{ "Accuracy": 72.15, "Time": [ 164.75147699240907, 7.326387917315836 ], "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 2.3001272678375244, "val_loss": 2.2913599014282227, "acc": 11.1, "time": 158.2325077819405, "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": 2.2260286808013916, "val_loss": 2.1887407302856445, "acc": 19.77, "time": 168.94295857904945, "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": 2.2722585201263428, "val_loss": 2.0758249759674072, "acc": 21.1, "time": 173.94013365602586, "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": 2.2458670139312744, "val_loss": 2.110175371170044, "acc": 24.69, "time": 170.59458738507237, "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": 2.120467185974121, "val_loss": 1.9837090969085693, "acc": 27.19, "time": 169.09998625400476, "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": 2.155622720718384, "val_loss": 1.9208552837371826, "acc": 32.31, "time": 153.1840277700685, "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": 2.0210659503936768, "val_loss": 1.7699886560440063, "acc": 36.08, "time": 151.68212477001362, "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": 2.1017906665802, "val_loss": 1.775910496711731, "acc": 36.14, "time": 167.76681631803513, "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": 2.0121474266052246, "val_loss": 1.7972702980041504, "acc": 35.46, "time": 169.54898527800106, "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": 1.9119609594345093, "val_loss": 1.6767163276672363, "acc": 39.67, "time": 171.59100662101991, "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": 2.0067992210388184, "val_loss": 1.6002967357635498, "acc": 40.94, "time": 173.6185802980326, "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": 1.8914070129394531, "val_loss": 1.625098466873169, "acc": 43.27, "time": 170.02046493208036, "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": 1.7881221771240234, "val_loss": 1.590050220489502, "acc": 43.81, "time": 172.20138073607814, "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": 1.9788241386413574, "val_loss": 1.7282136678695679, "acc": 36.88, "time": 171.81358523399103, "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": 1.953779697418213, "val_loss": 1.5490286350250244, "acc": 43.51, "time": 172.77118932292797, "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": 1.8832658529281616, "val_loss": 1.4610166549682617, "acc": 44.63, "time": 174.41327103192452, "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": 1.877498984336853, "val_loss": 1.5140438079833984, "acc": 44.1, "time": 157.7171545830788, "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": 1.78593909740448, "val_loss": 1.4552764892578125, "acc": 46.18, "time": 162.45253555092495, "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": 1.8445751667022705, "val_loss": 1.42142653465271, "acc": 47.87, "time": 162.67848305997904, "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": 1.8385690450668335, "val_loss": 1.4385154247283936, "acc": 47.84, "time": 163.47480056190398, "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": 1.6970138549804688, "val_loss": 1.4536710977554321, "acc": 48.47, "time": 161.91812855098397, "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": 1.666530728340149, "val_loss": 1.576568365097046, "acc": 47.4, "time": 154.3118653249694, "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": 1.740797996520996, "val_loss": 1.3672751188278198, "acc": 49.79, "time": 164.43283257901203, "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": 1.7531102895736694, "val_loss": 1.2796076536178589, "acc": 50.79, "time": 156.61774972302373, "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": 1.6582990884780884, "val_loss": 1.426539659500122, "acc": 51.08, "time": 158.56201054202393, "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": 1.6510109901428223, "val_loss": 1.3447449207305908, "acc": 50.45, "time": 172.01877835392952, "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": 1.7570644617080688, "val_loss": 1.3292649984359741, "acc": 52.01, "time": 156.5875167909544, "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": 1.8028347492218018, "val_loss": 1.191497802734375, "acc": 52.05, "time": 163.4514990390744, "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": 1.5282849073410034, "val_loss": 1.45058012008667, "acc": 52.29, "time": 154.83109848201275, "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": 1.6665045022964478, "val_loss": 1.2871981859207153, "acc": 53.3, "time": 155.89927904400975, "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": 1.7273238897323608, "val_loss": 1.304986834526062, "acc": 53.33, "time": 171.10400292207487, "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": 1.7039176225662231, "val_loss": 1.379544734954834, "acc": 54.17, "time": 170.17194383696187, "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": 1.6195424795150757, "val_loss": 1.2920916080474854, "acc": 54.79, "time": 172.4986401379574, "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": 1.6967427730560303, "val_loss": 1.207553505897522, "acc": 54.06, "time": 162.53383100696374, "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": 1.6704349517822266, "val_loss": 1.1484863758087158, "acc": 54.47, "time": 153.71594200492837, "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": 1.646424412727356, "val_loss": 1.3915172815322876, "acc": 54.29, "time": 163.09915042598732, "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": 1.466418981552124, "val_loss": 1.1628668308258057, "acc": 55.74, "time": 164.2348518120125, "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": 