854,
0.46376800537109375,
0.5814977288246155,
0.6311109066009521,
0.6598983407020569,
0.4489794969558716,
0.38095229864120483,
0.7999998331069946,
0.6301368474960327,
0.5028570294380188,
0.5240640044212341,
0.2914571762084961,
0.6336632370948792
],
"time": 26.832445055246353,
"param": null
},
{
"epoch": 191,
"train_loss": 0.10818451642990112,
"val_loss": 2.033923625946045,
"acc": 54.48,
"f1": [
0.7647057771682739,
0.6605502963066101,
0.3957218527793884,
0.28723397850990295,
0.3555554449558258,
0.5971562266349792,
0.47008538246154785,
0.5418717861175537,
0.7171715497970581,
0.6826921701431274,
0.30939218401908875,
0.3723403513431549,
0.602040708065033,
0.4205606281757355,
0.4180789887905121,
0.5208331942558289,
0.6368157267570496,
0.6509432196617126,
0.4878047704696655,
0.46938762068748474,
0.7846888303756714,
0.6350710391998291,
0.575916051864624,
0.6930691599845886,
0.7572813630104065,
0.5079363584518433,
0.5728641748428345,
0.37158459424972534,
0.7076921463012695,
0.5050503611564636,
0.5870645046234131,
0.5273630023002625,
0.518134593963623,
0.47619032859802246,
0.49999988079071045,
0.28999990224838257,
0.4780486822128296,
0.44036686420440674,
0.38834938406944275,
0.7358488440513611,
0.4951455295085907,
0.7461138963699341,
0.5054942965507507,
0.4918031394481659,
0.26041656732559204,
0.3723403513431549,
0.32978713512420654,
0.6039602756500244,
0.7207205295562744,
0.718893826007843,
0.2999999225139618,
0.5699480772018433,
0.6493505239486694,
0.6721310019493103,
0.6037734746932983,
0.2543351650238037,
0.6981130838394165,
0.572916567325592,
0.6794257164001465,
0.5268816351890564,
0.7727271318435669,
0.6598983407020569,
0.5454544425010681,
0.4640882611274719,
0.2906976044178009,
0.2810809910297394,
0.42352932691574097,
0.4790417551994324,
0.8399998545646667,
0.7214610576629639,
0.5684208869934082,
0.6761903762817383,
0.2560974657535553,
0.4487804174423218,
0.3265305161476135,
0.7860695123672485,
0.8019800782203674,
0.3113771378993988,
0.4365480840206146,
0.5888323187828064,
0.34736835956573486,
0.5529952645301819,
0.7393363118171692,
0.4630540609359741,
0.4615383446216583,
0.6448085904121399,
0.6304346323013306,
0.624390184879303,
0.4622640609741211,
0.5614033937454224,
0.6334840059280396,
0.6497460603713989,
0.44559577107429504,
0.390243798494339,
0.8075116276741028,
0.6325579881668091,
0.5164833664894104,
0.5368419289588928,
0.3147207200527191,
0.6376810669898987
],
"time": 26.094275439158082,
"param": null
},
{
"epoch": 192,
"train_loss": 0.08620000630617142,
"val_loss": 2.0111122131347656,
"acc": 54.45,
"f1": [
0.7536230683326721,
0.666666567325592,
0.3917524814605713,
0.2795697748661041,
0.36871495842933655,
0.5961536765098572,
0.47577083110809326,
0.5523808598518372,
0.6903551816940308,
0.6889951229095459,
0.30270257592201233,
0.3636362552642822,
0.595959484577179,
0.41474640369415283,
0.4180789887905121,
0.5240640044212341,
0.6403939127922058,
0.6448596715927124,
0.49999988079071045,
0.4795917272567749,
0.7922703623771667,
0.6380951404571533,
0.6031745076179504,
0.6732671856880188,
0.747572660446167,
0.5106381177902222,
0.5588234066963196,
0.3586955666542053,
0.7040814757347107,
0.49999988079071045,
0.5714284181594849,
0.5050503611564636,
0.5099998712539673,
0.4756755530834198,
0.4907405972480774,
0.30769219994544983,
0.4878047704696655,
