{ "Accuracy": 71.22, "Time": [ 164.42755459818912, 7.54283848127356 ], "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 2.3059003353118896, "val_loss": 2.294647455215454, "acc": 10.12, "time": 163.5317088100128, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 2.257891893386841, "val_loss": 2.2415168285369873, "acc": 17.84, "time": 155.18783664493822, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 2.2196459770202637, "val_loss": 2.111792802810669, "acc": 22.58, "time": 169.09408521896694, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 2.247174024581909, "val_loss": 2.0537796020507812, "acc": 28.26, "time": 170.54933507402893, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 2.142421007156372, "val_loss": 1.9470503330230713, "acc": 30.2, "time": 169.80664004804567, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 2.0959699153900146, "val_loss": 1.826421856880188, "acc": 34.68, "time": 154.9331393330358, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 2.0087006092071533, "val_loss": 1.8076568841934204, "acc": 36.47, "time": 172.6053295279853, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 2.0701425075531006, "val_loss": 1.7560091018676758, "acc": 37.87, "time": 173.01630650192965, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 1.9721521139144897, "val_loss": 1.7263293266296387, "acc": 39.84, "time": 154.94482348801102, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.9512642621994019, "val_loss": 1.689467191696167, "acc": 38.21, "time": 154.1428484909702, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 1.9381251335144043, "val_loss": 1.7580790519714355, "acc": 38.18, "time": 152.72011285205372, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.8930681943893433, "val_loss": 1.6313999891281128, "acc": 41.94, "time": 152.66834870202, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.8439592123031616, "val_loss": 1.6242963075637817, "acc": 40.88, "time": 154.21192616701592, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.9689959287643433, "val_loss": 1.6330264806747437, "acc": 41.35, "time": 154.5985864449758, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.870086669921875, "val_loss": 1.5493452548980713, "acc": 43.63, "time": 174.12781354004983, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.9728282690048218, "val_loss": 1.5637402534484863, "acc": 44.11, "time": 171.69581176701467, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.935131311416626, "val_loss": 1.5358554124832153, "acc": 44.66, "time": 172.09920265106484, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.979875087738037, "val_loss": 1.5221103429794312, "acc": 45.12, "time": 171.04367717704736, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.939351201057434, "val_loss": 1.4595882892608643, "acc": 47.31, "time": 172.511028253939, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.9211843013763428, "val_loss": 1.464570164680481, "acc": 46.46, "time": 172.12051902303938, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7193355560302734, "val_loss": 1.5472583770751953, "acc": 46.63, "time": 159.26261983404402, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7047175168991089, "val_loss": 1.332863688468933, "acc": 47.21, "time": 157.21708528604358, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7143261432647705, "val_loss": 1.4241197109222412, "acc": 47.84, "time": 169.6763682330493, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7193233966827393, "val_loss": 1.5099200010299683, "acc": 49.64, "time": 166.612576500047, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.6530696153640747, "val_loss": 1.5099542140960693, "acc": 50.25, "time": 163.7428293270059, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5918066501617432, "val_loss": 1.2202808856964111, "acc": 52.11, "time": 155.23056647495832, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7545015811920166, "val_loss": 1.474491834640503, "acc": 50.33, "time": 157.50609005696606, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.764257788658142, "val_loss": 1.3934135437011719, "acc": 49.85, "time": 174.7049821409164, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.727710485458374, "val_loss": 1.28545343875885, "acc": 53.01, "time": 161.4164072460262, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7260091304779053, "val_loss": 1.3164674043655396, "acc": 53.11, "time": 158.20304056000896, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.6984385251998901, "val_loss": 1.187542200088501, "acc": 53.38, "time": 159.1973979040049, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 2.0170607566833496, "val_loss": 1.3773610591888428, "acc": 54.19, "time": 167.43035005999263, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.6100646257400513, "val_loss": 1.2913460731506348, "acc": 54.87, "time": 173.5280781040201, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.6495336294174194, "val_loss": 1.2356672286987305, "acc": 54.98, "time": 175.57750962895807, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.6697109937667847, "val_loss": 1.2984124422073364, "acc": 55.75, "time": 173.599366048933, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.6821651458740234, "val_loss": 1.2456072568893433, "acc": 53.81, "time": 172.1497300430201, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5467852354049683, "val_loss": 1.3642724752426147, "acc": 54.15, "time": 175.46920214605052, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7073862552642822, "val_loss": 1.314395546913147, "acc": 55.01, "time": 171.26382656604983, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7185091972351074, "val_loss": 1.2523056268692017, "acc": 55.69, "time": 161.78894007997587, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7374368906021118, "val_loss": 1.2082980871200562, "acc": 56.26, "time": 155.41039434506092, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.732879877090454, "val_loss": 1.2724707126617432, "acc": 57.68, "time": 