smart_augmentation/higher/res/log/Aug_mod(Data_augV4(Uniform-3 TF x 1)-LeNet)-100 epochs (dataug:0)- 10 in_it.json

{
 "Accuracy": 66.88,
 "Time": [
  42.26701769254347,
  3.2095027194850507
 ],
 "Device": "TITAN RTX",
 "Param_names": [
  "Identity",
  "FlipUD",
  "FlipLR"
 ],
 "Log": [
  {
   "epoch": 1,
   "train_loss": 2.2586863040924072,
   "val_loss": 2.229949474334717,
   "acc": 14.78,
   "time": 35.27154581400001,
   "param": [
    0.3569081127643585,
    0.2924368679523468,
    0.3506549894809723
   ]
  },
  {
   "epoch": 2,
   "train_loss": 1.8682993650436401,
   "val_loss": 1.9535006284713745,
   "acc": 28.28,
   "time": 34.125931699,
   "param": [
    0.36725008487701416,
    0.26547476649284363,
    0.3672751188278198
   ]
  },
  {
   "epoch": 3,
   "train_loss": 1.9641677141189575,
   "val_loss": 1.6855865716934204,
   "acc": 37.31,
   "time": 36.12903867,
   "param": [
    0.37720489501953125,
    0.242314413189888,
    0.3804807662963867
   ]
  },
  {
   "epoch": 4,
   "train_loss": 1.7774184942245483,
   "val_loss": 1.785918116569519,
   "acc": 39.46,
   "time": 37.72984706899999,
   "param": [
    0.39951837062835693,
    0.2063944935798645,
    0.39408713579177856
   ]
  },
  {
   "epoch": 5,
   "train_loss": 1.5776571035385132,
   "val_loss": 1.504593849182129,
   "acc": 43.55,
   "time": 36.329188810999995,
   "param": [
    0.40679413080215454,
    0.18330709636211395,
    0.4098988175392151
   ]
  },
  {
   "epoch": 6,
   "train_loss": 1.4626541137695312,
   "val_loss": 1.5177550315856934,
   "acc": 47.58,
   "time": 37.09478964600001,
   "param": [
    0.40836092829704285,
    0.16867582499980927,
    0.4229632019996643
   ]
  },
  {
   "epoch": 7,
   "train_loss": 1.5625808238983154,
   "val_loss": 1.5155680179595947,
   "acc": 46.77,
   "time": 37.794030322,
   "param": [
    0.40731528401374817,
    0.15188969671726227,
    0.44079506397247314
   ]
  },
  {
   "epoch": 8,
   "train_loss": 1.6052792072296143,
   "val_loss": 1.4055876731872559,
   "acc": 50.1,
   "time": 37.174165684,
   "param": [
    0.4031961262226105,
    0.15106746554374695,
    0.44573649764060974
   ]
  },
  {
   "epoch": 9,
   "train_loss": 1.4478679895401,
   "val_loss": 1.438679814338684,
   "acc": 49.25,
   "time": 37.32403781900001,
   "param": [
    0.4083668291568756,
    0.14481987059116364,
    0.44681328535079956
   ]
  },
  {
   "epoch": 10,
   "train_loss": 1.3254565000534058,
   "val_loss": 1.3467397689819336,
   "acc": 52.769999999999996,
   "time": 39.75345608800001,
   "param": [
    0.41974541544914246,
    0.12304411083459854,
    0.4572104811668396
   ]
  },
  {
   "epoch": 11,
   "train_loss": 1.3721425533294678,
   "val_loss": 1.3951412439346313,
   "acc": 53.47,
   "time": 41.650647182,
   "param": [
    0.4319446086883545,
    0.09881945699453354,
    0.469235897064209
   ]
  },
  {
   "epoch": 12,
   "train_loss": 1.1457737684249878,
   "val_loss": 1.4345290660858154,
   "acc": 54.449999999999996,
   "time": 41.617353776000016,
   "param": [
    0.44426319003105164,
    0.06662937253713608,
    0.48910748958587646
   ]
  },
  {
   "epoch": 13,
   "train_loss": 1.29494047164917,
   "val_loss": 1.211569905281067,
   "acc": 54.83,
   "time": 39.160211182999944,
   "param": [
    0.45281338691711426,
    0.040981173515319824,
    0.5062054395675659
   ]
  },
  {
   "epoch": 14,
   "train_loss": 1.2569019794464111,
   "val_loss": 1.202050805091858,
   "acc": 56.87,
   "time": 40.84753018599997,
   "param": [
    0.45568040013313293,
    0.027288855984807014,
    0.5170307755470276
   ]
  },
  {
   "epoch": 15,
   "train_loss": 1.2451014518737793,
   "val_loss": 1.1795798540115356,
   "acc": 56.61000000000001,
   "time": 40.82151254199994,
   "param": [