0.4319247901439667,
0.40394076704978943,
0.7323941588401794,
0.4903845191001892,
0.7434553503990173,
0.4918031394481659,
0.48559659719467163,
0.2751321792602539,
0.4088396728038788,
0.3315507173538208,
0.5980390906333923,
0.7248907089233398,
0.718893826007843,
0.28571420907974243,
0.5742572546005249,
0.6577776670455933,
0.6584360599517822,
0.6095237135887146,
0.27118635177612305,
0.7014216780662537,
0.5699480772018433,
0.696078360080719,
0.5380709171295166,
0.7692306041717529,
0.6938773989677429,
0.5410627126693726,
0.4799998700618744,
0.2923975884914398,
0.28260859847068787,
0.41340771317481995,
0.4914284646511078,
0.8265304565429688,
0.7117116451263428,
0.596858561038971,
0.6826921701431274,
0.2873562276363373,
0.46632111072540283,
0.3195875287055969,
0.7843136787414551,
0.8019800782203674,
0.3373492956161499,
0.4230768084526062,
0.572916567325592,
0.37499991059303284,
0.5610858201980591,
0.7393363118171692,
0.43999987840652466,
0.45405393838882446,
0.6243385076522827,
0.6270268559455872,
0.6274508833885193,
0.4509802758693695,
0.5638765096664429,
0.6210044622421265,
0.6632652282714844,
0.44791656732559204,
0.390243798494339,
0.796208381652832,
0.6238530874252319,
0.5164833664894104,
0.5130888819694519,
0.2815532982349396,
0.6467660069465637
],
"time": 26.53889781795442,
"param": null
},
{
"epoch": 193,
"train_loss": 0.07935430854558945,
"val_loss": 2.0590431690216064,
"acc": 54.31,
"f1": [
0.7647057771682739,
0.6635512709617615,
0.3861384987831116,
0.2934781610965729,
0.3542855978012085,
0.5865383148193359,
0.49785396456718445,
0.5327101349830627,
0.7005074620246887,
0.6915886998176575,
0.27472516894340515,
0.3617020547389984,
0.6060605049133301,
0.4158414602279663,
0.4269661605358124,
0.5157893896102905,
0.6363635063171387,
0.6448596715927124,
0.48484835028648376,
0.48484835028648376,
0.7809522151947021,
0.6380951404571533,
0.5851062536239624,
0.6732671856880188,
0.7499997615814209,
0.5026176571846008,
0.5472635626792908,
0.36065563559532166,
0.7010307908058167,
0.5128204226493835,
0.5728154182434082,
0.5273630023002625,
0.5102038979530334,
0.47619032859802246,
0.5023254752159119,
0.27488142251968384,
0.48756206035614014,
0.41628947854042053,
0.40384599566459656,
0.7358488440513611,
0.5094338655471802,
0.7434553503990173,
0.4864863455295563,
0.5065500736236572,
0.26395928859710693,
0.3999998867511749,
0.3195875287055969,
0.5904760956764221,
0.7272725701332092,
0.722222089767456,
0.27551010251045227,
0.572916567325592,
0.6519822478294373,
0.6639002561569214,
0.6009388566017151,
0.2584269046783447,
0.6952379941940308,
0.5820105075836182,
0.6926827430725098,
0.5312498211860657,
0.7657655477523804,
0.6733667254447937,
0.5523808598518372,
0.4692735970020294,
0.27218925952911377,
0.2702701687812805,
0.4277455508708954,
0.48314592242240906,
0.8265304565429688,
0.7111109495162964,
0.5863873362541199,
0.6826921701431274,
0.27218925952911377,
0.45918354392051697,
0.32989683747291565,
0.7920790910720825,
0.798029363155365,
0.3113771378993988,
0.4365480840206146,
0.5918366312980652,
0.3487178385257721,
0.5727270841598511,
0.7536230683326721,
0.4410255253314972,
0.43979042768478394,
0.6417111158370972,
0.6451612114906311,
0.62135910987854,
0.4541061818599701,
0.5652172565460205,
0.6210044622421265,
0.6530610918998718,
0.43850257992744446,