168.33036671299487, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.615503191947937, "val_loss": 1.1791596412658691, "acc": 57.18, "time": 170.6473934330279, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5726555585861206, "val_loss": 1.2141902446746826, "acc": 56.62, "time": 171.79839647200424, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5682685375213623, "val_loss": 1.3381136655807495, "acc": 54.1, "time": 158.67248263489455, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.544690489768982, "val_loss": 1.2399142980575562, "acc": 56.97, "time": 162.54676618997473, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5528926849365234, "val_loss": 1.1639525890350342, "acc": 56.63, "time": 171.7998370230198, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3578224182128906, "val_loss": 1.2822439670562744, "acc": 54.63, "time": 167.90143750992138, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.604447841644287, "val_loss": 1.290871024131775, "acc": 56.99, "time": 162.24384052306414, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5652869939804077, "val_loss": 1.1860826015472412, "acc": 60.05, "time": 165.38750591909047, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.6906570196151733, "val_loss": 1.18695867061615, "acc": 58.3, "time": 162.29195807501674, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5140944719314575, "val_loss": 1.1624115705490112, "acc": 56.58, "time": 167.15208210190758, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5059133768081665, "val_loss": 1.154268741607666, "acc": 59.09, "time": 161.27755948505364, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.6845180988311768, "val_loss": 1.0674386024475098, "acc": 60.94, "time": 157.83241406199522, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5388070344924927, "val_loss": 1.1229392290115356, "acc": 59.67, "time": 152.93725778406952, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.648242473602295, "val_loss": 1.1828092336654663, "acc": 60.44, "time": 160.48995673609897, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4530848264694214, "val_loss": 1.170428991317749, "acc": 58.8, "time": 161.12139769201167, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4395817518234253, "val_loss": 1.1742709875106812, "acc": 60.8, "time": 173.69177354301792, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.48377525806427, "val_loss": 1.1240882873535156, "acc": 61.42, "time": 171.46128750604112, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5962612628936768, "val_loss": 1.0499666929244995, "acc": 61.36, "time": 163.3281367010204, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5028945207595825, "val_loss": 1.0701113939285278, "acc": 61.66, "time": 172.81333756598178, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.633588194847107, "val_loss": 1.0071170330047607, "acc": 61.64, "time": 172.0679005740676, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5659222602844238, "val_loss": 1.0563939809799194, "acc": 60.97, "time": 172.24831983610056, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4970275163650513, "val_loss": 1.0439479351043701, "acc": 62.3, "time": 167.33072348101996, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5749311447143555, "val_loss": 1.0699944496154785, "acc": 62.0, "time": 173.01967048295774, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.630231261253357, "val_loss": 1.0896764993667603, "acc": 61.8, "time": 171.61647475592326, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5323418378829956, "val_loss": 1.0698953866958618, "acc": 61.0, "time": 156.46072925906628, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.476892113685608, "val_loss": 0.9670080542564392, "acc": 62.33, "time": 168.87914738699328, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.545459508895874, "val_loss": 1.040556788444519, "acc": 63.18, "time": 157.01083941501565, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.558107614517212, "val_loss": 1.0708272457122803, "acc": 62.43, "time": 155.45240195293445, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4645930528640747, "val_loss": 1.134176254272461, "acc": 62.41, "time": 173.10743553901557, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5078198909759521, "val_loss": 1.0054800510406494, "acc": 63.75, "time": 157.71581301407423, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4008797407150269, "val_loss": 1.1192127466201782, "acc": 63.58, "time": 163.80382778297644, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.6787083148956299, "val_loss": 0.9257696270942688, "acc": 63.2, "time": 173.38109368795995, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4332826137542725, "val_loss": 1.0531009435653687, "acc": 63.58, "time": 165.1700998080196, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4709932804107666, "val_loss": 0.9859369993209839, "acc": 63.83, "time": 167.1684476659866, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4215399026870728, "val_loss": 1.1065670251846313, "acc": 62.6, "time": 170.82320124201942, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.582015037536621, "val_loss": 1.0060935020446777, "acc": 63.41, "time": 156.87058558000717, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.543087124824524, "val_loss": 1.1169902086257935, "acc": 63.02, "time": 166.44800837594084, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.6314588785171509, "val_loss": 1.0294636487960815, "acc": 63.44, "time": 173.5683497079881, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.392568826675415, "val_loss": 1.0828043222427368, "acc": 62.95, "time": 174.77670983201824, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.462873935699463, "val_loss": 1.0485188961029053, "acc": 64.59, "time": 173.56394907203503, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.407082438468933, "val_loss": 0.8057141900062561, "acc": 65.26, "time": 166.3345478340052, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5282082557678223, "val_loss": 1.0124578475952148, "acc": 