smart_augmentation/higher/res/log/Aug_mod(Data_augV5(Mix0.8-8TFx3-Mag)-LeNet)-150 epochs (dataug:0)- 1 in_it.json

6332 lines
107 KiB
JSON
Raw Normal View History

2020-02-28 16:32:22 -05:00
{
"Accuracy": 74.43,
"Time": [
109.11429350286001,
3.194097033490487,
16413.530010869
],
"Optimizer": {
"Meta": {
"optim": "Adam",
"lr": 0.01
},
"Inner": {
"optim": "SGD",
"lr": 0.01,
"momentum": 0.9
}
},
"Device": "TITAN RTX",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY"
],
"Log": [
{
"epoch": 1,
"train_loss": 4.509612083435059,
"val_loss": 2.255953073501587,
"acc": 17.77,
"time": 100.724193555,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.11162255704402924,
"m": 0.5
},
{
"p": 0.10743510723114014,
"m": 0.5
},
{
"p": 0.14507707953453064,
"m": 0.5
},
{
"p": 0.13630467653274536,
"m": 0.9752663969993591
},
{
"p": 0.1254623681306839,
"m": 0.901388943195343
},
{
"p": 0.10516082495450974,
"m": 0.9714936017990112
},
{
"p": 0.1498688906431198,
"m": 0.9565703272819519
},
{
"p": 0.11906849592924118,
"m": 0.9259482622146606
}
]
},
{
"epoch": 2,
"train_loss": 3.829087257385254,
"val_loss": 1.969200611114502,
"acc": 29.51,
"time": 114.815968063,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.13098683953285217,
"m": 0.5
},
{
"p": 0.07763708382844925,
"m": 0.5
},
{
"p": 0.13567741215229034,
"m": 0.5
},
{
"p": 0.14062164723873138,
"m": 0.9199421405792236
},
{
"p": 0.14646440744400024,
"m": 0.8588032722473145
},
{
"p": 0.12753117084503174,
"m": 0.7208621501922607
},
{
"p": 0.13361860811710358,
"m": 1.0
},
{
"p": 0.10746286064386368,
"m": 0.9786593914031982
}
]
},
{
"epoch": 3,
"train_loss": 3.8047049045562744,
"val_loss": 1.8604358434677124,
"acc": 36.72,
"time": 111.881643341,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.143452987074852,
"m": 0.5
},
{
"p": 0.039186783134937286,
"m": 0.5
},
{
"p": 0.1577586829662323,
"m": 0.5
},
{
"p": 0.14519330859184265,
"m": 0.8294525742530823
},
{
"p": 0.12477646768093109,
"m": 0.8908625841140747
},
{
"p": 0.14542946219444275,
"m": 0.9160998463630676
},
{
"p": 0.14038051664829254,
"m": 0.9949916005134583
},
{
"p": 0.10382182151079178,
"m": 0.9992115497589111
}
]
},
{
"epoch": 4,
"train_loss": 3.5632381439208984,
"val_loss": 1.6429754495620728,
"acc": 41.96,
"time": 106.641995893,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.16944117844104767,
"m": 0.5
},
{
"p": 0.0012479970464482903,
"m": 0.5
},
{
"p": 0.16393685340881348,
"m": 0.5
},
{
"p": 0.1774059385061264,
"m": 0.7435067892074585
},
{
"p": 0.06303269416093826,
"m": 0.8500971794128418
},
{
"p": 0.12304534763097763,
"m": 0.938670814037323
},
{
"p": 0.1767793893814087,
"m": 0.930027425289154
},
{
"p": 0.12511062622070312,
"m": 0.9819722771644592
}
]
},
{
"epoch": 5,
"train_loss": 3.2954764366149902,
"val_loss": 1.522843837738037,
"acc": 44.47,
"time": 106.6495347,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.18223698437213898,
"m": 0.5
},
{
"p": 0.010819444432854652,
"m": 0.5
},
{
"p": 0.20986570417881012,
"m": 0.5
},
{
"p": 0.1500745266675949,
"m": 0.7349882125854492
},
{
"p": 0.0442630797624588,
"m": 0.8794943690299988
},
{
"p": 0.1181541234254837,
"m": 0.7375598549842834
},
{
"p": 0.1457703858613968,
"m": 0.77077317237854
},
{
"p": 0.138815775513649,
"m": 0.9499219059944153
}
]
},
{
"epoch": 6,
"train_loss": 3.711118698120117,
"val_loss": 1.514702320098877,
"acc": 47.1,
"time": 106.67294378300005,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.1815870702266693,
"m": 0.5
},
{
"p": 0.010809792205691338,
"m": 0.5
},
{
"p": 0.1927821934223175,
"m": 0.5
},
{
"p": 0.16995172202587128,
"m": 0.7602391242980957
},
{
"p": 0.03604669123888016,
"m": 0.8201316595077515
},
{
"p": 0.07911817729473114,
"m": 0.9002833962440491
},
{
"p": 0.17218820750713348,
"m": 0.7765247821807861
},
{
"p": 0.15751610696315765,
"m": 0.8875858783721924
}
]
},
{
"epoch": 7,
"train_loss": 3.4009640216827393,
"val_loss": 1.4144082069396973,
"acc": 50.01,
"time": 107.29829089099997,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.18987801671028137,
"m": 0.5
},
{
"p": 0.001246495870873332,
"m": 0.5
},
{
"p": 0.22441382706165314,
"m": 0.5
},
{
"p": 0.18444396555423737,
"m": 0.7162061333656311
},
{
"p": 0.001246495870873332,
"m": 0.8518255352973938
},
{
"p": 0.07024180889129639,
"m": 1.0
},
{
"p": 0.1673341989517212,
"m": 0.7801921963691711
},
{
"p": 0.16119523346424103,
"m": 0.9323886632919312
}
]
},
{
"epoch": 8,
"train_loss": 2.8655734062194824,
"val_loss": 1.3502813577651978,
"acc": 51.57,
"time": 106.333951372,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2397538423538208,
"m": 0.5
},
{
"p": 0.04548397287726402,
"m": 0.5
},
{
"p": 0.23285767436027527,
"m": 0.5
},
{
"p": 0.09868484735488892,
"m": 0.647746741771698
},
{
"p": 0.029016021639108658,
"m": 0.8086472153663635
},
{
"p": 0.0012355484068393707,
"m": 0.9693586826324463
},
{
"p": 0.21236981451511383,
"m": 0.685287594795227
},
{
"p": 0.140598326921463,
"m": 0.9250166416168213
}
]
},
{
"epoch": 9,
"train_loss": 2.8937110900878906,
"val_loss": 1.359687328338623,
"acc": 52.71,
"time": 106.04864438200002,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.18188799917697906,
"m": 0.5
},
{
"p": 0.05033469200134277,
"m": 0.5
},
{
"p": 0.18539689481258392,
"m": 0.5
},
{
"p": 0.16193310916423798,
"m": 0.8980851769447327
},
{
"p": 0.024863503873348236,
"m": 0.8204657435417175
},
{
"p": 0.06716149300336838,
"m": 0.9803791046142578
},
{
"p": 0.1690179854631424,
"m": 0.7807148098945618
},
{
"p": 0.15940432250499725,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 2.7419986724853516,
"val_loss": 1.3363913297653198,
"acc": 53.63,
"time": 106.19943628199997,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.17963336408138275,
"m": 0.5
},
{
"p": 0.0175112746655941,
"m": 0.5
},
{
"p": 0.23512296378612518,
"m": 0.5
},
{
"p": 0.15982165932655334,
"m": 0.8630615472793579
},
{
"p": 0.006636614445596933,
"m": 0.7773393392562866
},
{
"p": 0.051488570868968964,
"m": 0.7689891457557678
},
{
"p": 0.20217643678188324,
"m": 0.7405107021331787
},
{
"p": 0.14760920405387878,
"m": 0.9577151536941528
}
]
},
{
"epoch": 11,
"train_loss": 2.9937996864318848,
"val_loss": 1.2177037000656128,
"acc": 55.59,
"time": 107.50354298799994,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.1773364096879959,
"m": 0.5
},
{
"p": 0.0012428462505340576,
"m": 0.5
},
{
"p": 0.2506454288959503,
"m": 0.5
},
{
"p": 0.16705819964408875,
"m": 0.839693009853363
},
{
"p": 0.0012428462505340576,
"m": 0.6557842493057251
},
{
"p": 0.029656069353222847,
"m": 0.910476803779602
},
{
"p": 0.21522566676139832,
"m": 0.7224435210227966
},
{
"p": 0.1575925499200821,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 3.1991257667541504,
"val_loss": 1.2285664081573486,
"acc": 57.72,
"time": 104.44133046000002,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.20470009744167328,
"m": 0.5
},
{
"p": 0.0012428592890501022,
"m": 0.5
},
{
"p": 0.24307845532894135,
"m": 0.5
},
{
"p": 0.16569530963897705,
"m": 0.9313822388648987
},
{
"p": 0.0012428592890501022,
"m": 0.7988514304161072
},
{
"p": 0.05828811600804329,
"m": 0.921690821647644
},
{
"p": 0.19826765358448029,
"m": 0.8121952414512634
},
{
"p": 0.12748456001281738,
"m": 0.9969232678413391
}
]
},
{
"epoch": 13,
"train_loss": 2.899845838546753,
"val_loss": 1.1398755311965942,
"acc": 59.62,
"time": 105.25690415999998,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19237183034420013,
"m": 0.5
},
{
"p": 0.0012450874783098698,
"m": 0.5
},
{
"p": 0.2359437644481659,
"m": 0.5
},
{
"p": 0.17851528525352478,
"m": 0.8512270450592041
},
{
"p": 0.01168812345713377,
"m": 0.7859329581260681
},
{
"p": 0.07340893894433975,
"m": 1.0
},
{
"p": 0.18051472306251526,
"m": 0.7832634449005127
},
{
"p": 0.12631215155124664,
"m": 0.9785579442977905
}
]
},
{
"epoch": 14,
"train_loss": 2.6261539459228516,
"val_loss": 1.0691540241241455,
"acc": 57.75,
"time": 104.61813760200016,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21399907767772675,
"m": 0.5
},
{
"p": 0.01706117019057274,
"m": 0.5
},
{
"p": 0.19948916137218475,
"m": 0.5
},
{
"p": 0.15313856303691864,
"m": 0.8975419998168945
},
{
"p": 0.008390587754547596,
"m": 0.8622746467590332
},
{
"p": 0.08104261755943298,
"m": 0.9801127314567566
},
{
"p": 0.1868291050195694,
"m": 0.8014841079711914
},
{
"p": 0.1400497704744339,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 2.5400261878967285,
"val_loss": 1.1359020471572876,
"acc": 59.08,
"time": 107.83870901099999,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.20194265246391296,
"m": 0.5
},
{
"p": 0.021606281399726868,
"m": 0.5
},
{
"p": 0.21837539970874786,
"m": 0.5
},
{
"p": 0.14427350461483002,
"m": 0.8276031613349915
},
{
"p": 0.019027208909392357,
"m": 0.892536461353302
},
{
"p": 0.06541985273361206,
"m": 0.9947699308395386
},
{
"p": 0.19862939417362213,
"m": 0.87545245885849
},
{
"p": 0.13072572648525238,
"m": 0.9898125529289246
}
]
},
{
"epoch": 16,
"train_loss": 2.7094645500183105,
"val_loss": 1.1647716760635376,
"acc": 60.19,
"time": 105.92361911000012,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.17392075061798096,
"m": 0.5
},
{
"p": 0.028186429291963577,
"m": 0.5
},
{
"p": 0.1933300644159317,
"m": 0.5
},
{
"p": 0.15558356046676636,
"m": 0.7770097255706787
},
{
"p": 0.03708794713020325,
"m": 0.8890949487686157
},
{
"p": 0.08104521036148071,
"m": 0.8702364563941956
},
{
"p": 0.1910129189491272,
"m": 0.7011769413948059
},
{
"p": 0.13983309268951416,
"m": 0.9897611737251282
}
]
},
{
"epoch": 17,
"train_loss": 2.53078293800354,
"val_loss": 1.1862201690673828,
"acc": 61.21,
"time": 107.30829392100009,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.18225876986980438,
"m": 0.5
},
{
"p": 0.0036260480992496014,
"m": 0.5
},
{
"p": 0.22302311658859253,
"m": 0.5
},
{
"p": 0.1581680327653885,
"m": 0.8602752089500427
},
{
"p": 0.02150779590010643,
"m": 1.0
},
{
"p": 0.08092299103736877,
"m": 0.9677237868309021
},
{
"p": 0.19475771486759186,
"m": 0.8299301862716675
},
{
"p": 0.13573555648326874,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 2.7339730262756348,
"val_loss": 1.028266191482544,
"acc": 62.64,
"time": 105.69320021999988,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2296888679265976,
"m": 0.5
},
{
"p": 0.013648446649312973,
"m": 0.5
},
{
"p": 0.21688610315322876,
"m": 0.5
},
{
"p": 0.11970613151788712,
"m": 0.8949713110923767
},
{
"p": 0.010600260458886623,
"m": 0.8789212703704834
},
{
"p": 0.08109771460294724,
"m": 0.954393208026886
},
{
"p": 0.21415108442306519,
"m": 1.0
},
{
"p": 0.11422134190797806,
"m": 0.8757027387619019
}
]
},
{
"epoch": 19,
"train_loss": 2.252312660217285,