    0.4496605694293976,
    0.03048047050833702,
    0.5198589563369751
   ]
  },
  {
   "epoch": 16,
   "train_loss": 1.2308098077774048,
   "val_loss": 1.110080361366272,
   "acc": 59.230000000000004,
   "time": 41.493100658,
   "param": [
    0.46033838391304016,
    0.013146541081368923,
    0.5265150666236877
   ]
  },
  {
   "epoch": 17,
   "train_loss": 1.012961745262146,
   "val_loss": 1.248935341835022,
   "acc": 56.53,
   "time": 44.144584925000004,
   "param": [
    0.4615994989871979,
    0.01054893434047699,
    0.5278514623641968
   ]
  },
  {
   "epoch": 18,
   "train_loss": 1.1665527820587158,
   "val_loss": 1.2484368085861206,
   "acc": 58.550000000000004,
   "time": 46.182384603999935,
   "param": [
    0.4470806121826172,
    0.04574175924062729,
    0.5071776509284973
   ]
  },
  {
   "epoch": 19,
   "train_loss": 1.096998691558838,
   "val_loss": 1.1408710479736328,
   "acc": 61.08,
   "time": 46.85773266199999,
   "param": [
    0.4376380741596222,
    0.06828197091817856,
    0.49407997727394104
   ]
  },
  {
   "epoch": 20,
   "train_loss": 1.2891809940338135,
   "val_loss": 1.2101622819900513,
   "acc": 60.56,
   "time": 45.49155310100002,
   "param": [
    0.4369180202484131,
    0.06939083337783813,
    0.4936911165714264
   ]
  },
  {
   "epoch": 21,
   "train_loss": 0.987078845500946,
   "val_loss": 1.1182962656021118,
   "acc": 62.11,
   "time": 44.33919514400009,
   "param": [
    0.43872907757759094,
    0.07305636256933212,
    0.48821452260017395
   ]
  },
  {
   "epoch": 22,
   "train_loss": 1.0163116455078125,
   "val_loss": 1.1551297903060913,
   "acc": 60.51,
   "time": 45.01074287200004,
   "param": [
    0.43935197591781616,
    0.07781679183244705,
    0.48283126950263977
   ]
  },
  {
   "epoch": 23,
   "train_loss": 0.9056492447853088,
   "val_loss": 1.0615127086639404,
   "acc": 62.89,
   "time": 44.34420145799993,
   "param": [
    0.43313512206077576,
    0.08898729830980301,
    0.47787758708000183
   ]
  },
  {
   "epoch": 24,
   "train_loss": 1.2792608737945557,
   "val_loss": 1.0027081966400146,
   "acc": 63.18,
   "time": 43.69079710999995,
   "param": [
    0.4319283664226532,
    0.09381513297557831,
    0.4742564558982849
   ]
  },
  {
   "epoch": 25,
   "train_loss": 0.8459250926971436,
   "val_loss": 1.0684174299240112,
   "acc": 62.96000000000001,
   "time": 44.55881189999991,
   "param": [
    0.44945499300956726,
    0.06892076134681702,
    0.4816242456436157
   ]
  },
  {
   "epoch": 26,
   "train_loss": 0.8931319713592529,
   "val_loss": 1.1465357542037964,
   "acc": 63.28,
   "time": 45.75113101399984,
   "param": [
    0.4626123905181885,
    0.05666631832718849,
    0.48072129487991333
   ]
  },
  {
   "epoch": 27,
   "train_loss": 0.8509619235992432,
   "val_loss": 0.9775013327598572,
   "acc": 63.91,
   "time": 43.64584844199999,
   "param": [
    0.4643380641937256,
    0.060226861387491226,
    0.4754350781440735
   ]
  },
  {
   "epoch": 28,
   "train_loss": 1.0486762523651123,
   "val_loss": 0.9824637770652771,
   "acc": 63.260000000000005,
   "time": 43.78166149499998,
   "param": [
    0.4605104625225067,
    0.05962243676185608,
    0.4798670709133148
   ]
  },
  {
   "epoch": 29,
   "train_loss": 1.0211268663406372,
   "val_loss": 1.0454564094543457,
   "acc": 63.11,
   "time": 44.35442912399981,
   "param": [
    0.4418427646160126,
    0.07752558588981628,
    0.4806317389011383
   ]
  },
  {
   "epoch": 30,
   "train_loss": 0.9525233507156372,
   "val_loss": 1.2605206966400146,
   "acc": 64.25,
   "time": 43.74533260599992,
   "param": [
    0.43259933590888977,
    0.10017886012792587,
    0.46722185611724854
   ]
  },
  {
   "epoch": 31,
   "train_loss": 0.9760316014289856,