0.37209296226501465,
0.8056870102882385,
0.622641384601593,
0.524590015411377,
0.5263156890869141,
0.29319363832473755,
0.6403939127922058
],
"time": 27.308942575939,
"param": null
},
{
"epoch": 194,
"train_loss": 0.10127180814743042,
"val_loss": 2.078197479248047,
"acc": 54.2,
"f1": [
0.7572813630104065,
0.6574072241783142,
0.3917524814605713,
0.28415289521217346,
0.35955044627189636,
0.5853657722473145,
0.4913792312145233,
0.5384615063667297,
0.6907215118408203,
0.6981130838394165,
0.2887699604034424,
0.36842095851898193,
0.5911328792572021,
0.4311925768852234,
0.41573023796081543,
0.5079363584518433,
0.6310677528381348,
0.6476188898086548,
0.4897957742214203,
0.505154550075531,
0.7846888303756714,
0.6346153020858765,
0.5833332538604736,
0.6865670084953308,
0.7378638982772827,
0.5052630305290222,
0.5685278177261353,
0.3370785713195801,
0.7035174369812012,
0.5279186367988586,
0.5714284181594849,
0.5170730352401733,
0.4873095452785492,
0.46808499097824097,
0.4766353964805603,
0.2816900908946991,
0.4827585518360138,
0.4292236268520355,
0.3999998867511749,
0.7368419766426086,
0.4907405972480774,
0.7407405972480774,
0.4918031394481659,
0.48559659719467163,
0.2722512185573578,
0.4044942855834961,
0.33333325386047363,
0.5911328792572021,
0.7377776503562927,
0.707547128200531,
0.30051806569099426,
0.5699998736381531,
0.6491227149963379,
0.6666665077209473,
0.6124400496482849,
0.2598869204521179,
0.6915886998176575,
0.5851062536239624,
0.6956520080566406,
0.5252523422241211,
0.7636361122131348,
0.6734693050384521,
0.5463413596153259,
0.4632767140865326,
0.2923975884914398,
0.26373615860939026,
0.4204544126987457,
0.497041255235672,
0.8282826542854309,
0.7123286128044128,
0.5894736051559448,
0.6761903762817383,
0.26900574564933777,
0.4615383446216583,
0.3208555281162262,
0.7826085686683655,
0.7902437448501587,
0.30674833059310913,
0.4183672070503235,
0.5906734466552734,
0.36269423365592957,
0.5560536980628967,
0.7609753608703613,
0.4257424473762512,
0.4646463394165039,
0.6243385076522827,
0.6229507327079773,
0.6124400496482849,
0.4607841968536377,
0.5575219988822937,
0.6188339591026306,
0.6565654873847961,
0.43523305654525757,
0.3842363655567169,
0.7999998331069946,
0.6210044622421265,
0.5056177973747253,
0.5026736855506897,
0.28571417927742004,
0.6567163467407227
],
"time": 26.35298354923725,
"param": null
},
{
"epoch": 195,
"train_loss": 0.1307389736175537,
"val_loss": 2.178987979888916,
"acc": 54.38,
"f1": [
0.7632849216461182,
0.6543776988983154,
0.3894736170768738,
0.29032251238822937,
0.3428570628166199,
0.6048778891563416,
0.47210294008255005,
0.5420559644699097,
0.7135677337646484,
0.6857141852378845,
0.2810809910297394,
0.36649200320243835,
0.5989846587181091,
0.4205606281757355,
0.42285704612731934,
0.5157893896102905,
0.6565654873847961,
0.6478871703147888,
0.48756206035614014,
0.4924621880054474,
0.7922703623771667,
0.6411482095718384,
0.5863873362541199,
0.666666567325592,
0.735293984413147,
0.49214646220207214,
0.5699998736381531,
0.3575417995452881,
0.7076921463012695,
0.507771909236908,
0.5728154182434082,
0.5151513814926147,
0.4924621880054474,
0.48421040177345276,
0.504761815071106,
0.30331745743751526,
0.48309168219566345,
0.4413144290447235,
0.4179103374481201,
0.7464112639427185,
0.4834122061729431,
0.7499998807907104,