"val_loss": 1.0088340044021606,
"acc": 62.24,
"time": 105.91097590699997,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19680383801460266,
"m": 0.5
},
{
"p": 0.0020612964872270823,
"m": 0.5
},
{
"p": 0.22531507909297943,
"m": 0.5
},
{
"p": 0.15153329074382782,
"m": 0.9232562184333801
},
{
"p": 0.023279355838894844,
"m": 0.7816641330718994
},
{
"p": 0.07497154921293259,
"m": 0.9957123398780823
},
{
"p": 0.20335562527179718,
"m": 0.971619188785553
},
{
"p": 0.12268004566431046,
"m": 0.9027926325798035
}
]
},
{
"epoch": 20,
"train_loss": 2.1094119548797607,
"val_loss": 0.9840515851974487,
"acc": 62.96,
"time": 105.82176799800027,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.18063759803771973,
"m": 0.5
},
{
"p": 0.017449626699090004,
"m": 0.5
},
{
"p": 0.21000048518180847,
"m": 0.5
},
{
"p": 0.16072973608970642,
"m": 0.8510453701019287
},
{
"p": 0.0216501634567976,
"m": 0.6504479050636292
},
{
"p": 0.06504473835229874,
"m": 1.0
},
{
"p": 0.19156919419765472,
"m": 0.9988307356834412
},
{
"p": 0.15291844308376312,
"m": 0.9983922839164734
}
]
},
{
"epoch": 21,
"train_loss": 2.4734561443328857,
"val_loss": 1.0602766275405884,
"acc": 64.2,
"time": 109.19114622500001,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.18956595659255981,
"m": 0.5
},
{
"p": 0.03309576213359833,
"m": 0.5
},
{
"p": 0.2117777019739151,
"m": 0.5
},
{
"p": 0.1498126983642578,
"m": 0.9483464956283569
},
{
"p": 0.03635389730334282,
"m": 0.7640923857688904
},
{
"p": 0.03616448491811752,
"m": 0.9278193116188049
},
{
"p": 0.19862625002861023,
"m": 0.9524750709533691
},
{
"p": 0.14460322260856628,
"m": 0.9598036408424377
}
]
},
{
"epoch": 22,
"train_loss": 2.489572763442993,
"val_loss": 1.0050687789916992,
"acc": 64.29,
"time": 111.3748902960001,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.18681924045085907,
"m": 0.5
},
{
"p": 0.005951072555035353,
"m": 0.5
},
{
"p": 0.23018668591976166,
"m": 0.5
},
{
"p": 0.15680918097496033,
"m": 0.7632462978363037
},
{
"p": 0.04773442819714546,
"m": 0.6174545288085938
},
{
"p": 0.03676900267601013,
"m": 1.0
},
{
"p": 0.16754327714443207,
"m": 1.0
},
{
"p": 0.1681870073080063,
"m": 0.9644029140472412
}
]
},
{
"epoch": 23,
"train_loss": 2.228217840194702,
"val_loss": 1.0372096300125122,
"acc": 64.02,
"time": 110.37788907200002,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2086295783519745,
"m": 0.5
},
{
"p": 0.001231121364980936,
"m": 0.5
},
{
"p": 0.23812684416770935,
"m": 0.5
},
{
"p": 0.1349993199110031,
"m": 0.8060513734817505
},
{
"p": 0.04315731301903725,
"m": 0.8143647313117981
},
{
"p": 0.03054221346974373,
"m": 0.9773848652839661
},
{
"p": 0.18596972525119781,
"m": 0.9193580746650696
},
{
"p": 0.15734384953975677,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 2.1274640560150146,
"val_loss": 0.9885421395301819,
"acc": 64.43,
"time": 106.15336080099996,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.22869008779525757,
"m": 0.5
},
{
"p": 0.0012482054298743606,
"m": 0.5
},
{
"p": 0.20216774940490723,
"m": 0.5
},
{
"p": 0.14794792234897614,
"m": 0.8600332140922546
},
{
"p": 0.051025714725255966,
"m": 0.5802406668663025
},
{
"p": 0.044355057179927826,
"m": 0.8570775389671326
},
{
"p": 0.18673381209373474,
"m": 0.8901259303092957
},
{
"p": 0.1378314346075058,
"m": 0.9654314517974854
}
]
},
{
"epoch": 25,
"train_loss": 2.2706382274627686,
"val_loss": 1.1185483932495117,
"acc": 63.52,
"time": 106.5451143979999,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.18908493220806122,
"m": 0.5
},
{
"p": 0.011790660209953785,
"m": 0.5
},
{
"p": 0.21611051261425018,
"m": 0.5
},
{
"p": 0.13329342007637024,
"m": 0.8061625361442566
},
{
"p": 0.06669021397829056,
"m": 0.5855073928833008
},
{
"p": 0.04347836598753929,
"m": 0.8393346667289734
},
{
"p": 0.17121554911136627,
"m": 0.9820311665534973
},
{
"p": 0.16833634674549103,
"m": 0.9823445677757263
}
]
},
{
"epoch": 26,
"train_loss": 2.1857876777648926,
"val_loss": 0.99775230884552,
"acc": 64.82,
"time": 107.51204752399963,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.18272756040096283,
"m": 0.5
},
{
"p": 0.02833332121372223,
"m": 0.5
},
{
"p": 0.22692999243736267,
"m": 0.5
},
{
"p": 0.14752519130706787,
"m": 0.7662328481674194
},
{
"p": 0.034717027097940445,
"m": 0.6258593797683716
},
{
"p": 0.06995437294244766,
"m": 0.7434768676757812
},
{
"p": 0.1733747273683548,
"m": 1.0
},
{
"p": 0.13643774390220642,
"m": 0.9967845678329468
}
]
},
{
"epoch": 27,
"train_loss": 2.0967535972595215,
"val_loss": 0.9883241653442383,
"acc": 64.21,
"time": 106.84684543699996,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19046658277511597,
"m": 0.5
},
{
"p": 0.040677350014448166,
"m": 0.5
},
{
"p": 0.19864775240421295,
"m": 0.5
},
{
"p": 0.1477847397327423,
"m": 0.7578262090682983
},
{
"p": 0.027720464393496513,
"m": 0.6298531889915466
},
{
"p": 0.07512002438306808,
"m": 0.7052878141403198
},
{
"p": 0.179783433675766,
"m": 1.0
},
{
"p": 0.1397995948791504,
"m": 0.9341578483581543
}
]
},
{
"epoch": 28,
"train_loss": 2.0919525623321533,
"val_loss": 1.0315755605697632,
"acc": 66.53,
"time": 105.5229890149999,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21023344993591309,
"m": 0.5
},
{
"p": 0.0012244066456332803,
"m": 0.5
},
{
"p": 0.20328465104103088,
"m": 0.5
},
{
"p": 0.1568746119737625,
"m": 0.8414516448974609
},
{
"p": 0.04536709561944008,
"m": 0.42959046363830566
},
{
"p": 0.07550912350416183,
"m": 0.8575626611709595
},
{
"p": 0.1468421071767807,
"m": 0.8331254124641418
},
{
"p": 0.1606646180152893,
"m": 0.9883972406387329
}
]
},
{
"epoch": 29,
"train_loss": 1.9056121110916138,
"val_loss": 0.9570462107658386,
"acc": 65.98,
"time": 105.65128029700008,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.18150068819522858,
"m": 0.5
},
{
"p": 0.02153075858950615,
"m": 0.5
},
{
"p": 0.19580262899398804,
"m": 0.5
},
{
"p": 0.1281907558441162,
"m": 0.9199888110160828
},
{
"p": 0.05811953917145729,
"m": 0.5797715187072754
},
{
"p": 0.07864563912153244,
"m": 0.8732864260673523
},
{
"p": 0.16619113087654114,
"m": 0.7993878126144409
},
{
"p": 0.17001885175704956,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 2.001171588897705,
"val_loss": 0.8462896943092346,
"acc": 67.2,
"time": 107.31190127500031,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.191131591796875,
"m": 0.5
},
{
"p": 0.0012137049343436956,
"m": 0.5
},
{
"p": 0.23015688359737396,
"m": 0.5
},
{
"p": 0.133436381816864,
"m": 0.7480981945991516
},
{
"p": 0.0196450874209404,
"m": 0.7213849425315857
},
{
"p": 0.07761102169752121,
"m": 0.7843998074531555
},
{
"p": 0.17611190676689148,
"m": 0.8938538432121277
},
{
"p": 0.17069342732429504,
"m": 0.889491617679596
}
]
},
{
"epoch": 31,
"train_loss": 2.064452886581421,
"val_loss": 0.9095470905303955,
"acc": 65.82,
"time": 107.92222558799995,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.20631131529808044,
"m": 0.5
},
{
"p": 0.0012335121864452958,
"m": 0.5
},
{
"p": 0.2249564677476883,
"m": 0.5
},
{
"p": 0.11255833506584167,
"m": 0.7664036750793457
},
{
"p": 0.05402318760752678,
"m": 0.745080292224884
},
{
"p": 0.08079375326633453,
"m": 0.7425758838653564
},
{
"p": 0.17137742042541504,
"m": 1.0
},
{
"p": 0.14874596893787384,
"m": 0.9197937250137329
}
]
},
{
"epoch": 32,
"train_loss": 2.1471543312072754,
"val_loss": 1.0000321865081787,
"acc": 66.85,
"time": 106.49820989199998,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.22598592936992645,
"m": 0.5
},
{
"p": 0.01734175905585289,
"m": 0.5
},
{
"p": 0.20592544972896576,
"m": 0.5
},
{
"p": 0.08697375655174255,
"m": 0.7628844976425171
},
{
"p": 0.0558583028614521,
"m": 0.6798571944236755
},
{
"p": 0.060895487666130066,
"m": 0.6520060300827026
},
{
"p": 0.1846044510602951,
"m": 1.0
},
{
"p": 0.16241483390331268,
"m": 0.9924030900001526
}
]
},
{
"epoch": 33,
"train_loss": 2.168128490447998,
"val_loss": 1.1030442714691162,
"acc": 66.58,
"time": 106.4553058370002,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19950105249881744,
"m": 0.5
},
{
"p": 0.03370475023984909,
"m": 0.5
},
{
"p": 0.21247169375419617,
"m": 0.5
},
{
"p": 0.11770734935998917,
"m": 0.916188657283783
},
{
"p": 0.04335305467247963,
"m": 0.7273102402687073
},
{
"p": 0.08935588598251343,
"m": 0.7029100060462952
},
{
"p": 0.16973216831684113,
"m": 0.9633988738059998
},
{
"p": 0.13417412340641022,
"m": 0.9500442743301392
}
]
},
{
"epoch": 34,
"train_loss": 1.9359323978424072,
"val_loss": 0.9007760882377625,
"acc": 68.49,
"time": 106.27607658099987,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21630024909973145,
"m": 0.5
},
{
"p": 0.018749330192804337,
"m": 0.5
},
{
"p": 0.2029363363981247,
"m": 0.5
},
{
"p": 0.12423519790172577,
"m": 0.7415327429771423
},
{
"p": 0.05536746606230736,
"m": 0.6161289811134338
},
{
"p": 0.09341128170490265,
"m": 0.6773838400840759
},
{
"p": 0.148604154586792,
"m": 0.9305440783500671
},
{
"p": 0.14039592444896698,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.5876059532165527,
"val_loss": 1.1232813596725464,
"acc": 65.86,
"time": 106.0530791000001,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.20097965002059937,
"m": 0.5
},
{
"p": 0.0012514855479821563,
"m": 0.5
},
{
"p": 0.22680601477622986,
"m": 0.5
},
{
"p": 0.09438750892877579,
"m": 0.6623579859733582
},
{
"p": 0.06979573518037796,
"m": 0.4947654902935028
},
{
"p": 0.09391935914754868,
"m": 0.647052526473999
},
{
"p": 0.16904988884925842,
"m": 0.9997696876525879
},
{
"p": 0.14381034672260284,
"m": 0.9847171306610107
}
]
},
{
"epoch": 36,
"train_loss": 1.611091136932373,
"val_loss": 0.9049429297447205,
"acc": 67.22,
"time": 106.60964701000012,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.18951906263828278,
"m": 0.5
},
{
"p": 0.00121181586291641,
"m": 0.5
},
{
"p": 0.21799248456954956,
"m": 0.5
},
{
"p": 0.08982691168785095,
"m": 0.7591201066970825
},
{
"p": 0.06341421604156494,
"m": 0.3235740065574646
},
{
"p": 0.09744212031364441,
"m": 0.4834056794643402
},
{
"p": 0.18862232565879822,
"m": 0.9256160259246826
},
{
"p": 0.15197105705738068,
"m": 0.8394553065299988
}
]
},
{
"epoch": 37,
"train_loss": 1.9358112812042236,
"val_loss": 1.0067780017852783,
"acc": 67.38,
"time": 105.10153642600017,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.17496643960475922,
"m": 0.5
},
{
"p": 0.025632167235016823,
"m": 0.5
},
{
"p": 0.21185743808746338,
"m": 0.5
},
{
"p": 0.13298442959785461,
"m": 0.9147590398788452
},
{
"p": 0.07635261118412018,
"m": 0.2847728431224823
},
{
"p": 0.06927736848592758,
"m": 0.678803026676178
},
{
"p": 0.17164337635040283,
"m": 0.9355813264846802
},
{
"p": 0.1372862458229065,