1.638066053390503, "val_loss": 1.2398401498794556, "acc": 56.12, "time": 156.69134535396006, "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": 1.5750490427017212, "val_loss": 1.2533385753631592, "acc": 55.86, "time": 161.25599777302705, "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": 1.6051629781723022, "val_loss": 1.1603749990463257, "acc": 57.02, "time": 174.7640232630074, "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": 1.5106472969055176, "val_loss": 1.2843562364578247, "acc": 54.9, "time": 168.35486122197472, "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": 1.7063943147659302, "val_loss": 1.3360518217086792, "acc": 56.36, "time": 173.5276833419921, "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": 1.7057616710662842, "val_loss": 1.2839610576629639, "acc": 57.55, "time": 171.87154561502393, "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": 1.6142256259918213, "val_loss": 1.21837317943573, "acc": 58.67, "time": 171.98314366105478, "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": 1.5353597402572632, "val_loss": 1.1066092252731323, "acc": 58.64, "time": 164.89792833302636, "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": 1.66581392288208, "val_loss": 1.2993892431259155, "acc": 58.73, "time": 154.69423567899503, "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": 1.6508088111877441, "val_loss": 1.1953513622283936, "acc": 59.4, "time": 156.09517485101242, "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": 1.5224255323410034, "val_loss": 1.0882796049118042, "acc": 59.67, "time": 169.70490610296838, "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": 1.5433627367019653, "val_loss": 1.2141083478927612, "acc": 60.34, "time": 173.17583095293958, "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": 1.489094614982605, "val_loss": 1.1196624040603638, "acc": 58.68, "time": 165.0504041899694, "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": 1.648157000541687, "val_loss": 1.1849570274353027, "acc": 60.65, "time": 166.6044400309911, "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": 1.4059200286865234, "val_loss": 1.1742610931396484, "acc": 60.53, "time": 152.8487853090046, "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": 1.67166006565094, "val_loss": 1.0710009336471558, "acc": 61.35, "time": 169.0196118800668, "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": 1.7586225271224976, "val_loss": 1.1193630695343018, "acc": 60.36, "time": 172.258602928021, "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": 1.3742233514785767, "val_loss": 1.1647062301635742, "acc": 59.9, "time": 167.13411084900144, "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": 1.51040518283844, "val_loss": 1.1051784753799438, "acc": 60.67, "time": 152.94839850300923, "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": 1.535705327987671, "val_loss": 1.1408003568649292, "acc": 61.67, "time": 165.17106391501147, "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": 1.4254117012023926, "val_loss": 1.0358202457427979, "acc": 62.12, "time": 174.28552570194006, "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": 1.5942236185073853, "val_loss": 1.108475685119629, "acc": 61.24, "time": 171.26400428905617, "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": 1.6324416399002075, "val_loss": 1.1672990322113037, "acc": 62.34, "time": 172.45915664499626, "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": 1.5790237188339233, "val_loss": 1.0671653747558594, "acc": 62.01, "time": 173.748447726015, "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": 1.530638337135315, "val_loss": 0.9189693331718445, "acc": 62.37, "time": 161.9705982550513, "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": 1.584765911102295, "val_loss": 1.1126749515533447, "acc": 61.6, "time": 168.09125380392652, "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": 1.3654162883758545, "val_loss": 1.1135331392288208, "acc": 62.62, "time": 168.90793598198798, "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": 1.5553375482559204, "val_loss": 1.076289415359497, "acc": 63.01, "time": 157.76349304104224, "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": 1.7102370262145996, "val_loss": 1.0943169593811035, "acc": 62.95, "time": 162.73361014400143, "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": 1.5321041345596313, "val_loss": 1.053010106086731, "acc": 62.87, "time": 164.35581738397013, "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": 1.4209071397781372, "val_loss": 1.013430118560791, "acc": 64.7, "time": 172.36999763303902, "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": 1.5139944553375244, "val_loss": 1.0190798044204712, "acc": 63.42, "time": 158.72931907104794, "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": 1.6089019775390625, "val_loss": 1.0010650157928467, "acc": 65.1, "time": 155.7563608411001, "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": 1.434024453163147, "val_loss": 1.10722815990448, "acc": 63.29, "time": 155.97044084197842, "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": 1.5998529195785522, "val_loss": 0.9208161234855652, "acc": 64.08, "time": 161.44878416601568, "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": 1.531808614730835, "val_loss": 0.9968693256378174, "acc": 64.5, "time": 176.9540819170652, "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": 1.4520140886306763, "val_loss": 0.9891276955604553, "acc": 63.9, "time": 170.44529002998024, "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": 1.4409302473068237, "val_loss": 1.0299664735794067, "acc": 64.22, "time": 