0.4918031394481659,
0.4957263767719269,
0.27551010251045227,
0.4088396728038788,
0.3406592309474945,
0.5853657722473145,
0.7217390537261963,
0.722222089767456,
0.2741115987300873,
0.5728641748428345,
0.6460175514221191,
0.6776858568191528,
0.5953487157821655,
0.2758619785308838,
0.6948355436325073,
0.5806450843811035,
0.6995072364807129,
0.5312498211860657,
0.770642101764679,
0.6666665077209473,
0.5490195155143738,
0.4606740176677704,
0.27118635177612305,
0.2765956223011017,
0.41573023796081543,
0.47953203320503235,
0.8282826542854309,
0.6968324184417725,
0.5918366312980652,
0.6761903762817383,
0.2543351650238037,
0.4717947542667389,
0.3402060866355896,
0.7902437448501587,
0.7902437448501587,
0.3272726535797119,
0.4257424473762512,
0.602040708065033,
0.35416656732559204,
0.5437787175178528,
0.7499997615814209,
0.45320188999176025,
0.474226713180542,
0.6378377079963684,
0.6229507327079773,
0.62135910987854,
0.4585364758968353,
0.5589519143104553,
0.6244342923164368,
0.6435642242431641,
0.4410255253314972,
0.3653844892978668,
0.8018866777420044,
0.6103284358978271,
0.535519003868103,
0.5347592234611511,
0.2959182858467102,
0.6435642242431641
],
"time": 26.331388340331614,
"param": null
},
{
"epoch": 196,
"train_loss": 0.13345789909362793,
"val_loss": 2.205747127532959,
"acc": 54.41,
"f1": [
0.7609753608703613,
0.6574072241783142,
0.38775497674942017,
0.29032251238822937,
0.3406592309474945,
0.5922329425811768,
0.48908287286758423,
0.5507245063781738,
0.7142855525016785,
0.688372015953064,
0.29787227511405945,
0.36842095851898193,
0.6069650650024414,
0.42857131361961365,
0.41573023796081543,
0.5157893896102905,
0.6633164882659912,
0.6572768688201904,
0.47715723514556885,
0.49484527111053467,
0.7809522151947021,
0.6380951404571533,
0.5803107619285583,
0.6831682324409485,
0.728155255317688,
0.4974091649055481,
0.5656563639640808,
0.3370785713195801,
0.7005074620246887,
0.5157893896102905,
0.5714284181594849,
0.5177663564682007,
0.5049503445625305,
0.48421040177345276,
0.4907405972480774,
0.280373752117157,
0.4780486822128296,
0.44444432854652405,
0.4019606411457062,
0.7403844594955444,
0.4834122061729431,
0.7407405972480774,
0.4812833070755005,
0.48132768273353577,
0.2901553809642792,
0.40659332275390625,
0.32978713512420654,
0.5837318897247314,
0.7321426868438721,
0.7162789106369019,
0.2783504128456116,
0.5786800384521484,
0.6517856121063232,
0.6584360599517822,
0.6037734746932983,
0.262857049703598,
0.7081338167190552,
0.594594419002533,
0.6859902143478394,
0.5473682880401611,
0.7671231031417847,
0.6701029539108276,
0.5533979535102844,
0.4685713052749634,
0.2807016372680664,
0.27173903584480286,
0.42285704612731934,
0.5058822631835938,
0.8324871063232422,
0.702702522277832,
0.5894736051559448,
0.6729856729507446,
0.2705881595611572,
0.4646463394165039,
0.3157893717288971,
0.7843136787414551,
0.7902437448501587,
0.3151514232158661,
0.4365480840206146,
0.5999999046325684,
0.36082467436790466,
0.5624998807907104,
0.7572813630104065,
0.45320188999176025,
0.46632111072540283,
0.6276593804359436,
0.6162160634994507,
0.6124400496482849,
0.4705880880355835,
0.5546217560768127,
0.6244342923164368,
0.6565654873847961,
0.43979042768478394,
0.37914684414863586,
0.7981219291687012,
0.6296295523643494,
0.5384613871574402,
0.5212765336036682,
0.2886596620082855,