"m": 0.9960367679595947
}
]
},
{
"epoch": 38,
"train_loss": 2.2670693397521973,
"val_loss": 0.8343965411186218,
"acc": 68.46,
"time": 104.94279310499996,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21100422739982605,
"m": 0.5
},
{
"p": 0.020063012838363647,
"m": 0.5
},
{
"p": 0.20276114344596863,
"m": 0.5
},
{
"p": 0.12844610214233398,
"m": 0.8392153978347778
},
{
"p": 0.07634347677230835,
"m": 0.440992534160614
},
{
"p": 0.06641329079866409,
"m": 0.7479538321495056
},
{
"p": 0.16911736130714417,
"m": 1.0
},
{
"p": 0.12585142254829407,
"m": 0.9437530636787415
}
]
},
{
"epoch": 39,
"train_loss": 2.0586929321289062,
"val_loss": 0.8836949467658997,
"acc": 67.48,
"time": 106.09163533999936,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.1966514140367508,
"m": 0.5
},
{
"p": 0.03865477070212364,
"m": 0.5
},
{
"p": 0.2035970687866211,
"m": 0.5
},
{
"p": 0.11507771164178848,
"m": 0.8173122406005859
},
{
"p": 0.03978801891207695,
"m": 0.5151244401931763
},
{
"p": 0.08958183228969574,
"m": 0.7567225098609924
},
{
"p": 0.16527613997459412,
"m": 1.0
},
{
"p": 0.15137316286563873,
"m": 0.9863556027412415
}
]
},
{
"epoch": 40,
"train_loss": 1.9611868858337402,
"val_loss": 0.9130807518959045,
"acc": 67.64,
"time": 106.35565306199987,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.22976063191890717,
"m": 0.5
},
{
"p": 0.00124054413754493,
"m": 0.5
},
{
"p": 0.2307361364364624,
"m": 0.5
},
{
"p": 0.07684420049190521,
"m": 0.8866243958473206
},
{
"p": 0.06137743219733238,
"m": 0.7173121571540833
},
{
"p": 0.0486014150083065,
"m": 0.7428972125053406
},
{
"p": 0.20188550651073456,
"m": 1.0
},
{
"p": 0.14955422282218933,
"m": 0.9959167242050171
}
]
},
{
"epoch": 41,
"train_loss": 1.6877529621124268,
"val_loss": 0.904930830001831,
"acc": 68.86,
"time": 105.9734990449997,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.1991088092327118,
"m": 0.5
},
{
"p": 0.009320645593106747,
"m": 0.5
},
{
"p": 0.2048194855451584,
"m": 0.5
},
{
"p": 0.10864201188087463,
"m": 0.8585900664329529
},
{
"p": 0.036447104066610336,
"m": 0.6659656167030334
},
{
"p": 0.0896674394607544,
"m": 0.7366816401481628
},
{
"p": 0.18806244432926178,
"m": 0.9322479367256165
},
{
"p": 0.16393204033374786,
"m": 0.9822352528572083
}
]
},
{
"epoch": 42,
"train_loss": 1.592504858970642,
"val_loss": 0.8791587352752686,
"acc": 68.55,
"time": 106.83520015900012,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19218532741069794,
"m": 0.5
},
{
"p": 0.003789810463786125,
"m": 0.5
},
{
"p": 0.1998189389705658,
"m": 0.5
},
{
"p": 0.09962347894906998,
"m": 0.8564020395278931
},
{
"p": 0.075101837515831,
"m": 0.5972911715507507
},
{
"p": 0.0605354830622673,
"m": 0.8598387241363525
},
{
"p": 0.19732727110385895,
"m": 1.0
},
{
"p": 0.17161789536476135,
"m": 0.9954965114593506
}
]
},
{
"epoch": 43,
"train_loss": 2.021481513977051,
"val_loss": 1.1236755847930908,
"acc": 68.43,
"time": 105.10138555499998,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.1879952847957611,
"m": 0.5
},
{
"p": 0.030556216835975647,
"m": 0.5
},
{
"p": 0.21860933303833008,
"m": 0.5
},
{
"p": 0.11884807795286179,
"m": 0.8439338207244873
},
{
"p": 0.050751205533742905,
"m": 0.4790169298648834
},
{
"p": 0.05572010949254036,
"m": 0.8711374402046204
},
{
"p": 0.19552743434906006,
"m": 0.9958587288856506
},
{
"p": 0.14199233055114746,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.7430657148361206,
"val_loss": 0.9826492071151733,
"acc": 68.75,
"time": 105.14815989999988,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19666804373264313,
"m": 0.5
},
{
"p": 0.0012461600126698613,
"m": 0.5
},
{
"p": 0.2118956297636032,
"m": 0.5
},
{
"p": 0.13190601766109467,
"m": 0.943596601486206
},
{
"p": 0.07526755332946777,
"m": 0.3559540808200836
},
{
"p": 0.0611875094473362,
"m": 0.8303608298301697
},
{
"p": 0.15473727881908417,
"m": 0.9234744310379028
},
{
"p": 0.16709184646606445,
"m": 0.9781994819641113
}
]
},
{
"epoch": 45,
"train_loss": 1.676626205444336,
"val_loss": 0.8359949588775635,
"acc": 69.25,
"time": 107.77386632399975,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19762694835662842,
"m": 0.5
},
{
"p": 0.02120896801352501,
"m": 0.5
},
{
"p": 0.21366004645824432,
"m": 0.5
},
{
"p": 0.1349637359380722,
"m": 0.9513549208641052
},
{
"p": 0.055955104529857635,
"m": 0.2947853207588196
},
{
"p": 0.07776312530040741,
"m": 0.8390222787857056
},
{
"p": 0.15731112658977509,
"m": 1.0
},
{
"p": 0.14151088893413544,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 2.0316622257232666,
"val_loss": 0.8626670241355896,
"acc": 69.66,
"time": 106.68554103800034,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.20005467534065247,
"m": 0.5
},
{
"p": 0.016611240804195404,
"m": 0.5
},
{
"p": 0.21317459642887115,
"m": 0.5
},
{
"p": 0.07410966604948044,
"m": 0.9577378630638123
},
{
"p": 0.08247625827789307,
"m": 0.3611399829387665
},
{
"p": 0.08691509068012238,
"m": 0.7784844040870667
},
{
"p": 0.1776185929775238,
"m": 0.9899128675460815
},
{
"p": 0.14903996884822845,
"m": 0.9747281074523926
}
]
},
{
"epoch": 47,
"train_loss": 1.74881911277771,
"val_loss": 0.9807981252670288,
"acc": 69.54,
"time": 110.05798567000056,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21907927095890045,
"m": 0.5
},
{
"p": 0.0012348004383966327,
"m": 0.5
},
{
"p": 0.20085912942886353,
"m": 0.5
},
{
"p": 0.11528123170137405,
"m": 0.9528952836990356
},
{
"p": 0.07997392863035202,
"m": 0.40802890062332153
},
{
"p": 0.07993689924478531,
"m": 0.8329170942306519
},
{
"p": 0.16480335593223572,
"m": 0.8741538524627686
},
{
"p": 0.13883136212825775,
"m": 0.9985226392745972
}
]
},
{
"epoch": 48,
"train_loss": 2.203591823577881,
"val_loss": 0.8786354064941406,
"acc": 69.04,
"time": 110.65904768799919,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.1839352697134018,
"m": 0.5
},
{
"p": 0.006978953257203102,
"m": 0.5
},
{
"p": 0.21553464233875275,
"m": 0.5
},
{
"p": 0.08695712685585022,
"m": 0.8524294495582581
},
{
"p": 0.07988309115171432,
"m": 0.5836144089698792
},
{
"p": 0.09562719613313675,
"m": 0.8349597454071045
},
{
"p": 0.17414551973342896,
"m": 0.8983312249183655
},
{
"p": 0.1569383293390274,
"m": 0.9392547607421875
}
]
},
{
"epoch": 49,
"train_loss": 1.5128536224365234,
"val_loss": 0.8237727880477905,
"acc": 69.77,
"time": 106.72493271700023,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.23644767701625824,
"m": 0.5
},
{
"p": 0.026815839111804962,
"m": 0.5
},
{
"p": 0.2092338502407074,
"m": 0.5
},
{
"p": 0.0795821100473404,
"m": 0.8059998750686646
},
{
"p": 0.06756282597780228,
"m": 0.5491758584976196
},
{
"p": 0.08627276122570038,
"m": 0.8268022537231445
},
{
"p": 0.1761220097541809,
"m": 0.9555758833885193
},
{
"p": 0.1179630234837532,
"m": 0.9145911931991577
}
]
},
{
"epoch": 50,
"train_loss": 1.8914388418197632,
"val_loss": 0.8663243055343628,
"acc": 69.26,
"time": 109.87514569199993,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.1922970563173294,
"m": 0.5
},
{
"p": 0.013445566408336163,
"m": 0.5
},
{
"p": 0.21977940201759338,
"m": 0.5
},
{
"p": 0.10463530570268631,
"m": 0.8441957831382751
},
{
"p": 0.06476128101348877,
"m": 0.43959400057792664
},
{
"p": 0.0786546990275383,
"m": 0.8365510106086731
},
{
"p": 0.16885977983474731,
"m": 0.8692392110824585
},
{
"p": 0.15756694972515106,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.4707603454589844,
"val_loss": 0.7923616766929626,
"acc": 70.01,
"time": 109.55444346399963,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.25995180010795593,
"m": 0.5
},
{
"p": 0.001249375636689365,
"m": 0.5
},
{
"p": 0.22696012258529663,
"m": 0.5
},
{
"p": 0.07839132100343704,
"m": 0.8596089482307434
},
{
"p": 0.053018830716609955,
"m": 0.3946586549282074
},
{
"p": 0.04566057398915291,
"m": 0.8335453867912292
},
{
"p": 0.20120318233966827,
"m": 0.8906437754631042
},
{
"p": 0.13356482982635498,
"m": 0.9524350762367249
}
]
},
{
"epoch": 52,
"train_loss": 1.3369299173355103,
"val_loss": 0.8516956567764282,
"acc": 69.15,
"time": 110.79722671399941,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.20777451992034912,
"m": 0.5
},
{
"p": 0.001221417565830052,
"m": 0.5
},
{
"p": 0.20890533924102783,
"m": 0.5
},
{
"p": 0.08860419690608978,
"m": 0.833186149597168
},
{
"p": 0.08893383294343948,
"m": 0.46788153052330017
},
{
"p": 0.0973842665553093,
"m": 0.6993553042411804
},
{
"p": 0.17298871278762817,
"m": 0.9863997101783752
},
{
"p": 0.13418768346309662,
"m": 0.924127459526062
}
]
},
{
"epoch": 53,
"train_loss": 1.5637232065200806,
"val_loss": 0.843140184879303,
"acc": 69.38,
"time": 111.03477162800027,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19131624698638916,
"m": 0.5
},
{
"p": 0.024310123175382614,
"m": 0.5
},
{
"p": 0.17678560316562653,
"m": 0.5
},
{
"p": 0.10776524990797043,
"m": 0.7670416235923767
},
{
"p": 0.0885726734995842,
"m": 0.24956394731998444
},
{
"p": 0.07878220081329346,
"m": 0.6706387996673584
},
{
"p": 0.18080751597881317,
"m": 0.9596930146217346
},
{
"p": 0.15166039764881134,
"m": 0.9685434103012085
}
]
},
{
"epoch": 54,
"train_loss": 1.7922899723052979,
"val_loss": 1.105484127998352,
"acc": 70.67,
"time": 112.39326991800044,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.20687967538833618,
"m": 0.5
},
{
"p": 0.004561829846352339,
"m": 0.5
},
{
"p": 0.21267768740653992,
"m": 0.5
},
{
"p": 0.13079968094825745,
"m": 0.8257561326026917
},
{
"p": 0.08969288319349289,
"m": 0.12350612133741379
},
{
"p": 0.01146473828703165,
"m": 0.6380097270011902
},
{
"p": 0.18707703053951263,
"m": 0.9925691485404968
},
{
"p": 0.15684649348258972,
"m": 0.9589599967002869
}
]
},
{
"epoch": 55,
"train_loss": 1.5807377099990845,
"val_loss": 0.8971859812736511,
"acc": 70.07,
"time": 110.72679286499988,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21249137818813324,
"m": 0.5
},
{
"p": 0.030788151547312737,
"m": 0.5
},
{
"p": 0.24323131144046783,
"m": 0.5
},
{
"p": 0.08544351160526276,
"m": 0.8309339284896851
},
{
"p": 0.09018658101558685,
"m": 0.14861278235912323
},
{
"p": 0.08890434354543686,
"m": 0.7423148155212402
},
{
"p": 0.14023667573928833,
"m": 0.9379566311836243
},
{
"p": 0.1087181344628334,
"m": 0.9374404549598694
}
]
},
{
"epoch": 56,
"train_loss": 1.5400234460830688,
"val_loss": 0.8452503085136414,
"acc": 69.52,
"time": 112.3434331919998,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2035672813653946,
"m": 0.5
},
{
"p": 0.044546034187078476,
"m": 0.5
},
{
"p": 0.19770261645317078,
"m": 0.5
},
{
"p": 0.0970354750752449,
"m": 0.9232687950134277
},
{
"p": 0.08228376507759094,
"m": 0.22197845578193665
},
{
"p": 0.04992005228996277,
"m": 0.7764272689819336
