smart_augmentation/higher/res/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-Mag)-resnet18)-3 epochs (dataug:0)- 6 in_it.json

{
 "Accuracy": 41.61,
 "Time": [
  23.206698947999637,
  8.420834064449442,
  74.29275650800082
 ],
 "Optimizer": {
  "Meta": {
   "optim": "Adam",
   "lr": 0.01,
   "epoch_start": 2
  },
  "Inner": {
   "optim": "SGD",
   "lr": 0.1,
   "momentum": 0.9,
   "decay": 0.0005,
   "nesterov": false,
   "scheduler": "cosine"
  }
 },
 "Device": "TITAN RTX",
 "Memory": [
  10932.84423828125,
  11502.0
 ],
 "TF_config": "../config/wide_tf_config.json",
 "Param_names": [
  "Identity",
  "FlipUD",
  "FlipLR",
  "Rotate",
  "TranslateX",
  "TranslateY",
  "ShearX",
  "ShearY",
  "Contrast",
  "Color",
  "Brightness",
  "Sharpness",
  "Posterize",
  "Solarize"
 ],
 "Log": [
  {
   "epoch": 1,
   "train_loss": 5.047506332397461,
   "val_loss": 1.8627994060516357,
   "acc": 30.87,
   "f1": [
    0.24395981431007385,
    0.47128555178642273,
    0.12957310676574707,
    0.03165733814239502,
    0.3364981710910797,
    0.2304408997297287,
    0.22870653867721558,
    0.3615278899669647,
    0.39419788122177124,
    0.23103205859661102
   ],
   "time": 11.350196486999266,
   "param": [
    {
     "p": 0.0714285746216774,
     "m": 0.5
    },
    {
     "p": 0.0714285746216774,
     "m": 0.5
    },
    {
     "p": 0.0714285746216774,
     "m": 0.5
    },
    {
     "p": 0.0714285746216774,
     "m": 0.5
    },
    {
     "p": 0.0714285746216774,
     "m": 0.5
    },
    {
     "p": 0.0714285746216774,
     "m": 0.5
    },
    {
     "p": 0.0714285746216774,
     "m": 0.5
    },
    {
     "p": 0.0714285746216774,
     "m": 0.5
    },
    {
     "p": 0.0714285746216774,
     "m": 0.5
    },
    {
     "p": 0.0714285746216774,
     "m": 0.5
    },
    {
     "p": 0.0714285746216774,
     "m": 0.5
    },
    {
     "p": 0.0714285746216774,
     "m": 0.5
    },
    {
     "p": 0.0714285746216774,
     "m": 0.5
    },
    {
     "p": 0.0714285746216774,
     "m": 0.5
    }
   ]
  },
  {
   "epoch": 2,
   "train_loss": 3.986489772796631,
   "val_loss": 1.8346458673477173,
   "acc": 31.54,
   "f1": [
    0.1492006629705429,
    0.49342092871665955,
    0.2455417811870575,
    0.05789106339216232,
    0.19369032979011536,
    0.35909509658813477,
    0.4262000024318695,
    0.362099826335907,
    0.3514850437641144,
    0.33287280797958374
   ],
   "time": 28.168936950998614,
   "param": [
    {
     "p": 0.08662248402833939,
     "m": 0.5
    },
    {
     "p": 0.12017267942428589,
     "m": 0.5
    },
    {
     "p": 0.06689173728227615,
     "m": 0.5
    },
    {
     "p": 0.017104730010032654,
     "m": 0.45937132835388184
    },
    {
     "p": 0.11060622334480286,
     "m": 0.5103066563606262
    },
    {
     "p": 0.003255991730839014,
     "m": 0.5017405152320862
    },
    {
     "p": 0.12654243409633636,
     "m": 0.49801188707351685
    },
    {
     "p": 0.13454756140708923,
     "m": 0.5034767389297485
    },
    {
     "p": 0.003266105428338051,
     "m": 0.5874159932136536
    },
    {
     "p": 0.08708416670560837,
     "m": 0.5116021037101746
    },
    {
     "p": 0.06960024684667587,
     "m": 0.5652018785476685
    },
    {
     "p": 0.021111784502863884,
     "m": 0.5052279233932495
    },
    {
     "p": 0.08072198182344437,
     "m": 0.5
    },
    {
     "p": 0.07247190922498703,
     "m": 0.5
    }
   ]
  },
  {
   "epoch": 3,
   "train_loss": 3.561516046524048,
   "val_loss": 1.6170583963394165,
   "acc": 41.61,
   "f1": [
    0.4895579218864441,
    0.558395504951477,
    0.2533658444881439,
    0.16093631088733673,
    0.33717265725135803,
    0.4017256796360016,
    0.4744231402873993,
    0.45925915241241455,
    0.4439767003059387,
    0.41731059551239014
   ],
   "time": 30.10096340600103,
   "param": [
    {
     "p": 0.08856508880853653,
     "m": 0.5
    },
    {
     "p": 0.11172367632389069,
     "m": 0.5
    },
    {
     "p": 0.0639350414276123,
     "m": 0.5
    },
    {
     "p": 0.016709892079234123,
     "m": 0.43965014815330505
    },
    {
     "p": 0.10565922409296036,
     "m": 0.4921151101589203
    },
    {
     "p": 0.0275463555008173,
     "m": 0.5182940363883972
    },
    {
     "p": 0.13088124990463257,
     "m": 0.4868132770061493
    },
    {
     "p": 0.13668863475322723,
     "m": 0.49816736578941345
    },
    {
     "p": 0.03130698949098587,
     "m": 0.6004531383514404
    },
    {
     "p": 0.09972310811281204,
     "m": 0.5246540307998657
    },
    {
     "p": 0.045673172920942307,
     "m": 0.574697732925415
    },
    {
     "p": 0.002397010801360011,
     "m": 0.5314385294914246
    },
    {
     "p": 0.07218044251203537,
     "m": 0.5
    },
    {
     "p": 0.06701013445854187,
     "m": 0.5
    }
   ]
  }
 ]
}