159.82747367804404, "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": 1.5201226472854614, "val_loss": 1.0033633708953857, "acc": 64.28, "time": 160.94592250301503, "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": 1.3551750183105469, "val_loss": 1.052960753440857, "acc": 64.01, "time": 156.5537178729428, "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": 1.3794182538986206, "val_loss": 0.9390550851821899, "acc": 64.34, "time": 168.32756800600328, "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": 1.4279183149337769, "val_loss": 0.9437896609306335, "acc": 65.73, "time": 163.5719745910028, "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": 1.4567065238952637, "val_loss": 1.0134985446929932, "acc": 65.65, "time": 170.04360401502345, "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": 1.5987392663955688, "val_loss": 0.9400434494018555, "acc": 65.01, "time": 161.8895397479646, "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": 1.3097487688064575, "val_loss": 1.0911794900894165, "acc": 65.04, "time": 166.55794612702448, "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": 1.4033578634262085, "val_loss": 0.969829797744751, "acc": 65.79, "time": 153.0421685880283, "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": 1.342839002609253, "val_loss": 0.9750834703445435, "acc": 65.09, "time": 156.46712054801174, "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": 1.4638274908065796, "val_loss": 0.893079400062561, "acc": 65.89, "time": 170.9047317209188, "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": 1.2853144407272339, "val_loss": 0.9414221048355103, "acc": 65.5, "time": 169.7291878380347, "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": 1.3300938606262207, "val_loss": 0.879498302936554, "acc": 66.64, "time": 170.45434576296248, "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": 1.2392988204956055, "val_loss": 0.8987043499946594, "acc": 67.05, "time": 170.98062174394727, "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": 1.4483901262283325, "val_loss": 0.9477877616882324, "acc": 66.81, "time": 173.28755559702404, "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": 1.595284104347229, "val_loss": 1.0013118982315063, "acc": 66.36, "time": 158.12738621397875, "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": 1.353709101676941, "val_loss": 0.9754759669303894, "acc": 67.06, "time": 171.5939431550214, "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": 1.444215178489685, "val_loss": 0.8976622223854065, "acc": 67.95, "time": 159.69299614301417, "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": 1.359065055847168, "val_loss": 0.9245402216911316, "acc": 65.99, "time": 172.77826444990933, "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": 1.3313366174697876, "val_loss": 1.0686649084091187, "acc": 65.79, "time": 154.4358587290626, "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": 1.4987413883209229, "val_loss": 1.0237780809402466, "acc": 65.92, "time": 154.7644097399898, "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": 1.346354603767395, "val_loss": 1.0286879539489746, "acc": 65.51, "time": 159.46276849100832, "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": 1.4418859481811523, "val_loss": 0.9822564721107483, "acc": 67.91, "time": 153.3798069379991, "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": 1.3621352910995483, "val_loss": 0.9463244676589966, "acc": 67.53, "time": 170.31215356499888, "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": 1.5652639865875244, "val_loss": 0.9908457398414612, "acc": 66.58, "time": 173.27736296597868, "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": 1.4079434871673584, "val_loss": 0.9733479022979736, "acc": 67.17, "time": 158.63425392704085, "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": 1.4301599264144897, "val_loss": 0.9877326488494873, "acc": 66.33, "time": 154.24713461403735, "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": 1.519507884979248, "val_loss": 0.971183180809021, "acc": 67.42, "time": 159.07888539903797, "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": 1.43025541305542, "val_loss": 0.8800978660583496, "acc": 67.35, "time": 157.87262358993758, "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": 1.3465081453323364, "val_loss": 0.9277027249336243, "acc": 68.34, "time": 155.2002712560352, "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": 1.3151938915252686, "val_loss": 0.9046878814697266, "acc": 68.28, "time": 167.54516940703616, "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": 1.376228928565979, "val_loss": 0.8521683812141418, "acc": 68.38, "time": 166.9196494880598, "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": 1.3014007806777954, "val_loss": 0.9050543308258057, "acc": 69.04, "time": 162.2087371549569, "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": 1.2835776805877686, "val_loss": 0.9998619556427002, "acc": 67.97, "time": 172.15628034004476, "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": 1.2399365901947021, "val_loss": 0.9467832446098328, "acc": 67.85, "time": 172.17436715902295, "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": 1.2194589376449585, "val_loss": 0.9193678498268127, "acc": 69.04, "time": 165.54506570403464, "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": 1.43630051612854, "val_loss": 0.819648027420044, "acc": 69.34, "time": 171.31935256405268, "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": 1.2931503057479858, "val_loss": 0.9848841428756714, "acc": 68.78, "time": 172.68344244395848, "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": 1.3096920251846313, "val_loss": 0.898378312587738, "acc": 