},
{
"p": 0.15189805626869202,
"m": 0.921921968460083
},
{
"p": 0.1730467528104782,
"m": 0.979300856590271
}
]
},
{
"epoch": 57,
"train_loss": 1.3778681755065918,
"val_loss": 0.9008788466453552,
"acc": 69.76,
"time": 111.25385921500038,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2042984515428543,
"m": 0.5
},
{
"p": 0.012729530222713947,
"m": 0.5
},
{
"p": 0.21302928030490875,
"m": 0.5
},
{
"p": 0.10923375189304352,
"m": 0.9003855586051941
},
{
"p": 0.08590921759605408,
"m": 0.40402522683143616
},
{
"p": 0.08701135218143463,
"m": 0.7200414538383484
},
{
"p": 0.15405915677547455,
"m": 0.9700067043304443
},
{
"p": 0.13372930884361267,
"m": 0.9825562238693237
}
]
},
{
"epoch": 58,
"train_loss": 1.568338394165039,
"val_loss": 0.9794943928718567,
"acc": 70.2,
"time": 111.11372035500062,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2092881202697754,
"m": 0.5
},
{
"p": 0.034047093242406845,
"m": 0.5
},
{
"p": 0.20386408269405365,
"m": 0.5
},
{
"p": 0.1128515750169754,
"m": 0.9052974581718445
},
{
"p": 0.08740764111280441,
"m": 0.37842485308647156
},
{
"p": 0.04775189980864525,
"m": 0.6251899600028992
},
{
"p": 0.17165619134902954,
"m": 1.0
},
{
"p": 0.13313345611095428,
"m": 0.959549069404602
}
]
},
{
"epoch": 59,
"train_loss": 1.5265265703201294,
"val_loss": 0.806758463382721,
"acc": 70.03,
"time": 109.61587692400008,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21609334647655487,
"m": 0.5
},
{
"p": 0.016790136694908142,
"m": 0.5
},
{
"p": 0.22075732052326202,
"m": 0.5
},
{
"p": 0.13180720806121826,
"m": 1.0
},
{
"p": 0.07338328659534454,
"m": 0.24249596893787384
},
{
"p": 0.04944530501961708,
"m": 0.6450831294059753
},
{
"p": 0.16495855152606964,
"m": 0.9693469405174255
},
{
"p": 0.12676489353179932,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.654295563697815,
"val_loss": 0.8237345814704895,
"acc": 69.5,
"time": 111.11772465399918,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.23231299221515656,
"m": 0.5
},
{
"p": 0.017974890768527985,
"m": 0.5
},
{
"p": 0.18810075521469116,
"m": 0.5
},
{
"p": 0.11996197700500488,
"m": 0.9341005682945251
},
{
"p": 0.0807408019900322,
"m": 0.32430630922317505
},
{
"p": 0.10865692794322968,
"m": 0.46397918462753296
},
{
"p": 0.17082644999027252,
"m": 0.9405732750892639
},
{
"p": 0.08142515271902084,
"m": 0.954069197177887
}
]
},
{
"epoch": 61,
"train_loss": 1.3700146675109863,
"val_loss": 0.7962930202484131,
"acc": 70.66,
"time": 111.92704113299988,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19859831035137177,
"m": 0.5
},
{
"p": 0.03280794620513916,
"m": 0.5
},
{
"p": 0.21412454545497894,
"m": 0.5
},
{
"p": 0.09903424233198166,
"m": 0.9924231171607971
},
{
"p": 0.08207583427429199,
"m": 0.2836587727069855
},
{
"p": 0.09179816395044327,
"m": 0.450928270816803
},
{
"p": 0.1566232442855835,
"m": 0.9341174364089966
},
{
"p": 0.12493769824504852,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 1.5120385885238647,
"val_loss": 1.0417519807815552,
"acc": 69.92,
"time": 112.91756815600002,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19418112933635712,
"m": 0.5
},
{
"p": 0.02558143250644207,
"m": 0.5
},
{
"p": 0.198470801115036,
"m": 0.5
},
{
"p": 0.07835674285888672,
"m": 0.9226418733596802
},
{
"p": 0.09943874925374985,
"m": 0.3318883776664734
},
{
"p": 0.0943511426448822,
"m": 0.44791096448898315
},
{
"p": 0.16657957434654236,
"m": 0.9105688333511353
},
{
"p": 0.1430404782295227,
"m": 0.8285404443740845
}
]
},
{
"epoch": 63,
"train_loss": 1.5607306957244873,
"val_loss": 0.7584728002548218,
"acc": 69.94,
"time": 111.11151494500064,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.1805843710899353,
"m": 0.5
},
{
"p": 0.05216909199953079,
"m": 0.5
},
{
"p": 0.19058860838413239,
"m": 0.5
},
{
"p": 0.12193205207586288,
"m": 0.8184701800346375
},
{
"p": 0.09053968638181686,
"m": 0.41875216364860535
},
{
"p": 0.0832459032535553,
"m": 0.6413161754608154
},
{
"p": 0.1544971764087677,
"m": 1.0
},
{
"p": 0.12644314765930176,
"m": 0.8717842102050781
}
]
},
{
"epoch": 64,
"train_loss": 1.7416367530822754,
"val_loss": 0.8972859978675842,
"acc": 71.07,
"time": 113.77810196999962,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19064919650554657,
"m": 0.5
},
{
"p": 0.025001419708132744,
"m": 0.5
},
{
"p": 0.20207032561302185,
"m": 0.5
},
{
"p": 0.09580741822719574,
"m": 0.8386395573616028
},
{
"p": 0.09198632091283798,
"m": 0.47099387645721436
},
{
"p": 0.0986996665596962,
"m": 0.6501584649085999
},
{
"p": 0.15741421282291412,
"m": 0.9243957996368408
},
{
"p": 0.13837142288684845,
"m": 0.8843011260032654
}
]
},
{
"epoch": 65,
"train_loss": 1.2920892238616943,
"val_loss": 0.6728754043579102,
"acc": 71.29,
"time": 110.63606914899992,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21996957063674927,
"m": 0.5
},
{
"p": 0.011211792007088661,
"m": 0.5
},
{
"p": 0.2077483832836151,
"m": 0.5
},
{
"p": 0.1467871367931366,
"m": 0.9374756813049316
},
{
"p": 0.06890521943569183,
"m": 0.35956940054893494
},
{
"p": 0.06839751452207565,
"m": 0.6836035847663879
},
{
"p": 0.15559762716293335,
"m": 0.9919084310531616
},
{
"p": 0.12138276547193527,
"m": 0.965293824672699
}
]
},
{
"epoch": 66,
"train_loss": 1.483290433883667,
"val_loss": 0.9117119908332825,
"acc": 70.72,
"time": 110.20275254300032,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2103824019432068,
"m": 0.5
},
{
"p": 0.035221587866544724,
"m": 0.5
},
{
"p": 0.21759790182113647,
"m": 0.5
},
{
"p": 0.09874390810728073,
"m": 0.8818057179450989
},
{
"p": 0.09583926200866699,
"m": 0.43863290548324585
},
{
"p": 0.049656473100185394,
"m": 0.6720162034034729
},
{
"p": 0.15918394923210144,
"m": 0.9771721959114075
},
{
"p": 0.13337458670139313,
"m": 0.9756409525871277
}
]
},
{
"epoch": 67,
"train_loss": 1.4509520530700684,
"val_loss": 0.9762693047523499,
"acc": 71.24,
"time": 113.88974926699939,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19003145396709442,
"m": 0.5
},
{
"p": 0.01655244641005993,
"m": 0.5
},
{
"p": 0.18560555577278137,
"m": 0.5
},
{
"p": 0.1173158660531044,
"m": 0.8537014722824097
},
{
"p": 0.06888828426599503,
"m": 0.3971092402935028
},
{
"p": 0.0959688350558281,
"m": 0.7111942768096924
},
{
"p": 0.17624661326408386,
"m": 0.9195558428764343
},
{
"p": 0.14939090609550476,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.6705464124679565,
"val_loss": 1.0856338739395142,
"acc": 69.56,
"time": 112.86454506800055,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19105657935142517,
"m": 0.5
},
{
"p": 0.029487280175089836,
"m": 0.5
},
{
"p": 0.20124799013137817,
"m": 0.5
},
{
"p": 0.10726378858089447,
"m": 0.8151063323020935
},
{
"p": 0.08338700234889984,
"m": 0.42518317699432373
},
{
"p": 0.07564885169267654,
"m": 0.7533179521560669
},
{
"p": 0.17939607799053192,
"m": 0.8744099736213684
},
{
"p": 0.1325123906135559,
"m": 0.9762422442436218
}
]
},
{
"epoch": 69,
"train_loss": 1.370945930480957,
"val_loss": 0.8154603242874146,
"acc": 70.92,
"time": 112.52556750799977,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19886872172355652,
"m": 0.5
},
{
"p": 0.015323977917432785,
"m": 0.5
},
{
"p": 0.20076480507850647,
"m": 0.5
},
{
"p": 0.08360127359628677,
"m": 0.8710037469863892
},
{
"p": 0.11279308795928955,
"m": 0.41446053981781006
},
{
"p": 0.08177600055932999,
"m": 0.7026800513267517
},
{
"p": 0.17969408631324768,
"m": 0.9468501210212708
},
{
"p": 0.12717802822589874,
"m": 0.9569101929664612
}
]
},
{
"epoch": 70,
"train_loss": 1.9186651706695557,
"val_loss": 0.8897973299026489,
"acc": 70.91,
"time": 111.9826240680004,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21026277542114258,
"m": 0.5
},
{
"p": 0.05037481710314751,
"m": 0.5
},
{
"p": 0.210821270942688,
"m": 0.5
},
{
"p": 0.09664149582386017,
"m": 0.9464505314826965
},
{
"p": 0.08068500459194183,
"m": 0.37049683928489685
},
{
"p": 0.08573067933320999,
"m": 0.6130420565605164
},
{
"p": 0.1688036471605301,
"m": 0.8515051603317261
},
{
"p": 0.09668031334877014,
"m": 0.9312263131141663
}
]
},
{
"epoch": 71,
"train_loss": 1.436768889427185,
"val_loss": 1.0389022827148438,
"acc": 70.28,
"time": 111.394728407,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21363186836242676,
"m": 0.5
},
{
"p": 0.03281426429748535,
"m": 0.5
},
{
"p": 0.16708502173423767,
"m": 0.5
},
{
"p": 0.11631135642528534,
"m": 0.9976006150245667
},
{
"p": 0.09917838871479034,
"m": 0.3941991329193115
},
{
"p": 0.0937085747718811,
"m": 0.628078043460846
},
{
"p": 0.14852136373519897,
"m": 0.8874316215515137
},
{
"p": 0.12874913215637207,
"m": 0.9674221873283386
}
]
},
{
"epoch": 72,
"train_loss": 1.925506591796875,
"val_loss": 0.8312512636184692,
"acc": 70.19,
"time": 113.08125995799946,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.22134318947792053,
"m": 0.5
},
{
"p": 0.04009361192584038,
"m": 0.5
},
{
"p": 0.20198360085487366,
"m": 0.5
},
{
"p": 0.08057867735624313,
"m": 0.9945394992828369
},
{
"p": 0.09823755919933319,
"m": 0.5358278155326843
},
{
"p": 0.056264009326696396,
"m": 0.6693856120109558
},
{
"p": 0.16807155311107635,
"m": 0.9606461524963379
},
{
"p": 0.13342781364917755,
"m": 0.9745284914970398
}
]
},
{
"epoch": 73,
"train_loss": 1.4941922426223755,
"val_loss": 0.8632221221923828,
"acc": 72.09,
"time": 111.98521472999983,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.23819565773010254,
"m": 0.5
},
{
"p": 0.02716779336333275,
"m": 0.5
},
{
"p": 0.20986682176589966,
"m": 0.5
},
{
"p": 0.1374359130859375,
"m": 1.0
},
{
"p": 0.07764775305986404,
"m": 0.5447890758514404
},
{
"p": 0.001239613862708211,
"m": 0.8289806842803955
},
{
"p": 0.19343028962612152,
"m": 1.0
},
{
"p": 0.11501610279083252,
"m": 0.8864412307739258
}
]
},
{
"epoch": 74,
"train_loss": 1.5970333814620972,
"val_loss": 0.8999314904212952,
"acc": 70.74,
"time": 111.80940983600067,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.20769380033016205,
"m": 0.5
},
{
"p": 0.03129785507917404,
"m": 0.5
},
{
"p": 0.1884039044380188,
"m": 0.5
},
{
"p": 0.10780707746744156,
"m": 0.9337438344955444
},
{
"p": 0.08924611657857895,
"m": 0.5056126713752747
},
{
"p": 0.09513840824365616,
"m": 0.7313392758369446
},
{
"p": 0.15113013982772827,
"m": 0.9438525438308716
},
{
"p": 0.12928269803524017,
"m": 0.8707844018936157
}
]
},
{
"epoch": 75,
"train_loss": 1.7117348909378052,
"val_loss": 0.7394101619720459,
"acc": 70.81,
"time": 111.72312862000035,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.20656482875347137,
"m": 0.5
},
{
"p": 0.012488571926951408,
"m": 0.5
},
{
"p": 0.19350160658359528,
"m": 0.5
},
{
"p": 0.1391395926475525,
"m": 0.8377813100814819
},
{
"p": 0.07953043282032013,