0.6470587849617004
],
"time": 26.571999453939497,
"param": null
},
{
"epoch": 197,
"train_loss": 0.1274697631597519,
"val_loss": 2.2252941131591797,
"acc": 54.39,
"f1": [
0.7647057771682739,
0.6574072241783142,
0.38974347710609436,
0.27322396636009216,
0.3428570628166199,
0.5882351994514465,
0.48034927248954773,
0.5428570508956909,
0.7029701471328735,
0.6886791586875916,
0.2812499403953552,
0.37433144450187683,
0.6030149459838867,
0.4259258210659027,
0.4180789887905121,
0.510416567325592,
0.6439023613929749,
0.6540283560752869,
0.4899998903274536,
0.4923075735569,
0.7772510051727295,
0.6442306041717529,
0.5937498807907104,
0.666666567325592,
0.742857038974762,
0.5026176571846008,
0.5714284777641296,
0.3389829397201538,
0.697435736656189,
0.5079363584518433,
0.5658535361289978,
0.518134593963623,
0.5076140761375427,
0.4705881178379059,
0.49765241146087646,
0.2882882058620453,
0.4780486822128296,
0.4549761712551117,
0.3999999165534973,
0.7393363118171692,
0.5049503445625305,
0.7434553503990173,
0.4864863455295563,
0.4918031394481659,
0.2736841142177582,
0.3934425115585327,
0.32804223895072937,
0.5990337133407593,
0.7327585220336914,
0.7162789106369019,
0.2797926664352417,
0.5612244009971619,
0.6519822478294373,
0.6720646619796753,
0.6074764728546143,
0.24999991059303284,
0.7109003663063049,
0.5820105075836182,
0.6999998688697815,
0.5388599634170532,
0.7671231031417847,
0.666666567325592,
0.5533979535102844,
0.4712642431259155,
0.26900574564933777,
0.26455017924308777,
0.4161849021911621,
0.49411749839782715,
0.8282826542854309,
0.702702522277832,
0.5863873362541199,
0.6794257164001465,
0.278787761926651,
0.474226713180542,
0.324607253074646,
0.7729466557502747,
0.7941174507141113,
0.3373492956161499,
0.43902426958084106,
0.6082472205162048,
0.3419688045978546,
0.5607475638389587,
0.742857038974762,
0.43902426958084106,
0.4545453190803528,
0.6310158967971802,
0.6195651292800903,
0.6183573603630066,
0.46376800537109375,
0.5599998831748962,
0.616071343421936,
0.6530610918998718,
0.4502616822719574,
0.3827749788761139,
0.7981219291687012,
0.6301368474960327,
0.522222101688385,
0.5347592234611511,
0.30208322405815125,
0.6504853367805481
],
"time": 26.52257915213704,
"param": null
},
{
"epoch": 198,
"train_loss": 0.09373602271080017,
"val_loss": 1.9779720306396484,
"acc": 54.36,
"f1": [
0.7609753608703613,
0.6604650020599365,
0.3838382363319397,
0.29319363832473755,
0.3370785713195801,
0.5870645046234131,
0.4786323606967926,
0.5420559644699097,
0.696078360080719,
0.6952379941940308,
0.2887699604034424,
0.36649200320243835,
0.6009851098060608,
0.42201822996139526,
0.4204544126987457,
0.5240640044212341,
0.666666567325592,
0.6448596715927124,
0.4717947542667389,
0.4897957742214203,
0.7922703623771667,
0.6350710391998291,
0.5803107619285583,
0.666666567325592,
0.741463303565979,
0.5026176571846008,
0.5583755373954773,
0.3502824008464813,
0.6907215118408203,
0.510416567325592,
0.561576247215271,
0.5125626921653748,
0.5025123953819275,
0.4705881178379059,
0.5116277933120728,
0.30046939849853516,
0.49019595980644226,
0.44976064562797546,
0.4019606411457062,
0.7464112639427185,
0.4857141971588135,
0.7434553503990173,
0.4918031394481659,
0.4978901743888855,
0.27083322405815125,
0.4043714702129364,
0.326315701007843,
0.5904760956764221,
0.7241377830505371,