68.7, "time": 166.48825916997157, "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": 1.413112759590149, "val_loss": 0.8423563241958618, "acc": 68.44, "time": 165.8462553289719, "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": 1.3262927532196045, "val_loss": 0.9508085250854492, "acc": 69.13, "time": 152.4532956519397, "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": 1.4610254764556885, "val_loss": 0.7881131768226624, "acc": 69.16, "time": 166.37459452205803, "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": 1.108981966972351, "val_loss": 0.9886732697486877, "acc": 68.02, "time": 172.33353326795623, "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": 1.3907347917556763, "val_loss": 1.0676238536834717, "acc": 67.43, "time": 171.30662080005277, "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": 1.2484121322631836, "val_loss": 0.8813313841819763, "acc": 68.63, "time": 171.89610073994845, "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": 1.320778727531433, "val_loss": 0.8660865426063538, "acc": 68.69, "time": 156.05705594597384, "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": 1.348563313484192, "val_loss": 0.8864492774009705, "acc": 67.46, "time": 173.8558255060343, "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": 1.0828887224197388, "val_loss": 0.8569291234016418, "acc": 69.27, "time": 173.02151025692, "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": 1.2736176252365112, "val_loss": 0.8735893964767456, "acc": 69.89, "time": 173.60085635003634, "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": 1.1436971426010132, "val_loss": 0.7788129448890686, "acc": 69.02, "time": 175.57475536304992, "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": 1.2869839668273926, "val_loss": 0.8097095489501953, "acc": 68.0, "time": 155.5280810649274, "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": 1.4039205312728882, "val_loss": 0.9217574000358582, "acc": 69.41, "time": 158.62340791802853, "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": 1.507932424545288, "val_loss": 0.7517781853675842, "acc": 69.88, "time": 155.80729890591465, "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": 1.2914632558822632, "val_loss": 0.8748142719268799, "acc": 70.58, "time": 155.37819599395152, "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": 1.2477043867111206, "val_loss": 0.9547245502471924, "acc": 70.32, "time": 155.08560511900578, "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": 1.4933336973190308, "val_loss": 0.8251377940177917, "acc": 70.8, "time": 155.15144244208932, "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": 1.3513771295547485, "val_loss": 0.8117654323577881, "acc": 69.85, "time": 160.93360221700277, "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": 1.242997169494629, "val_loss": 0.84198397397995, "acc": 69.94, "time": 152.99680098704994, "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": 1.5178786516189575, "val_loss": 0.8602771162986755, "acc": 70.49, "time": 153.5882781050168, "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": 1.129101037979126, "val_loss": 0.8839073777198792, "acc": 69.44, "time": 152.66066167899407, "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": 1.272598385810852, "val_loss": 0.9184783101081848, "acc": 69.94, "time": 169.07315733109135, "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": 1.2519783973693848, "val_loss": 0.8677011132240295, "acc": 70.4, "time": 171.04826305096503, "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": 1.2402836084365845, "val_loss": 0.8307119011878967, "acc": 70.31, "time": 172.42152577091474, "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": 1.1999770402908325, "val_loss": 0.8478407263755798, "acc": 70.23, "time": 173.9478721569758, "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": 1.4161531925201416, "val_loss": 0.8545849323272705, "acc": 70.6, "time": 173.17407008307055, "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": 1.4967303276062012, "val_loss": 0.8845199346542358, "acc": 70.95, "time": 170.6014499180019, "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": 1.3410972356796265, "val_loss": 0.8518726825714111, "acc": 70.3, "time": 167.19251119496766, "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": 1.1291502714157104, "val_loss": 0.7745251655578613, "acc": 70.64, "time": 173.7259026169777, "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": 1.1950713396072388, "val_loss": 0.8215271234512329, "acc": 72.15, "time": 171.37842913204804, "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": 1.183298945426941, "val_loss": 0.7935414910316467, "acc": 71.51, "time": 171.88627041201107, "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": 1.357817530632019, "val_loss": 0.9041867256164551, "acc": 71.95, "time": 157.74128436099272, "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": 1.1761515140533447, "val_loss": 0.8744820356369019, "acc": 71.32, "time": 153.1877663769992, "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": 1.2111332416534424, "val_loss": 0.7926267981529236, "acc": 71.23, "time": 152.7583256000653, "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": 1.353888988494873, "val_loss": 0.8384783864021301, "acc": 70.45, "time": 153.46747923793737, "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": 1.313196063041687, "val_loss": 0.8237407207489014, "acc": 71.62, "time": 171.12583382602315, "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": 1.542381763458252, "val_loss": 0.8257760405540466, "acc": 70.85, "time": 172.39579715195578, "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 } ] } ] }