"m": 0.4331669807434082
},
{
"p": 0.07721319794654846,
"m": 0.6777409315109253
},
{
"p": 0.14920733869075775,
"m": 1.0
},
{
"p": 0.142354354262352,
"m": 0.9067767858505249
}
]
},
{
"epoch": 76,
"train_loss": 1.3429725170135498,
"val_loss": 0.7360684275627136,
"acc": 71.25,
"time": 113.8101535880005,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19965870678424835,
"m": 0.5
},
{
"p": 0.031652990728616714,
"m": 0.5
},
{
"p": 0.1861991584300995,
"m": 0.5
},
{
"p": 0.10867120325565338,
"m": 0.9096876978874207
},
{
"p": 0.09618399292230606,
"m": 0.5617844462394714
},
{
"p": 0.07697530835866928,
"m": 0.5517610907554626
},
{
"p": 0.16753052175045013,
"m": 1.0
},
{
"p": 0.1331280767917633,
"m": 0.8852717280387878
}
]
},
{
"epoch": 77,
"train_loss": 1.644248127937317,
"val_loss": 0.7217791676521301,
"acc": 71.77,
"time": 110.95712656699834,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.182809978723526,
"m": 0.5
},
{
"p": 0.02237452194094658,
"m": 0.5
},
{
"p": 0.20210698246955872,
"m": 0.5
},
{
"p": 0.09039471298456192,
"m": 0.9049599766731262
},
{
"p": 0.09194525331258774,
"m": 0.47219887375831604
},
{
"p": 0.08974669873714447,
"m": 0.5958008170127869
},
{
"p": 0.18461593985557556,
"m": 1.0
},
{
"p": 0.1360059380531311,
"m": 0.9649773836135864
}
]
},
{
"epoch": 78,
"train_loss": 1.6704838275909424,
"val_loss": 0.8403838872909546,
"acc": 69.74,
"time": 112.91888056199969,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21696442365646362,
"m": 0.5
},
{
"p": 0.032938502728939056,
"m": 0.5
},
{
"p": 0.19269835948944092,
"m": 0.5
},
{
"p": 0.09701013565063477,
"m": 0.949176013469696
},
{
"p": 0.09707792848348618,
"m": 0.4026263952255249
},
{
"p": 0.09059541672468185,
"m": 0.5819306373596191
},
{
"p": 0.14585375785827637,
"m": 1.0
},
{
"p": 0.1268613189458847,
"m": 0.9772992134094238
}
]
},
{
"epoch": 79,
"train_loss": 1.4744009971618652,
"val_loss": 0.8820878863334656,
"acc": 71.57,
"time": 112.49773244600146,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2393035888671875,
"m": 0.5
},
{
"p": 0.0012317649088799953,
"m": 0.5
},
{
"p": 0.20063568651676178,
"m": 0.5
},
{
"p": 0.0667051151394844,
"m": 0.9381275773048401
},
{
"p": 0.06656427681446075,
"m": 0.42162367701530457
},
{
"p": 0.1050189882516861,
"m": 0.5812700986862183
},
{
"p": 0.17673134803771973,
"m": 1.0
},
{
"p": 0.14380915462970734,
"m": 0.991454005241394
}
]
},
{
"epoch": 80,
"train_loss": 1.5442286729812622,
"val_loss": 0.8146271109580994,
"acc": 71.36,
"time": 112.56557192099899,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.20690472424030304,
"m": 0.5
},
{
"p": 0.03129333630204201,
"m": 0.5
},
{
"p": 0.21649405360221863,
"m": 0.5
},
{
"p": 0.05638494715094566,
"m": 0.9677039980888367
},
{
"p": 0.0887247771024704,
"m": 0.16955092549324036
},
{
"p": 0.10468299686908722,
"m": 0.5209834575653076
},
{
"p": 0.17731471359729767,
"m": 0.9731179475784302
},
{
"p": 0.11820046603679657,
"m": 0.9722962379455566
}
]
},
{
"epoch": 81,
"train_loss": 1.3596140146255493,
"val_loss": 0.8694233894348145,
"acc": 71.87,
"time": 111.8895261990001,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21393486857414246,
"m": 0.5
},
{
"p": 0.001203772146254778,
"m": 0.5
},
{
"p": 0.17789946496486664,
"m": 0.5
},
{
"p": 0.07853391766548157,
"m": 0.9855257272720337
},
{
"p": 0.10311286151409149,
"m": 0.2921977639198303
},
{
"p": 0.10495220124721527,
"m": 0.4911579191684723
},
{
"p": 0.1717299371957779,
"m": 0.9360305666923523
},
{
"p": 0.14863300323486328,
"m": 0.9816699624061584
}
]
},
{
"epoch": 82,
"train_loss": 1.329790472984314,
"val_loss": 0.753821611404419,
"acc": 72.12,
"time": 114.60088750499926,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19565071165561676,
"m": 0.5
},
{
"p": 0.013059762306511402,
"m": 0.5
},
{
"p": 0.2015557587146759,
"m": 0.5
},
{
"p": 0.08708895742893219,
"m": 0.9570671319961548
},
{
"p": 0.08698558062314987,
"m": 0.23187461495399475
},
{
"p": 0.09798424690961838,
"m": 0.40281811356544495
},
{
"p": 0.1830119490623474,
"m": 0.9089483022689819
},
{
"p": 0.13466303050518036,
"m": 0.9252631068229675
}
]
},
{
"epoch": 83,
"train_loss": 1.1844485998153687,
"val_loss": 0.826691746711731,
"acc": 71.9,
"time": 111.6782635010004,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19953259825706482,
"m": 0.5
},
{
"p": 0.008080496452748775,
"m": 0.5
},
{
"p": 0.1945643424987793,
"m": 0.5
},
{
"p": 0.12570928037166595,
"m": 0.9604737758636475
},
{
"p": 0.08835035562515259,
"m": 0.25147610902786255
},
{
"p": 0.08538166433572769,
"m": 0.32208457589149475
},
{
"p": 0.1822880357503891,
"m": 1.0
},
{
"p": 0.1160932406783104,
"m": 0.8845076560974121
}
]
},
{
"epoch": 84,
"train_loss": 1.6760658025741577,
"val_loss": 0.7792009115219116,
"acc": 72.77,
"time": 113.19248755199987,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21540945768356323,
"m": 0.5
},
{
"p": 0.0012211960274726152,
"m": 0.5
},
{
"p": 0.19950462877750397,
"m": 0.5
},
{
"p": 0.07628023624420166,
"m": 0.9106562733650208
},
{
"p": 0.12106981873512268,
"m": 0.2950178384780884
},
{
"p": 0.10396719723939896,
"m": 0.30253615975379944
},
{
"p": 0.17832480370998383,
"m": 0.9587461352348328
},
{
"p": 0.1042226105928421,
"m": 0.8397582769393921
}
]
},
{
"epoch": 85,
"train_loss": 1.2662166357040405,
"val_loss": 0.7850569486618042,
"acc": 71.57,
"time": 111.74066876799952,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.18953058123588562,
"m": 0.5
},
{
"p": 0.0345575176179409,
"m": 0.5
},
{
"p": 0.2185121774673462,
"m": 0.5
},
{
"p": 0.07396677881479263,
"m": 0.9190278649330139
},
{
"p": 0.09747301787137985,
"m": 0.3331281840801239
},
{
"p": 0.08604612201452255,
"m": 0.319585919380188
},
{
"p": 0.1664772778749466,
"m": 0.9861231446266174
},
{
"p": 0.13343650102615356,
"m": 0.9169846177101135
}
]
},
{
"epoch": 86,
"train_loss": 1.472579002380371,
"val_loss": 0.8557634353637695,
"acc": 72.03,
"time": 110.84783999999854,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2008523792028427,
"m": 0.5
},
{
"p": 0.03090599924325943,
"m": 0.5
},
{
"p": 0.19438202679157257,
"m": 0.5
},
{
"p": 0.10993345826864243,
"m": 0.9813858270645142
},
{
"p": 0.09932240098714828,
"m": 0.36466464400291443
},
{
"p": 0.11465495079755783,
"m": 0.4094778001308441
},
{
"p": 0.15318793058395386,
"m": 0.9360863566398621
},
{
"p": 0.0967608317732811,
"m": 0.8426032066345215
}
]
},
{
"epoch": 87,
"train_loss": 1.373323678970337,
"val_loss": 0.9696641564369202,
"acc": 71.08,
"time": 112.7344822039995,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21996358036994934,
"m": 0.5
},
{
"p": 0.035306792706251144,
"m": 0.5
},
{
"p": 0.1994915008544922,
"m": 0.5
},
{
"p": 0.09855061024427414,
"m": 0.8657270073890686
},
{
"p": 0.06170831248164177,
"m": 0.4425680935382843
},
{
"p": 0.062104761600494385,
"m": 0.385214626789093
},
{
"p": 0.164673313498497,
"m": 0.9985595941543579
},
{
"p": 0.15820112824440002,
"m": 0.8825976252555847
}
]
},
{
"epoch": 88,
"train_loss": 1.1725943088531494,
"val_loss": 0.850014328956604,
"acc": 71.87,
"time": 110.34666442299931,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.22432345151901245,
"m": 0.5
},
{
"p": 0.035603318363428116,
"m": 0.5
},
{
"p": 0.19826500117778778,
"m": 0.5
},
{
"p": 0.05707048624753952,
"m": 0.7913200855255127
},
{
"p": 0.0952473133802414,
"m": 0.4545295834541321
},
{
"p": 0.10888427495956421,
"m": 0.3243492543697357
},
{
"p": 0.17243868112564087,
"m": 0.9970943331718445
},
{
"p": 0.10816754400730133,
"m": 0.8836183547973633
}
]
},
{
"epoch": 89,
"train_loss": 1.43416166305542,
"val_loss": 0.7661130428314209,
"acc": 72.26,
"time": 109.4964598409988,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2083737701177597,
"m": 0.5
},
{
"p": 0.0012151470873504877,
"m": 0.5
},
{
"p": 0.2407573014497757,
"m": 0.5
},
{
"p": 0.07105329632759094,
"m": 0.8267908692359924
},
{
"p": 0.047646235674619675,
"m": 0.6183806657791138
},
{
"p": 0.12276726216077805,
"m": 0.26435592770576477
},
{
"p": 0.17754578590393066,
"m": 0.9995995163917542
},
{
"p": 0.1306411474943161,
"m": 0.97385174036026
}
]
},
{
"epoch": 90,
"train_loss": 1.4711432456970215,
"val_loss": 0.6775455474853516,
"acc": 72.46,
"time": 111.87714257500011,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.226298987865448,
"m": 0.5
},
{
"p": 0.015758909285068512,
"m": 0.5
},
{
"p": 0.21223841607570648,
"m": 0.5
},
{
"p": 0.06746207177639008,
"m": 0.846307635307312
},
{
"p": 0.06638123840093613,
"m": 0.703757643699646
},
{
"p": 0.09940702468156815,
"m": 0.267179936170578
},
{
"p": 0.16785024106502533,
"m": 1.0
},
{
"p": 0.14460314810276031,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 1.1374752521514893,
"val_loss": 0.7871752381324768,
"acc": 70.8,
"time": 112.42048813700058,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21619021892547607,
"m": 0.5
},
{
"p": 0.03045724704861641,
"m": 0.5
},
{
"p": 0.19044548273086548,
"m": 0.5
},
{
"p": 0.06131123751401901,
"m": 0.8931968808174133
},
{
"p": 0.07771173119544983,
"m": 0.7237482070922852
},
{
"p": 0.11267688125371933,
"m": 0.2670981287956238
},
{
"p": 0.1685895174741745,
"m": 0.9950038194656372
},
{
"p": 0.14261767268180847,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.2596900463104248,
"val_loss": 0.7907160520553589,
"acc": 71.94,
"time": 112.31415567899967,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21953070163726807,
"m": 0.5
},
{
"p": 0.033739764243364334,
"m": 0.5
},
{
"p": 0.1970902681350708,
"m": 0.5
},
{
"p": 0.09872277826070786,
"m": 0.9481438994407654
},
{
"p": 0.0682387426495552,
"m": 0.6960833668708801
},
{
"p": 0.11327564716339111,
"m": 0.10537950694561005
},
{
"p": 0.17432954907417297,
"m": 0.9995167851448059
},
{
"p": 0.09507258236408234,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.2243324518203735,
"val_loss": 0.7454189658164978,
"acc": 72.21,
"time": 117.97209096900042,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2317078560590744,
"m": 0.5
},
{
"p": 0.001221590442582965,
"m": 0.5
},
{
"p": 0.2312888652086258,
"m": 0.5
},
{
"p": 0.08104651421308517,
"m": 0.996571958065033
},
{
"p": 0.05767575278878212,
"m": 0.7000100016593933
},
{
"p": 0.08822841197252274,
"m": 0.20338834822177887
},
{
"p": 0.1942598521709442,
"m": 0.9724742770195007
},
{
"p": 0.11457113921642303,
"m": 0.990501880645752
}
]
},
{
"epoch": 94,
"train_loss": 1.2921425104141235,
"val_loss": 0.7573936581611633,
"acc": 71.65,
"time": 107.3293343080004,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2216617316007614,
"m": 0.5
},
{
"p": 0.03621779754757881,
"m": 0.5
},
{
"p": 0.20580874383449554,
"m": 0.5
},
{
"p": 0.05411484092473984,
"m": 0.9210876822471619
