{ "Accuracy": 72.18, "Time": [ 67.37128555586077, 3.8500543334999033 ], "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 2.2376914024353027, "val_loss": 2.238814353942871, "acc": 13.72, "time": 61.23311998299323, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 2.040929079055786, "val_loss": 1.9816607236862183, "acc": 28.46, "time": 71.15599480099627, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 1.995182752609253, "val_loss": 1.8231492042541504, "acc": 35.56, "time": 65.92469099001028, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 1.950905442237854, "val_loss": 1.6990491151809692, "acc": 39.52, "time": 60.47979204999865, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 1.9683736562728882, "val_loss": 1.6777112483978271, "acc": 42.23, "time": 60.824563594011124, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 1.7011529207229614, "val_loss": 1.581786036491394, "acc": 44.05, "time": 67.68963883799734, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 1.6059828996658325, "val_loss": 1.5562528371810913, "acc": 45.95, "time": 62.77749687101459, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 1.5330462455749512, "val_loss": 1.511391043663025, "acc": 46.45, "time": 70.60702663697884, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 1.6049919128417969, "val_loss": 1.4722579717636108, "acc": 48.46, "time": 64.16174084498198, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 1.6867321729660034, "val_loss": 1.3541244268417358, "acc": 49.85, "time": 65.02859673200874, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 1.555078148841858, "val_loss": 1.3122737407684326, "acc": 50.56, "time": 64.92739228199935, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 1.495324730873108, "val_loss": 1.4086706638336182, "acc": 49.98, "time": 64.75759339900105, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 1.7444835901260376, "val_loss": 1.2484177350997925, "acc": 52.83, "time": 64.79986461100634, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 1.479511022567749, "val_loss": 1.4014090299606323, "acc": 52.4, "time": 68.4404591100174, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 1.4437307119369507, "val_loss": 1.2804347276687622, "acc": 53.74, "time": 71.38599594999687, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 1.3696937561035156, "val_loss": 1.2575209140777588, "acc": 54.14, "time": 60.586491121997824, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 1.4034501314163208, "val_loss": 1.3268547058105469, "acc": 55.32, "time": 64.04720711099799, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 1.4896661043167114, "val_loss": 1.28615140914917, "acc": 57.63, "time": 64.56486874699476, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 1.4803948402404785, "val_loss": 1.1949713230133057, "acc": 57.36, "time": 71.42941148998216, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 1.3573238849639893, "val_loss": 1.2417722940444946, "acc": 59.06, "time": 68.79125908800052, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 1.4638447761535645, "val_loss": 1.2865304946899414, "acc": 59.26, "time": 64.98789969898644, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 1.501729130744934, "val_loss": 1.2461988925933838, "acc": 59.71, "time": 65.63612506701611, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 1.3300559520721436, "val_loss": 1.2286452054977417, "acc": 60.35, "time": 60.66369422400021, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 1.404754877090454, "val_loss": 1.1386988162994385, "acc": 61.57, "time": 69.95213350301492, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 1.2548487186431885, "val_loss": 1.073758602142334, "acc": 61.76, "time": 70.41015678099939, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 1.1646652221679688, "val_loss": 1.1262472867965698, "acc": 61.97, "time": 62.769679577002535, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 1.1859931945800781, "val_loss": 1.1012638807296753, "acc": 61.44, "time": 65.69074740901124, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 1.0416523218154907, "val_loss": 1.025083065032959, "acc": 63.06, "time": 62.662705825991, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 1.1518535614013672, "val_loss": 1.1148972511291504, "acc": 63.75, "time": 67.9120708789851, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 1.2097573280334473, "val_loss": 1.0292588472366333, "acc": 63.66, "time": 69.61449822300347, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 1.224773645401001, "val_loss": 1.008657455444336, "acc": 64.27, "time": 67.44610961599392, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 1.1932425498962402, "val_loss": 1.1313362121582031, "acc": 65.15, "time": 72.0524354139925, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 1.1587021350860596, "val_loss": 1.0040497779846191, "acc": 64.79, "time": 70.95002053500502, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 1.2524746656417847, "val_loss": 1.0445432662963867, "acc": 62.88, "time": 71.07583634898765, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 1.0958139896392822, "val_loss": 0.9337339997291565, "acc": 65.51, "time": 74.51975080097327, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 0.9150453209877014, "val_loss": 1.0717612504959106, "acc": 65.0, "time": 70.5684864190116, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 1.0090413093566895, "val_loss": 0.8991008400917053, "acc": 65.25, "time": 70.22249820901197, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 