0.722222089767456,
0.2842104732990265,
0.5773194432258606,
0.6375544667243958,
0.6666665077209473,
0.6066349744796753,
0.2643677294254303,
0.707547128200531,
0.5806450843811035,
0.6999998688697815,
0.5360823273658752,
0.770642101764679,
0.6734693050384521,
0.5550238490104675,
0.4777776598930359,
0.28571417927742004,
0.2622949779033661,
0.4114284813404083,
0.49411749839782715,
0.8282826542854309,
0.7117116451263428,
0.5894736051559448,
0.6761903762817383,
0.2558138370513916,
0.4717947542667389,
0.32804223895072937,
0.778846025466919,
0.798029363155365,
0.3113771378993988,
0.4466018080711365,
0.5929647088050842,
0.35532984137535095,
0.5610858201980591,
0.7358488440513611,
0.43564343452453613,
0.46632111072540283,
0.6344084739685059,
0.6338796615600586,
0.6108372807502747,
0.4487804174423218,
0.5517240166664124,
0.6330273747444153,
0.6565654873847961,
0.446808397769928,
0.3653844892978668,
0.8018866777420044,
0.6203702688217163,
0.5280897617340088,
0.5347592234611511,
0.2944161295890808,
0.6467660069465637
],
"time": 26.182213583029807,
"param": null
},
{
"epoch": 199,
"train_loss": 0.08200627565383911,
"val_loss": 2.097095489501953,
"acc": 54.42,
"f1": [
0.7536230683326721,
0.6543776988983154,
0.38974347710609436,
0.28571420907974243,
0.36158180236816406,
0.6009388566017151,
0.4824560582637787,
0.5402842164039612,
0.7171715497970581,
0.6851851344108582,
0.2795697748661041,
0.36842095851898193,
0.6060605049133301,
0.42857131361961365,
0.42285704612731934,
0.5240640044212341,
0.6467660069465637,
0.6476188898086548,
0.4824119210243225,
0.48205116391181946,
0.7772510051727295,
0.6442306041717529,
0.5743588209152222,
0.6764704585075378,
0.7403844594955444,
0.49999988079071045,
0.5728641748428345,
0.3389829397201538,
0.6907215118408203,
0.520408034324646,
0.5742572546005249,
0.5102038979530334,
0.5102038979530334,
0.4787232577800751,
0.5046727657318115,
0.2719297707080841,
0.4827585518360138,
0.44651150703430176,
0.4059404730796814,
0.7358488440513611,
0.48803818225860596,
0.7473682165145874,
0.48913031816482544,
0.5021275877952576,
0.28571420907974243,
0.3999999165534973,
0.32978713512420654,
0.5999999046325684,
0.728888750076294,
0.7230044603347778,
0.2780747711658478,
0.5583755373954773,
0.6425337791442871,
0.6666665077209473,
0.6103284358978271,
0.2543351650238037,
0.721153736114502,
0.5744680166244507,
0.6893202662467957,
0.5520831942558289,
0.7671231031417847,
0.6700506210327148,
0.5533979535102844,
0.4692735970020294,
0.27218925952911377,
0.26666656136512756,
0.4302324652671814,
0.49710968136787415,
0.8383836150169373,
0.7117116451263428,
0.5744680166244507,
0.6761903762817383,
0.27380943298339844,
0.46938762068748474,
0.3195875287055969,
0.7881771922111511,
0.7864076495170593,
0.31901830434799194,
0.4313724637031555,
0.5948716402053833,
0.3523315489292145,
0.5688887238502502,
0.7512193918228149,
0.44776105880737305,
0.4615383446216583,
0.6344084739685059,
0.6153845191001892,
0.6124400496482849,
0.4688993990421295,
0.5603446960449219,
0.6272726058959961,
0.6532661318778992,
0.43979042768478394,
0.37320560216903687,
0.8056870102882385,
0.6175113916397095,
0.5444443225860596,
0.524590015411377,
0.2944161295890808,
0.6403939127922058
],
"time": 26.334034358151257,
"param": null
}
]
}
Reference in a new issue View git blame Copy permalink