},
{
"p": 0.07782957702875137,
"m": 0.5618643164634705
},
{
"p": 0.1485973745584488,
"m": 0.22271309792995453
},
{
"p": 0.139405757188797,
"m": 0.9593252539634705
},
{
"p": 0.11636413633823395,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 1.3832226991653442,
"val_loss": 0.993661105632782,
"acc": 71.51,
"time": 110.60949056000027,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.20625607669353485,
"m": 0.5
},
{
"p": 0.027458030730485916,
"m": 0.5
},
{
"p": 0.22107873857021332,
"m": 0.5
},
{
"p": 0.06925421208143234,
"m": 0.9276439547538757
},
{
"p": 0.07331303507089615,
"m": 0.42241644859313965
},
{
"p": 0.14407388865947723,
"m": 0.33476462960243225
},
{
"p": 0.13481085002422333,
"m": 0.9654800295829773
},
{
"p": 0.12375520169734955,
"m": 0.9632167816162109
}
]
},
{
"epoch": 96,
"train_loss": 1.5000958442687988,
"val_loss": 1.042851209640503,
"acc": 72.97,
"time": 110.30745739700069,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.20659694075584412,
"m": 0.5
},
{
"p": 0.03287515044212341,
"m": 0.5
},
{
"p": 0.19201239943504333,
"m": 0.5
},
{
"p": 0.11459823697805405,
"m": 0.8066035509109497
},
{
"p": 0.08199764043092728,
"m": 0.32143890857696533
},
{
"p": 0.10485228896141052,
"m": 0.3997972309589386
},
{
"p": 0.15953078866004944,
"m": 0.8657969236373901
},
{
"p": 0.10753655433654785,
"m": 0.9942636489868164
}
]
},
{
"epoch": 97,
"train_loss": 1.0370522737503052,
"val_loss": 0.8624231219291687,
"acc": 73.17,
"time": 109.43721171099969,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.23256932199001312,
"m": 0.5
},
{
"p": 0.0065262895077466965,
"m": 0.5
},
{
"p": 0.1922757923603058,
"m": 0.5
},
{
"p": 0.1018349826335907,
"m": 0.8113094568252563
},
{
"p": 0.10428528487682343,
"m": 0.40187349915504456
},
{
"p": 0.05810562148690224,
"m": 0.40410512685775757
},
{
"p": 0.18656009435653687,
"m": 0.7651131749153137
},
{
"p": 0.11784262955188751,
"m": 0.957335352897644
}
]
},
{
"epoch": 98,
"train_loss": 1.2882146835327148,
"val_loss": 0.8394479751586914,
"acc": 72.87,
"time": 113.79529288699996,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.22767014801502228,
"m": 0.5
},
{
"p": 0.03354015201330185,
"m": 0.5
},
{
"p": 0.19708333909511566,
"m": 0.5
},
{
"p": 0.08510471135377884,
"m": 0.8642564415931702
},
{
"p": 0.10842001438140869,
"m": 0.4491945207118988
},
{
"p": 0.09300659596920013,
"m": 0.502242386341095
},
{
"p": 0.14145813882350922,
"m": 0.8532382845878601
},
{
"p": 0.1137169599533081,
"m": 0.9926571846008301
}
]
},
{
"epoch": 99,
"train_loss": 1.1537830829620361,
"val_loss": 0.9243531227111816,
"acc": 71.99,
"time": 107.5954687400008,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19897818565368652,
"m": 0.5
},
{
"p": 0.03520019352436066,
"m": 0.5
},
{
"p": 0.22064556181430817,
"m": 0.5
},
{
"p": 0.07605449855327606,
"m": 0.7016695737838745
},
{
"p": 0.07389318197965622,
"m": 0.4946180284023285
},
{
"p": 0.08418814837932587,
"m": 0.4890768229961395
},
{
"p": 0.17307652533054352,
"m": 0.9414699673652649
},
{
"p": 0.13796378672122955,
"m": 0.8610635995864868
}
]
},
{
"epoch": 100,
"train_loss": 1.2836719751358032,
"val_loss": 0.7503291964530945,
"acc": 73.0,
"time": 107.15037832900089,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.22033417224884033,
"m": 0.5
},
{
"p": 0.04251544177532196,
"m": 0.5
},
{
"p": 0.20518486201763153,
"m": 0.5
},
{
"p": 0.03790508210659027,
"m": 0.665849506855011
},
{
"p": 0.11733973026275635,
"m": 0.5177600979804993
},
{
"p": 0.1068500429391861,
"m": 0.453512966632843
},
{
"p": 0.14266984164714813,
"m": 0.9969990253448486
},
{
"p": 0.1272008717060089,
"m": 0.996221661567688
}
]
},
{
"epoch": 101,
"train_loss": 1.6751928329467773,
"val_loss": 0.8320423364639282,
"acc": 73.02,
"time": 108.16744063199985,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.22385020554065704,
"m": 0.5
},
{
"p": 0.0321669802069664,
"m": 0.5
},
{
"p": 0.22395752370357513,
"m": 0.5
},
{
"p": 0.07735519856214523,
"m": 0.7937077283859253
},
{
"p": 0.08834797888994217,
"m": 0.5201811790466309
},
{
"p": 0.08609773218631744,
"m": 0.44218480587005615
},
{
"p": 0.14203979074954987,
"m": 0.9710969924926758
},
{
"p": 0.1261845976114273,
"m": 0.9777151942253113
}
]
},
{
"epoch": 102,
"train_loss": 1.6330375671386719,
"val_loss": 0.8544254899024963,
"acc": 72.62,
"time": 108.98059939599989,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2314237505197525,
"m": 0.5
},
{
"p": 0.0252069104462862,
"m": 0.5
},
{
"p": 0.1476612240076065,
"m": 0.5
},
{
"p": 0.10177545994520187,
"m": 0.8757493495941162
},
{
"p": 0.12709426879882812,
"m": 0.5459994673728943
},
{
"p": 0.09201347827911377,
"m": 0.5411338210105896
},
{
"p": 0.17069518566131592,
"m": 1.0
},
{
"p": 0.10412967205047607,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 1.3903664350509644,
"val_loss": 0.8353017568588257,
"acc": 72.21,
"time": 112.82318297500024,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21757835149765015,
"m": 0.5
},
{
"p": 0.03685803338885307,
"m": 0.5
},
{
"p": 0.23225878179073334,
"m": 0.5
},
{
"p": 0.0824478343129158,
"m": 0.993593692779541
},
{
"p": 0.04706462845206261,
"m": 0.4697088301181793
},
{
"p": 0.07185345143079758,
"m": 0.552651584148407
},
{
"p": 0.1888604760169983,
"m": 1.0
},
{
"p": 0.12307849526405334,
"m": 0.9640902280807495
}
]
},
{
"epoch": 104,
"train_loss": 1.6507751941680908,
"val_loss": 0.8325554132461548,
"acc": 71.91,
"time": 110.34734973000013,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2457861602306366,
"m": 0.5
},
{
"p": 0.024322686716914177,
"m": 0.5
},
{
"p": 0.2208745777606964,
"m": 0.5
},
{
"p": 0.07225002348423004,
"m": 0.8971630930900574
},
{
"p": 0.09630930423736572,
"m": 0.3676122725009918
},
{
"p": 0.04467814043164253,
"m": 0.6507174372673035
},
{
"p": 0.1504470854997635,
"m": 0.8752244114875793
},
{
"p": 0.14533203840255737,
"m": 0.9974727034568787
}
]
},
{
"epoch": 105,
"train_loss": 1.1547718048095703,
"val_loss": 0.7940509915351868,
"acc": 73.42,
"time": 109.12980860900097,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21955186128616333,
"m": 0.5
},
{
"p": 0.004125629086047411,
"m": 0.5
},
{
"p": 0.204748272895813,
"m": 0.5
},
{
"p": 0.06028635799884796,
"m": 0.9873874187469482
},
{
"p": 0.12210505455732346,
"m": 0.44730931520462036
},
{
"p": 0.07834462821483612,
"m": 0.6143289804458618
},
{
"p": 0.17276710271835327,
"m": 0.9265409111976624
},
{
"p": 0.13807110488414764,
"m": 0.9588362574577332
}
]
},
{
"epoch": 106,
"train_loss": 1.4872087240219116,
"val_loss": 0.8280035853385925,
"acc": 73.01,
"time": 106.77791692499886,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19741414487361908,
"m": 0.5
},
{
"p": 0.038140423595905304,
"m": 0.5
},
{
"p": 0.23636610805988312,
"m": 0.5
},
{
"p": 0.0742894783616066,
"m": 0.9759467244148254
},
{
"p": 0.09502249211072922,
"m": 0.42745956778526306
},
{
"p": 0.0992044061422348,
"m": 0.7690660357475281
},
{
"p": 0.13950535655021667,
"m": 1.0
},
{
"p": 0.12005755305290222,
"m": 0.988138735294342
}
]
},
{
"epoch": 107,
"train_loss": 1.7515085935592651,
"val_loss": 0.727444052696228,
"acc": 73.33,
"time": 112.45606266200048,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.24360482394695282,
"m": 0.5
},
{
"p": 0.049529559910297394,
"m": 0.5
},
{
"p": 0.2424398809671402,
"m": 0.5
},
{
"p": 0.05854758247733116,
"m": 0.8511149883270264
},
{
"p": 0.07656703889369965,
"m": 0.3389049768447876
},
{
"p": 0.008889246731996536,
"m": 0.9723684191703796
},
{
"p": 0.18331821262836456,
"m": 1.0
},
{
"p": 0.1371036171913147,
"m": 0.9982852935791016
}
]
},
{
"epoch": 108,
"train_loss": 1.2419828176498413,
"val_loss": 0.866750180721283,
"acc": 73.4,
"time": 111.26970240399896,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.23553799092769623,
"m": 0.5
},
{
"p": 0.029299264773726463,
"m": 0.5
},
{
"p": 0.23229044675827026,
"m": 0.5
},
{
"p": 0.0656244307756424,
"m": 0.7185253500938416
},
{
"p": 0.05591424182057381,
"m": 0.2287907600402832
},
{
"p": 0.06943190842866898,
"m": 0.9851384162902832
},
{
"p": 0.18798211216926575,
"m": 0.9850469827651978
},
{
"p": 0.12391957640647888,
"m": 0.9479157328605652
}
]
},
{
"epoch": 109,
"train_loss": 1.275638461112976,
"val_loss": 0.7781450748443604,
"acc": 71.58,
"time": 106.79162313000052,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.22121568024158478,
"m": 0.5
},
{
"p": 0.047560516744852066,
"m": 0.5
},
{
"p": 0.20113122463226318,
"m": 0.5
},
{
"p": 0.1001611053943634,
"m": 0.6995283961296082
},
{
"p": 0.1013658195734024,
"m": 0.26318594813346863
},
{
"p": 0.06869455426931381,
"m": 0.9190738797187805
},
{
"p": 0.1774299442768097,
"m": 0.9795451164245605
},
{
"p": 0.08244116604328156,
"m": 0.915462851524353
}
]
},
{
"epoch": 110,
"train_loss": 1.5209589004516602,
"val_loss": 0.9092796444892883,
"acc": 73.04,
"time": 113.92027583599884,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2503250539302826,
"m": 0.5
},
{
"p": 0.046025343239307404,
"m": 0.5
},
{
"p": 0.2361048460006714,
"m": 0.5
},
{
"p": 0.041299086064100266,
"m": 0.6106023788452148
},
{
"p": 0.030934059992432594,
"m": 0.2900928258895874
},
{
"p": 0.08632916212081909,
"m": 0.9566490054130554
},
{
"p": 0.155082106590271,
"m": 0.8397397994995117
},
{
"p": 0.15390031039714813,
"m": 0.958801805973053
}
]
},
{
"epoch": 111,
"train_loss": 1.4926701784133911,
"val_loss": 0.8657391667366028,
"acc": 73.76,
"time": 109.11600986600024,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.22708968818187714,
"m": 0.5
},
{
"p": 0.04195026680827141,
"m": 0.5
},
{
"p": 0.22551684081554413,
"m": 0.5
},
{
"p": 0.05963600426912308,
"m": 0.651422917842865
},
{
"p": 0.11387837678194046,
"m": 0.401341050863266
},
{
"p": 0.05464959889650345,
"m": 0.9346098899841309
},
{
"p": 0.13730312883853912,
"m": 0.9346415996551514
},
{
"p": 0.13997606933116913,
"m": 0.9519028663635254
}
]
},
{
"epoch": 112,
"train_loss": 1.2126890420913696,
"val_loss": 0.9275128841400146,
"acc": 72.71,
"time": 109.9602095750015,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21345959603786469,
"m": 0.5
},
{
"p": 0.033929258584976196,
"m": 0.5
},
{
"p": 0.23439036309719086,
"m": 0.5
},
{
"p": 0.06067366898059845,
"m": 0.8151739239692688
},
{
"p": 0.10010336339473724,
"m": 0.3413581848144531
},
{
"p": 0.03351017087697983,
"m": 0.9280605912208557
},
{
"p": 0.1685439944267273,
"m": 1.0
},
{
"p": 0.15538959205150604,
"m": 0.9792019128799438
}
]
},
{
"epoch": 113,
"train_loss": 1.1678434610366821,
"val_loss": 0.8847785592079163,
"acc": 73.1,
"time": 112.21274417399945,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.200677290558815,
"m": 0.5
},
{
"p": 0.058150336146354675,