0.9079113602638245, "val_loss": 0.908528745174408, "acc": 65.45, "time": 69.55577497798367, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 1.0341801643371582, "val_loss": 1.0337990522384644, "acc": 64.8, "time": 69.49318325499189, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 0.948133647441864, "val_loss": 0.9976315498352051, "acc": 65.91, "time": 70.97667789401021, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 0.8982683420181274, "val_loss": 0.9415028691291809, "acc": 65.45, "time": 72.39456262800377, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 0.8901705741882324, "val_loss": 0.9443510174751282, "acc": 66.48, "time": 72.61636848797207, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 1.1741541624069214, "val_loss": 1.1385498046875, "acc": 66.41, "time": 70.42944935298874, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 0.959522545337677, "val_loss": 1.0173321962356567, "acc": 67.6, "time": 72.60158071800834, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 0.8950504660606384, "val_loss": 0.9967160820960999, "acc": 68.07, "time": 70.51863001802121, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 0.9816379547119141, "val_loss": 0.947422981262207, "acc": 66.74, "time": 68.44746839100844, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 0.8203396201133728, "val_loss": 0.8879440426826477, "acc": 68.23, "time": 63.888557913014665, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 0.9653228521347046, "val_loss": 0.9484052658081055, "acc": 67.78, "time": 67.38484736601822, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 0.8586762547492981, "val_loss": 0.8399219512939453, "acc": 68.14, "time": 70.66363689600257, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 0.8457199931144714, "val_loss": 0.739397406578064, "acc": 68.17, "time": 71.21980967000127, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 1.0142993927001953, "val_loss": 0.8802048563957214, "acc": 67.14, "time": 60.120153307012515, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 0.7640188336372375, "val_loss": 0.9319784641265869, "acc": 68.52, "time": 60.770221662009135, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 0.8797910809516907, "val_loss": 1.001554012298584, "acc": 68.77, "time": 70.51526732501225, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 0.7868626117706299, "val_loss": 1.0368754863739014, "acc": 67.88, "time": 72.69351112900767, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 0.9144628643989563, "val_loss": 0.770960807800293, "acc": 68.63, "time": 68.32173875102308, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 0.6866498589515686, "val_loss": 0.9626178741455078, "acc": 69.01, "time": 69.43530380999437, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 0.7344512939453125, "val_loss": 0.9117835760116577, "acc": 68.17, "time": 63.60706940901582, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 0.9686105251312256, "val_loss": 0.9645876288414001, "acc": 68.33, "time": 65.76467010198394, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 0.923122227191925, "val_loss": 0.8496383428573608, "acc": 68.5, "time": 71.57765358799952, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 0.8531872630119324, "val_loss": 0.9858744144439697, "acc": 68.69, "time": 71.16139817002113, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 1.090619444847107, "val_loss": 0.9309520721435547, "acc": 69.0, "time": 68.41967852099333, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 0.6285703182220459, "val_loss": 0.7999810576438904, "acc": 69.9, "time": 69.87281316900044, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 0.8086039423942566, "val_loss": 0.8233590126037598, "acc": 68.6, "time": 67.39562652099994, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 0.6751513481140137, "val_loss": 0.832589864730835, "acc": 70.05, "time": 71.32183274399722, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 0.7987702488899231, "val_loss": 0.9241000413894653, "acc": 69.48, "time": 71.72994631298934, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 0.9112353324890137, "val_loss": 0.8535994291305542, "acc": 70.32, "time": 61.103136549005285, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 0.520950436592102, "val_loss": 0.8745664358139038, "acc": 70.06, "time": 60.511774750979384, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 0.5111594200134277, "val_loss": 0.8196792006492615, "acc": 69.4, "time": 60.47679443398374, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 0.7515807747840881, "val_loss": 0.7362843155860901, "acc": 69.36, "time": 62.82664803598891, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 0.605589747428894, "val_loss": 0.9001470804214478, "acc": 69.61, "time": 71.21579226999893, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 0.7305617928504944, "val_loss": 1.0440547466278076, "acc": 69.24, "time": 70.30658747101552, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 0.7429191470146179, "val_loss": 0.8459129333496094, "acc": 69.36, "time": 70.83187417700537, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 0.6686965227127075, "val_loss": 0.8893333673477173, "acc": 70.11, "time": 70.85472758000833, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 0.5687733888626099, "val_loss": 0.9498230814933777, "acc": 69.43, "time": 69.29532064299565, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 0.7212800979614258, "val_loss": 0.9229964017868042, "acc": 69.69, "time": 69.87674994699773, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 