   "val_loss": 1.0142147541046143,
   "acc": 64.74,
   "time": 43.5612526110001,
   "param": [
    0.42715027928352356,
    0.11523038148880005,
    0.4576193392276764
   ]
  },
  {
   "epoch": 32,
   "train_loss": 0.7399689555168152,
   "val_loss": 0.9995627999305725,
   "acc": 63.94,
   "time": 43.51480428800005,
   "param": [
    0.4305989742279053,
    0.1151185929775238,
    0.4542824923992157
   ]
  },
  {
   "epoch": 33,
   "train_loss": 0.7913075685501099,
   "val_loss": 1.057647466659546,
   "acc": 65.07,
   "time": 43.853585117999955,
   "param": [
    0.42892810702323914,
    0.12268570065498352,
    0.44838619232177734
   ]
  },
  {
   "epoch": 34,
   "train_loss": 0.8102763295173645,
   "val_loss": 1.0586642026901245,
   "acc": 64.85,
   "time": 43.99178210900004,
   "param": [
    0.42897558212280273,
    0.1191384419798851,
    0.4518859386444092
   ]
  },
  {
   "epoch": 35,
   "train_loss": 0.7616747617721558,
   "val_loss": 1.0033904314041138,
   "acc": 64.7,
   "time": 44.206484361999856,
   "param": [
    0.43020543456077576,
    0.11314508318901062,
    0.456649512052536
   ]
  },
  {
   "epoch": 36,
   "train_loss": 0.8215435743331909,
   "val_loss": 0.9384769797325134,
   "acc": 65.44,
   "time": 44.347105060999866,
   "param": [
    0.4323142170906067,
    0.09643037617206573,
    0.47125542163848877
   ]
  },
  {
   "epoch": 37,
   "train_loss": 0.6993322372436523,
   "val_loss": 1.0101381540298462,
   "acc": 65.29,
   "time": 44.05309231699994,
   "param": [
    0.4256291091442108,
    0.10129605978727341,
    0.4730748236179352
   ]
  },
  {
   "epoch": 38,
   "train_loss": 0.7556210160255432,
   "val_loss": 1.0652647018432617,
   "acc": 64.25999999999999,
   "time": 44.12172071300006,
   "param": [
    0.42610031366348267,
    0.10423226654529572,
    0.4696674346923828
   ]
  },
  {
   "epoch": 39,
   "train_loss": 0.655925989151001,
   "val_loss": 1.028014063835144,
   "acc": 66.53999999999999,
   "time": 44.1565310819999,
   "param": [
    0.4266500473022461,
    0.10550680756568909,
    0.4678431749343872
   ]
  },
  {
   "epoch": 40,
   "train_loss": 0.785202145576477,
   "val_loss": 1.0654937028884888,
   "acc": 65.32,
   "time": 43.73130127500008,
   "param": [
    0.4235508441925049,
    0.11477722227573395,
    0.46167197823524475
   ]
  },
  {
   "epoch": 41,
   "train_loss": 0.7394008636474609,
   "val_loss": 1.0027002096176147,
   "acc": 66.88,
   "time": 43.49772069000005,
   "param": [
    0.41884082555770874,
    0.12805259227752686,
    0.4531066417694092
   ]
  },
  {
   "epoch": 42,
   "train_loss": 0.6568392515182495,
   "val_loss": 0.9595460295677185,
   "acc": 66.19,
   "time": 43.848339258000124,
   "param": [
    0.4242156147956848,
    0.1308676153421402,
    0.4449167549610138
   ]
  },
  {
   "epoch": 43,
   "train_loss": 0.8083595037460327,
   "val_loss": 1.066747784614563,
   "acc": 66.16,
   "time": 44.20153860200003,
   "param": [
    0.4227754473686218,
    0.13745594024658203,
    0.43976864218711853
   ]
  },
  {
   "epoch": 44,
   "train_loss": 0.773591160774231,
   "val_loss": 1.0745989084243774,
   "acc": 66.06,
   "time": 44.71679809600005,
   "param": [
    0.4226798117160797,
    0.131498321890831,
    0.4458218514919281
   ]
  },
  {
   "epoch": 45,
   "train_loss": 0.5961301922798157,
   "val_loss": 0.9473645091056824,
   "acc": 65.75999999999999,
   "time": 44.08927124799993,
   "param": [
    0.42707282304763794,
    0.11418028175830841,
    0.45874685049057007
   ]
  },
  {
   "epoch": 46,
   "train_loss": 0.6665568351745605,
   "val_loss": 1.0657373666763306,
   "acc": 66.56,
   "time": 44.17669342100021,
   "param": [
    0.42503389716148376,
    0.115285225212574,
    0.45968082547187805
   ]
  }
 ]
}