"m": 0.5
},
{
"p": 0.1989184021949768,
"m": 0.5
},
{
"p": 0.08285940438508987,
"m": 0.855096161365509
},
{
"p": 0.10090873390436172,
"m": 0.28373661637306213
},
{
"p": 0.07877742499113083,
"m": 1.0
},
{
"p": 0.15181979537010193,
"m": 0.9793587327003479
},
{
"p": 0.12788860499858856,
"m": 0.9787697792053223
}
]
},
{
"epoch": 114,
"train_loss": 1.234894037246704,
"val_loss": 0.9081205725669861,
"acc": 72.98,
"time": 111.73628521200044,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2271622270345688,
"m": 0.5
},
{
"p": 0.03673704341053963,
"m": 0.5
},
{
"p": 0.19063884019851685,
"m": 0.5
},
{
"p": 0.08484361320734024,
"m": 0.9819592833518982
},
{
"p": 0.13209682703018188,
"m": 0.3086066246032715
},
{
"p": 0.0012312063481658697,
"m": 0.9886513352394104
},
{
"p": 0.18117845058441162,
"m": 0.8831413984298706
},
{
"p": 0.14611180126667023,
"m": 0.9870306849479675
}
]
},
{
"epoch": 115,
"train_loss": 1.1631680727005005,
"val_loss": 0.6648918390274048,
"acc": 73.83,
"time": 111.26491521800017,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.24542954564094543,
"m": 0.5
},
{
"p": 0.02285980060696602,
"m": 0.5
},
{
"p": 0.22567065060138702,
"m": 0.5
},
{
"p": 0.051099564880132675,
"m": 1.0
},
{
"p": 0.12328615039587021,
"m": 0.2916727364063263
},
{
"p": 0.07638823986053467,
"m": 0.9423226714134216
},
{
"p": 0.14572958648204803,
"m": 0.9776561260223389
},
{
"p": 0.10953646153211594,
"m": 0.9410719871520996
}
]
},
{
"epoch": 116,
"train_loss": 1.3114116191864014,
"val_loss": 0.8835434913635254,
"acc": 72.78,
"time": 111.16432058999999,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2395552396774292,
"m": 0.5
},
{
"p": 0.03935496509075165,
"m": 0.5
},
{
"p": 0.2172817885875702,
"m": 0.5
},
{
"p": 0.06546188145875931,
"m": 0.9778100252151489
},
{
"p": 0.1198749765753746,
"m": 0.31433260440826416
},
{
"p": 0.04663704335689545,
"m": 0.966720461845398
},
{
"p": 0.13757963478565216,
"m": 0.9736790657043457
},
{
"p": 0.13425451517105103,
"m": 0.8775034546852112
}
]
},
{
"epoch": 117,
"train_loss": 1.4740194082260132,
"val_loss": 0.9649335741996765,
"acc": 72.51,
"time": 113.03301049400034,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.22037111222743988,
"m": 0.5
},
{
"p": 0.04550560563802719,
"m": 0.5
},
{
"p": 0.20646078884601593,
"m": 0.5
},
{
"p": 0.07656687498092651,
"m": 0.9038864970207214
},
{
"p": 0.12299732863903046,
"m": 0.4346035420894623
},
{
"p": 0.0643039271235466,
"m": 0.9931858777999878
},
{
"p": 0.14792844653129578,
"m": 1.0
},
{
"p": 0.11586593091487885,
"m": 0.9669941663742065
}
]
},
{
"epoch": 118,
"train_loss": 1.142765760421753,
"val_loss": 0.8254122734069824,
"acc": 73.39,
"time": 109.26172141100142,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21501025557518005,
"m": 0.5
},
{
"p": 0.056243136525154114,
"m": 0.5
},
{
"p": 0.19650499522686005,
"m": 0.5
},
{
"p": 0.07137655466794968,
"m": 0.9936577081680298
},
{
"p": 0.10771828889846802,
"m": 0.400484174489975
},
{
"p": 0.05052804574370384,
"m": 0.9551019668579102
},
{
"p": 0.17085148394107819,
"m": 0.9817774891853333
},
{
"p": 0.13176725804805756,
"m": 0.9571521878242493
}
]
},
{
"epoch": 119,
"train_loss": 1.3331708908081055,
"val_loss": 0.8386547565460205,
"acc": 73.01,
"time": 108.74080261000017,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.23996472358703613,
"m": 0.5
},
{
"p": 0.05467749759554863,
"m": 0.5
},
{
"p": 0.19702504575252533,
"m": 0.5
},
{
"p": 0.08721005916595459,
"m": 0.9620737433433533
},
{
"p": 0.10351112484931946,
"m": 0.43205296993255615
},
{
"p": 0.07302382588386536,
"m": 0.9185808897018433
},
{
"p": 0.17051449418067932,
"m": 1.0
},
{
"p": 0.07407328486442566,
"m": 0.9175165891647339
}
]
},
{
"epoch": 120,
"train_loss": 1.3797028064727783,
"val_loss": 0.7805303931236267,
"acc": 72.97,
"time": 102.49805716499941,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2245931327342987,
"m": 0.5
},
{
"p": 0.017509721219539642,
"m": 0.5
},
{
"p": 0.24070584774017334,
"m": 0.5
},
{
"p": 0.07969662547111511,
"m": 0.9579963684082031
},
{
"p": 0.1023915708065033,
"m": 0.4636289179325104
},
{
"p": 0.07394420355558395,
"m": 0.9129642248153687
},
{
"p": 0.14490193128585815,
"m": 1.0
},
{
"p": 0.11625692993402481,
"m": 0.9793372750282288
}
]
},
{
"epoch": 121,
"train_loss": 1.0573832988739014,
"val_loss": 0.7093766331672668,
"acc": 73.74,
"time": 104.93068467600096,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2380177527666092,
"m": 0.5
},
{
"p": 0.0012367534218356013,
"m": 0.5
},
{
"p": 0.2332790195941925,
"m": 0.5
},
{
"p": 0.08263330906629562,
"m": 0.9747313261032104
},
{
"p": 0.09357369691133499,
"m": 0.4742739200592041
},
{
"p": 0.02489929459989071,
"m": 0.8931225538253784
},
{
"p": 0.20511119067668915,
"m": 0.9497511386871338
},
{
"p": 0.12124893814325333,
"m": 0.9068995714187622
}
]
},
{
"epoch": 122,
"train_loss": 2.0783677101135254,
"val_loss": 0.9124895930290222,
"acc": 72.83,
"time": 106.49041861799924,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19840364158153534,
"m": 0.5
},
{
"p": 0.05815776437520981,
"m": 0.5
},
{
"p": 0.2095356583595276,
"m": 0.5
},
{
"p": 0.06644000858068466,
"m": 0.9778604507446289
},
{
"p": 0.08122601360082626,
"m": 0.43182340264320374
},
{
"p": 0.07583923637866974,
"m": 0.8659785985946655
},
{
"p": 0.18777914345264435,
"m": 1.0
},
{
"p": 0.12261846661567688,
"m": 0.9395906925201416
}
]
},
{
"epoch": 123,
"train_loss": 1.1820530891418457,
"val_loss": 0.7408571243286133,
"acc": 73.83,
"time": 111.45988202999979,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21128414571285248,
"m": 0.5
},
{
"p": 0.0012375838123261929,
"m": 0.5
},
{
"p": 0.23257595300674438,
"m": 0.5
},
{
"p": 0.08486180007457733,
"m": 0.9716076850891113
},
{
"p": 0.08488678187131882,
"m": 0.5398539304733276
},
{
"p": 0.06551676988601685,
"m": 0.8735688328742981
},
{
"p": 0.1778942346572876,
"m": 1.0
},
{
"p": 0.14174267649650574,
"m": 0.9967342019081116
}
]
},
{
"epoch": 124,
"train_loss": 1.5921417474746704,
"val_loss": 0.8769400715827942,
"acc": 73.52,
"time": 110.4394840040004,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.20617961883544922,
"m": 0.5
},
{
"p": 0.04390498995780945,
"m": 0.5
},
{
"p": 0.23540428280830383,
"m": 0.5
},
{
"p": 0.07003673166036606,
"m": 0.8777666091918945
},
{
"p": 0.12307990342378616,
"m": 0.5181994438171387
},
{
"p": 0.025704337283968925,
"m": 0.9053559899330139
},
{
"p": 0.17807810008525848,
"m": 0.8841189742088318
},
{
"p": 0.11761200428009033,
"m": 0.9482530951499939
}
]
},
{
"epoch": 125,
"train_loss": 1.329724907875061,
"val_loss": 0.7829616665840149,
"acc": 73.39,
"time": 108.94878477800012,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21520431339740753,
"m": 0.5
},
{
"p": 0.04995914176106453,
"m": 0.5
},
{
"p": 0.22525568306446075,
"m": 0.5
},
{
"p": 0.0729399025440216,
"m": 0.8947352766990662
},
{
"p": 0.08153887838125229,
"m": 0.40472114086151123
},
{
"p": 0.05601276829838753,
"m": 0.9391884803771973
},
{
"p": 0.17049919068813324,
"m": 0.9384832382202148
},
{
"p": 0.12859022617340088,
"m": 0.9793207049369812
}
]
},
{
"epoch": 126,
"train_loss": 1.3955506086349487,
"val_loss": 0.7907480597496033,
"acc": 73.23,
"time": 109.85977642499893,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2000991404056549,
"m": 0.5
},
{
"p": 0.0415581539273262,
"m": 0.5
},
{
"p": 0.23662389814853668,
"m": 0.5
},
{
"p": 0.07850047945976257,
"m": 0.9134802222251892
},
{
"p": 0.08958283066749573,
"m": 0.35372889041900635
},
{
"p": 0.056000713258981705,
"m": 0.9603589177131653
},
{
"p": 0.18115569651126862,
"m": 0.8627397418022156
},
{
"p": 0.1164790540933609,
"m": 0.9265047907829285
}
]
},
{
"epoch": 127,
"train_loss": 1.2830536365509033,
"val_loss": 0.9732140302658081,
"acc": 73.37,
"time": 110.85940093800127,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2980659604072571,
"m": 0.5
},
{
"p": 0.03868972137570381,
"m": 0.5
},
{
"p": 0.2707535922527313,
"m": 0.5
},
{
"p": 0.0636373907327652,
"m": 0.8430194854736328
},
{
"p": 0.13334983587265015,
"m": 0.3194073438644409
},
{
"p": 0.001224046223796904,
"m": 1.0
},
{
"p": 0.16013038158416748,
"m": 0.9181271195411682
},
{
"p": 0.03414906933903694,
"m": 0.9994675517082214
}
]
},
{
"epoch": 128,
"train_loss": 1.3835562467575073,
"val_loss": 0.8033614754676819,
"acc": 73.1,
"time": 113.37895928999933,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2194262146949768,
"m": 0.5
},
{
"p": 0.04882662370800972,
"m": 0.5
},
{
"p": 0.21438650786876678,
"m": 0.5
},
{
"p": 0.0012149405665695667,
"m": 0.8231432437896729
},
{
"p": 0.13009962439537048,
"m": 0.34329715371131897
},
{
"p": 0.08068063855171204,
"m": 0.9136528372764587
},
{
"p": 0.1635681390762329,
"m": 1.0
},
{
"p": 0.14179734885692596,
"m": 0.9778881669044495
}
]
},
{
"epoch": 129,
"train_loss": 1.2373790740966797,
"val_loss": 0.8555350303649902,
"acc": 73.31,
"time": 111.78122822700061,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.22709624469280243,
"m": 0.5
},
{
"p": 0.029617400839924812,
"m": 0.5
},
{
"p": 0.2117922306060791,
"m": 0.5
},
{
"p": 0.08884496241807938,
"m": 0.8649343848228455
},
{
"p": 0.0779133290052414,
"m": 0.1794176548719406
},
{
"p": 0.05501769110560417,
"m": 0.9214344620704651
},
{
"p": 0.19782833755016327,
"m": 0.990317165851593
},
{
"p": 0.11188970506191254,
"m": 0.9087072610855103
}
]
},
{
"epoch": 130,
"train_loss": 0.9749646186828613,
"val_loss": 0.7788726091384888,
"acc": 74.14,
"time": 110.01513010400049,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.24346767365932465,
"m": 0.5
},
{
"p": 0.015574667602777481,
"m": 0.5
},
{
"p": 0.24629731476306915,
"m": 0.5
},
{
"p": 0.06346036493778229,
"m": 0.9084455370903015
},
{
"p": 0.11815702170133591,
"m": 0.18517827987670898
},
{
"p": 0.04635290056467056,
"m": 0.7943809032440186
},
{
"p": 0.14470352232456207,
"m": 0.954013466835022
},
{
"p": 0.12198647856712341,
"m": 0.9781773686408997
}
]
},
{
"epoch": 131,
"train_loss": 1.4493327140808105,
"val_loss": 0.8405254483222961,
"acc": 73.23,
"time": 114.27658061500006,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2631988525390625,
"m": 0.5
},
{
"p": 0.04970357194542885,
"m": 0.5
},
{
"p": 0.20373864471912384,
"m": 0.5
},
{
"p": 0.10857881605625153,
"m": 0.8840382695198059
},
{
"p": 0.11111205071210861,
"m": 0.26508960127830505
},
{
"p": 0.058646801859140396,
"m": 0.7598758935928345
},
{
"p": 0.10473893582820892,
"m": 0.9205925464630127
},
{
"p": 0.10028226673603058,
"m": 0.9252487421035767
}
]
},
{
"epoch": 132,
"train_loss": 1.352869987487793,
"val_loss": 0.8648383021354675,
"acc": 73.61,
"time": 109.32193888799884,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.18756821751594543,