0.7180407047271729, "val_loss": 0.7463251948356628, "acc": 70.08, "time": 66.61403991599218, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 0.728238582611084, "val_loss": 0.8675811886787415, "acc": 69.62, "time": 66.13868078999803, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 0.6892983913421631, "val_loss": 0.8701601028442383, "acc": 69.18, "time": 67.09047505501076, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 0.7097498774528503, "val_loss": 0.9265122413635254, "acc": 69.53, "time": 60.691072212008294, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 0.6851818561553955, "val_loss": 0.9351612329483032, "acc": 70.57, "time": 60.50707486399915, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 0.718096137046814, "val_loss": 0.7642626166343689, "acc": 69.41, "time": 61.68489775600028, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 0.6772056221961975, "val_loss": 0.8763116598129272, "acc": 70.53, "time": 60.42331134399865, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 0.6789950132369995, "val_loss": 0.744676947593689, "acc": 69.76, "time": 64.86062512101489, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 0.6555029153823853, "val_loss": 0.7419087886810303, "acc": 70.42, "time": 65.561069272022, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 0.49120908975601196, "val_loss": 0.8011769652366638, "acc": 70.18, "time": 60.266110830998514, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 0.7069563269615173, "val_loss": 0.9933505058288574, "acc": 70.67, "time": 66.86411366099492, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 0.5820302963256836, "val_loss": 0.8277633786201477, "acc": 70.17, "time": 70.43062132399064, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 0.5678308606147766, "val_loss": 0.9913612008094788, "acc": 69.77, "time": 63.72986336101894, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 0.5358928442001343, "val_loss": 0.799146294593811, "acc": 70.56, "time": 60.788114235008834, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 0.5296429991722107, "val_loss": 0.8438640832901001, "acc": 69.44, "time": 60.78184321100707, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 0.5815401077270508, "val_loss": 0.8773943185806274, "acc": 70.53, "time": 64.32859676098451, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 0.5020635724067688, "val_loss": 0.7953177094459534, "acc": 70.32, "time": 66.49846264100051, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 0.5332505702972412, "val_loss": 1.0923500061035156, "acc": 69.84, "time": 65.60924969997723, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 0.6973071098327637, "val_loss": 0.8889145851135254, "acc": 71.11, "time": 70.94478098300169, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 0.691335141658783, "val_loss": 0.8566027879714966, "acc": 70.17, "time": 67.43727008299902, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 0.4895859658718109, "val_loss": 0.977337121963501, "acc": 70.36, "time": 70.54755062900949, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 0.641489565372467, "val_loss": 0.8728858232498169, "acc": 70.24, "time": 70.97340389399324, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 0.6746282577514648, "val_loss": 0.7740185260772705, "acc": 70.28, "time": 69.49338083699695, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 0.5410058498382568, "val_loss": 0.8680153489112854, "acc": 70.45, "time": 71.08222694302094, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 0.6825811862945557, "val_loss": 0.8934081792831421, "acc": 70.54, "time": 64.35831263498403, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 0.40562766790390015, "val_loss": 0.9735275506973267, "acc": 70.41, "time": 70.04113423998933, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 0.5129987001419067, "val_loss": 0.9697781205177307, "acc": 70.8, "time": 72.45085123501485, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 0.5203692317008972, "val_loss": 1.0464966297149658, "acc": 70.09, "time": 65.79430749002495, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 104, "train_loss": 0.536224365234375, "val_loss": 0.771875262260437, "acc": 71.16, "time": 63.069182728009764, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 0.4617083668708801, "val_loss": 0.8983633518218994, "acc": 70.58, "time": 63.7764579509967, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 0.6115827560424805, "val_loss": 0.8189733028411865, "acc": 70.61, "time": 61.12346410899772, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 0.8292422890663147, "val_loss": 0.8357653617858887, "acc": 70.19, "time": 66.92431953700725, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 0.5184482932090759, "val_loss": 0.7917426824569702, "acc": 70.84, "time": 62.388282673986396, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 0.5467380285263062, "val_loss": 0.9123286008834839, "acc": 70.25, "time": 70.94343711200054, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 0.4491232931613922, "val_loss": 0.9403377175331116, "acc": 71.18, "time": 71.91352214899962, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 0.6018398404121399, "val_loss": 1.0127654075622559, "acc": 70.88, "time": 67.62259605299914, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 0.4584902822971344, "val_loss": 1.0085335969924927, "acc": 70.78, "time": 72.497365267016, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 0.46007436513900757, "val_loss": 0.8591528534889221, "acc": 70.79, "time": 