"m": 0.5
},
{
"p": 0.019831905141472816,
"m": 0.5
},
{
"p": 0.2216053605079651,
"m": 0.5
},
{
"p": 0.09728538990020752,
"m": 0.9425132870674133
},
{
"p": 0.11801721155643463,
"m": 0.2399371862411499
},
{
"p": 0.05337776616215706,
"m": 0.8255407810211182
},
{
"p": 0.18335315585136414,
"m": 0.9196066856384277
},
{
"p": 0.11896101385354996,
"m": 0.9550694227218628
}
]
},
{
"epoch": 133,
"train_loss": 1.0350693464279175,
"val_loss": 0.7909522652626038,
"acc": 72.89,
"time": 109.09347946899834,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.16283097863197327,
"m": 0.5
},
{
"p": 0.06388148665428162,
"m": 0.5
},
{
"p": 0.19616153836250305,
"m": 0.5
},
{
"p": 0.0913931354880333,
"m": 0.8622190952301025
},
{
"p": 0.12201438099145889,
"m": 0.2148391157388687
},
{
"p": 0.07606243342161179,
"m": 0.7039428949356079
},
{
"p": 0.15438491106033325,
"m": 0.9728497266769409
},
{
"p": 0.13327115774154663,
"m": 0.8877521753311157
}
]
},
{
"epoch": 134,
"train_loss": 1.0745011568069458,
"val_loss": 0.8025009036064148,
"acc": 74.33,
"time": 107.1128504699991,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.23813197016716003,
"m": 0.5
},
{
"p": 0.029545465484261513,
"m": 0.5
},
{
"p": 0.21633915603160858,
"m": 0.5
},
{
"p": 0.05584209784865379,
"m": 0.8468701839447021
},
{
"p": 0.10686349123716354,
"m": 0.19778956472873688
},
{
"p": 0.06682668626308441,
"m": 0.7745561003684998
},
{
"p": 0.16838805377483368,
"m": 0.8797090649604797
},
{
"p": 0.11806301772594452,
"m": 0.9979428052902222
}
]
},
{
"epoch": 135,
"train_loss": 1.3861607313156128,
"val_loss": 0.8664102554321289,
"acc": 73.39,
"time": 111.38909134200003,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21549643576145172,
"m": 0.5
},
{
"p": 0.03073202259838581,
"m": 0.5
},
{
"p": 0.23492425680160522,
"m": 0.5
},
{
"p": 0.05780727416276932,
"m": 0.8307967782020569
},
{
"p": 0.12122878432273865,
"m": 0.20395341515541077
},
{
"p": 0.0995076522231102,
"m": 0.8843280076980591
},
{
"p": 0.15358872711658478,
"m": 0.7982741594314575
},
{
"p": 0.08671492338180542,
"m": 0.9415735602378845
}
]
},
{
"epoch": 136,
"train_loss": 1.274308681488037,
"val_loss": 0.7815004587173462,
"acc": 73.06,
"time": 107.79283671399935,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21390020847320557,
"m": 0.5
},
{
"p": 0.03383015841245651,
"m": 0.5
},
{
"p": 0.21567679941654205,
"m": 0.5
},
{
"p": 0.08673925697803497,
"m": 0.8673259019851685
},
{
"p": 0.12992385029792786,
"m": 0.20282436907291412
},
{
"p": 0.04410208389163017,
"m": 0.8508014678955078
},
{
"p": 0.140633225440979,
"m": 0.9374887943267822
},
{
"p": 0.1351943463087082,
"m": 0.9320372343063354
}
]
},
{
"epoch": 137,
"train_loss": 1.0335025787353516,
"val_loss": 0.8477773666381836,
"acc": 73.6,
"time": 110.8514858210001,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.23043006658554077,
"m": 0.5
},
{
"p": 0.05042337626218796,
"m": 0.5
},
{
"p": 0.26197898387908936,
"m": 0.5
},
{
"p": 0.08817678689956665,
"m": 0.9143264293670654
},
{
"p": 0.12349209189414978,
"m": 0.16819390654563904
},
{
"p": 0.03259779512882233,
"m": 0.697037398815155
},
{
"p": 0.150543674826622,
"m": 0.985925018787384
},
{
"p": 0.06235719099640846,
"m": 0.9922472238540649
}
]
},
{
"epoch": 138,
"train_loss": 1.5248711109161377,
"val_loss": 0.7368249297142029,
"acc": 74.02,
"time": 106.63538536299893,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2442290186882019,
"m": 0.5
},
{
"p": 0.030632933601737022,
"m": 0.5
},
{
"p": 0.21956969797611237,
"m": 0.5
},
{
"p": 0.06700354814529419,
"m": 0.8810712695121765
},
{
"p": 0.12645499408245087,
"m": 0.29306507110595703
},
{
"p": 0.04549451917409897,
"m": 0.6997310519218445
},
{
"p": 0.13752171397209167,
"m": 0.9849967360496521
},
{
"p": 0.12909363210201263,
"m": 0.9938343167304993
}
]
},
{
"epoch": 139,
"train_loss": 1.1657788753509521,
"val_loss": 0.8534092903137207,
"acc": 73.87,
"time": 101.59094487500079,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.20382729172706604,
"m": 0.5
},
{
"p": 0.05199628323316574,
"m": 0.5
},
{
"p": 0.21269796788692474,
"m": 0.5
},
{
"p": 0.0918833315372467,
"m": 0.8590782880783081
},
{
"p": 0.10201646387577057,
"m": 0.26874884963035583
},
{
"p": 0.06940609216690063,
"m": 0.7903643250465393
},
{
"p": 0.1602146327495575,
"m": 0.9965741038322449
},
{
"p": 0.1079578772187233,
"m": 0.8949005007743835
}
]
},
{
"epoch": 140,
"train_loss": 1.271045207977295,
"val_loss": 0.8317599296569824,
"acc": 73.36,
"time": 102.51783000400064,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21336396038532257,
"m": 0.5
},
{
"p": 0.059713348746299744,
"m": 0.5
},
{
"p": 0.21187724173069,
"m": 0.5
},
{
"p": 0.06853486597537994,
"m": 0.9003878235816956
},
{
"p": 0.09864408522844315,
"m": 0.4777374267578125
},
{
"p": 0.05739085003733635,
"m": 0.7199043035507202
},
{
"p": 0.1613188087940216,
"m": 0.8743609189987183
},
{
"p": 0.1291569322347641,
"m": 0.9794021248817444
}
]
},
{
"epoch": 141,
"train_loss": 1.5493658781051636,
"val_loss": 0.8371896147727966,
"acc": 73.34,
"time": 101.91928218900102,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.18596698343753815,
"m": 0.5
},
{
"p": 0.0343090184032917,
"m": 0.5
},
{
"p": 0.2424374371767044,
"m": 0.5
},
{
"p": 0.09915639460086823,
"m": 0.9188714623451233
},
{
"p": 0.11403778940439224,
"m": 0.4839409589767456
},
{
"p": 0.03600795567035675,
"m": 0.8110555410385132
},
{
"p": 0.15492673218250275,
"m": 0.8787192106246948
},
{
"p": 0.1331576704978943,
"m": 0.9617565870285034
}
]
},
{
"epoch": 142,
"train_loss": 1.5086685419082642,
"val_loss": 0.9883142113685608,
"acc": 73.16,
"time": 101.7450950729999,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.20838996767997742,
"m": 0.5
},
{
"p": 0.0587901808321476,
"m": 0.5
},
{
"p": 0.19663359224796295,
"m": 0.5
},
{
"p": 0.07928591966629028,
"m": 0.943760335445404
},
{
"p": 0.10277474671602249,
"m": 0.5184637308120728
},
{
"p": 0.06928320974111557,
"m": 0.7859905362129211
},
{
"p": 0.1706167459487915,
"m": 0.8799581527709961
},
{
"p": 0.1142256036400795,
"m": 0.9263815879821777
}
]
},
{
"epoch": 143,
"train_loss": 0.9038299322128296,
"val_loss": 0.880244791507721,
"acc": 73.89,
"time": 108.96924132300046,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.26483333110809326,
"m": 0.5
},
{
"p": 0.0012210769345983863,
"m": 0.5
},
{
"p": 0.2872176170349121,
"m": 0.5
},
{
"p": 0.10591399669647217,
"m": 0.892066478729248
},
{
"p": 0.03444511443376541,
"m": 0.4395173192024231
},
{
"p": 0.01649497076869011,
"m": 0.6948126554489136
},
{
"p": 0.1556140035390854,
"m": 0.9721938371658325
},
{
"p": 0.13425981998443604,
"m": 0.8595381379127502
}
]
},
{
"epoch": 144,
"train_loss": 1.1748614311218262,
"val_loss": 0.7183352112770081,
"acc": 73.52,
"time": 111.96703434600022,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.20780348777770996,
"m": 0.5
},
{
"p": 0.0447542630136013,
"m": 0.5
},
{
"p": 0.19810406863689423,
"m": 0.5
},
{
"p": 0.09464636445045471,
"m": 0.967602014541626
},
{
"p": 0.11300414055585861,
"m": 0.4023747444152832
},
{
"p": 0.06123657152056694,
"m": 0.6072493195533752
},
{
"p": 0.16542686522006989,
"m": 0.9420461058616638
},
{
"p": 0.11502428352832794,
"m": 0.984319806098938
}
]
},
{
"epoch": 145,
"train_loss": 1.6094727516174316,
"val_loss": 0.8408636450767517,
"acc": 73.3,
"time": 104.21921838399976,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.18884725868701935,
"m": 0.5
},
{
"p": 0.06044655665755272,
"m": 0.5
},
{
"p": 0.203929603099823,
"m": 0.5
},
{
"p": 0.07458437234163284,
"m": 0.9013946056365967
},
{
"p": 0.07491559535264969,
"m": 0.3277303874492645
},
{
"p": 0.061067912727594376,
"m": 0.799019992351532
},
{
"p": 0.18970738351345062,
"m": 0.951810359954834
},
{
"p": 0.1465013176202774,
"m": 0.9595432877540588
}
]
},
{
"epoch": 146,
"train_loss": 1.1711852550506592,
"val_loss": 0.9102791547775269,
"acc": 73.54,
"time": 106.68429108099917,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.21160200238227844,
"m": 0.5
},
{
"p": 0.04498500004410744,
"m": 0.5
},
{
"p": 0.2520477771759033,
"m": 0.5
},
{
"p": 0.07405433058738708,
"m": 0.8899841904640198
},
{
"p": 0.08383343368768692,
"m": 0.4369681477546692
},
{
"p": 0.05189872533082962,
"m": 0.6865512132644653
},
{
"p": 0.17053037881851196,
"m": 0.9836967587471008
},
{
"p": 0.11104828864336014,
"m": 0.9393681287765503
}
]
},
{
"epoch": 147,
"train_loss": 1.4679625034332275,
"val_loss": 0.7831111550331116,
"acc": 73.57,
"time": 110.19564371399974,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.2139241248369217,
"m": 0.5
},
{
"p": 0.04034281522035599,
"m": 0.5
},
{
"p": 0.2078552097082138,
"m": 0.5
},
{
"p": 0.09103626012802124,
"m": 0.9639463424682617
},
{
"p": 0.09498509764671326,
"m": 0.5700483918190002
},
{
"p": 0.07158099859952927,
"m": 0.7605993747711182
},
{
"p": 0.1667850911617279,
"m": 0.9999386668205261
},
{
"p": 0.11349035054445267,
"m": 0.9324422478675842
}
]
},
{
"epoch": 148,
"train_loss": 1.4341250658035278,
"val_loss": 0.6904591917991638,
"acc": 74.09,
"time": 103.87671446900094,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.22129663825035095,
"m": 0.5
},
{
"p": 0.039434805512428284,
"m": 0.5
},
{
"p": 0.22004960477352142,
"m": 0.5
},
{
"p": 0.09691917151212692,
"m": 1.0
},
{
"p": 0.09979569166898727,
"m": 0.5382585525512695
},
{
"p": 0.04735182598233223,
"m": 0.7691537737846375
},
{
"p": 0.14467117190361023,
"m": 1.0
},
{
"p": 0.13048112392425537,
"m": 0.7809421420097351
}
]
},
{
"epoch": 149,
"train_loss": 1.0997285842895508,
"val_loss": 0.8541528582572937,
"acc": 74.43,
"time": 106.14244342200072,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.19317060708999634,
"m": 0.5
},
{
"p": 0.04269092157483101,
"m": 0.5
},
{
"p": 0.23160137236118317,
"m": 0.5
},
{
"p": 0.09266014397144318,
"m": 0.9792065620422363
},
{
"p": 0.11175260692834854,
"m": 0.566559374332428
},
{
"p": 0.06424130499362946,
"m": 0.8118547201156616
},
{
"p": 0.1441686600446701,
"m": 0.995120644569397
},
{
"p": 0.11971447616815567,
"m": 0.9845227003097534
}
]
},
{
"epoch": 150,
"train_loss": 1.4920213222503662,
"val_loss": 0.7328126430511475,
"acc": 74.02,
"time": 103.94972579900241,
"mix_dist": 0.800000011920929,
"param": [
{
"p": 0.20732730627059937,
"m": 0.5
},
{
"p": 0.0471867099404335,
"m": 0.5
},
{
"p": 0.23532484471797943,
"m": 0.5
},
{
"p": 0.08825091272592545,
"m": 0.9523746371269226
},
{
"p": 0.10048091411590576,
"m": 0.40629491209983826
},
{
"p": 0.06565956026315689,
"m": 0.8241176009178162
},
{
"p": 0.13390368223190308,
"m": 1.0
},
{
"p": 0.12186592072248459,
"m": 0.9987097978591919
}
]
}
]
}