72.09095413098112, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 0.47500571608543396, "val_loss": 1.039390206336975, "acc": 71.02, "time": 66.78113075598958, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 0.556670069694519, "val_loss": 0.9723237156867981, "acc": 70.95, "time": 64.71231744298711, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 0.49851179122924805, "val_loss": 0.8535373210906982, "acc": 71.7, "time": 68.46519608297967, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 117, "train_loss": 0.5886455178260803, "val_loss": 0.9372304081916809, "acc": 70.71, "time": 72.58294095701422, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 0.3859875798225403, "val_loss": 0.9417153000831604, "acc": 71.36, "time": 70.4889966819901, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 0.4722425639629364, "val_loss": 0.860329806804657, "acc": 70.93, "time": 70.79713092799648, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 0.5128944516181946, "val_loss": 0.9113357663154602, "acc": 71.08, "time": 63.663694283983205, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 0.6093375086784363, "val_loss": 1.014826774597168, "acc": 70.75, "time": 62.32669116201578, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 0.5891999006271362, "val_loss": 0.8780654072761536, "acc": 71.4, "time": 71.4380389279977, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 0.5122888684272766, "val_loss": 0.98836749792099, "acc": 71.1, "time": 67.21395952100283, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 0.6229677796363831, "val_loss": 0.8355768918991089, "acc": 70.25, "time": 70.13750069102389, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 0.4353419542312622, "val_loss": 0.8682565093040466, "acc": 70.83, "time": 69.21865327699925, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 0.6606552004814148, "val_loss": 0.8234542608261108, "acc": 71.04, "time": 69.22657504299423, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 127, "train_loss": 0.49211081862449646, "val_loss": 0.9218542575836182, "acc": 70.85, "time": 61.293684505013516, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 0.3508816063404083, "val_loss": 0.8451279997825623, "acc": 71.26, "time": 63.38228841900127, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 0.4907122552394867, "val_loss": 0.9412097930908203, "acc": 70.85, "time": 60.88025279500289, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 0.5264079570770264, "val_loss": 1.1076858043670654, "acc": 70.7, "time": 67.35008561599534, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 0.5235083103179932, "val_loss": 0.8875565528869629, "acc": 71.28, "time": 71.1546829979925, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 0.6506927609443665, "val_loss": 0.9717248678207397, "acc": 71.5, "time": 66.99715863299207, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 0.3197937607765198, "val_loss": 0.8364385366439819, "acc": 70.94, "time": 70.1028668670042, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 0.49437376856803894, "val_loss": 1.1573059558868408, "acc": 70.41, "time": 71.39329020300647, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 135, "train_loss": 0.7300726771354675, "val_loss": 0.8344321846961975, "acc": 72.01, "time": 70.67014153997297, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 0.5086097121238708, "val_loss": 0.8628953099250793, "acc": 71.08, "time": 70.20145413398859, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 0.44352245330810547, "val_loss": 1.083835482597351, "acc": 71.94, "time": 70.54160194800352, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 0.5211032629013062, "val_loss": 1.0944111347198486, "acc": 71.59, "time": 70.98367907502688, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 0.5985472798347473, "val_loss": 0.8252142071723938, "acc": 71.87, "time": 71.76856440698612, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 0.2740495204925537, "val_loss": 0.8703701496124268, "acc": 72.18, "time": 68.69023841799935, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 0.28647419810295105, "val_loss": 0.7726303339004517, "acc": 71.87, "time": 70.57408892500098, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 0.3484969735145569, "val_loss": 0.8202634453773499, "acc": 71.31, "time": 64.47098547499627, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 0.24446529150009155, "val_loss": 0.7885851263999939, "acc": 70.77, "time": 66.92815828102175, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 0.6340859532356262, "val_loss": 0.9010205864906311, "acc": 71.21, "time": 64.78689448602381, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 0.49909862875938416, "val_loss": 0.7772970795631409, "acc": 71.21, "time": 65.58892430900596, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 0.4851275384426117, "val_loss": 0.9773971438407898, "acc": 71.4, "time": 70.76644524899893, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 0.4486295282840729, "val_loss": 0.950164258480072, "acc": 71.41, "time": 70.23519242901239, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 148, "train_loss": 0.4736233651638031, "val_loss": 0.9716493487358093, "acc": 71.65, "time": 64.2930632320058, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 0.4251802861690521, "val_loss": 0.9200170636177063, "acc": 71.16, "time": 73.31298373601749, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 0.47114133834838867, "val_loss": 0.9390959739685059, "acc": 71.82, "time": 62.98736847998225, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] } ] }