64.7, "time": 156.40265957801603, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5589367151260376, "val_loss": 1.008257508277893, "acc": 65.73, "time": 159.25514650705736, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5722920894622803, "val_loss": 1.0019603967666626, "acc": 65.66, "time": 152.09635175403673, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.6532927751541138, "val_loss": 0.918853223323822, "acc": 65.06, "time": 152.11245475092437, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3866918087005615, "val_loss": 0.909940779209137, "acc": 66.01, "time": 153.29275808599778, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.6143556833267212, "val_loss": 0.9677670001983643, "acc": 64.93, "time": 160.18686590902507, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.33823823928833, "val_loss": 1.1140469312667847, "acc": 62.7, "time": 165.5064228400588, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5303415060043335, "val_loss": 0.996646523475647, "acc": 65.84, "time": 165.22708625497762, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5469317436218262, "val_loss": 0.9976136088371277, "acc": 65.43, "time": 170.8136911430629, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.2768205404281616, "val_loss": 0.9884971976280212, "acc": 66.8, "time": 172.42592064803466, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.6272356510162354, "val_loss": 0.9472672343254089, "acc": 66.6, "time": 170.86698924703524, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.2930285930633545, "val_loss": 1.0518428087234497, "acc": 64.07, "time": 175.4697576960316, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.358801245689392, "val_loss": 1.0162278413772583, "acc": 67.54, "time": 155.65234869904816, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3461041450500488, "val_loss": 0.977791428565979, "acc": 66.3, "time": 154.88606537808664, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4339224100112915, "val_loss": 0.8771961331367493, "acc": 67.17, "time": 154.87272181292064, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.2696497440338135, "val_loss": 1.0709112882614136, "acc": 65.07, "time": 170.96485300804488, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5328190326690674, "val_loss": 1.0337693691253662, "acc": 65.22, "time": 170.2388834330486, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5791336297988892, "val_loss": 0.9658538699150085, "acc": 67.59, "time": 171.4535231370246, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3603806495666504, "val_loss": 0.9299228191375732, "acc": 64.78, "time": 156.37691586092114, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3341745138168335, "val_loss": 0.9255316257476807, "acc": 68.22, "time": 152.41425216000061, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4458078145980835, "val_loss": 1.0565060377120972, "acc": 65.78, "time": 153.42190230090637, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.6027014255523682, "val_loss": 0.8520557880401611, "acc": 68.26, "time": 153.71126845909748, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.390912413597107, "val_loss": 1.0471165180206299, "acc": 68.28, "time": 153.6717855699826, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3013958930969238, "val_loss": 0.92740398645401, "acc": 67.49, "time": 153.09030843595974, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.2830767631530762, "val_loss": 0.9985302686691284, "acc": 68.26, "time": 153.3462973239366, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3828002214431763, "val_loss": 0.9236733913421631, "acc": 67.6, "time": 153.02090748399496, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.388164758682251, "val_loss": 0.8947269916534424, "acc": 68.18, "time": 166.254604724003, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4096872806549072, "val_loss": 0.8535799980163574, "acc": 69.0, "time": 155.44233962101862, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.206727147102356, "val_loss": 0.8285900354385376, "acc": 66.49, "time": 157.5467102819821, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.294577956199646, "val_loss": 0.9919605255126953, "acc": 67.61, "time": 155.25735922600143, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.0930503606796265, "val_loss": 1.0324574708938599, "acc": 67.17, "time": 154.04080714297015, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3042080402374268, "val_loss": 0.8997671604156494, "acc": 68.98, "time": 167.3062458949862, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5754565000534058, "val_loss": 0.9764424562454224, "acc": 68.83, "time": 153.78195320407394, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.276297688484192, "val_loss": 0.8875234127044678, "acc": 68.48, "time": 165.94646215101238, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3775321245193481, "val_loss": 0.8639193773269653, "acc": 69.37, "time": 166.83012394490652, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4173552989959717, "val_loss": 0.9322803616523743, "acc": 68.4, "time": 156.85619401396252, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3458889722824097, "val_loss": 0.9801146388053894, "acc": 68.47, "time": 156.82045164110605, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.390871286392212, "val_loss": 0.8279387950897217, "acc": 68.46, "time": 175.05222012894228, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.391687273979187, "val_loss": 0.7988166809082031, "acc": 68.8, "time": 166.61771254905034, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.349703073501587, "val_loss": 0.9081857204437256, "acc": 68.83, "time": 158.8910534059396, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4076722860336304, "val_loss": 0.954550564289093, "acc": 65.4, "time": 172.3836813889211, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3100374937057495, "val_loss": 0.8423997759819031, "acc": 69.47, "time": 172.3270657149842, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3031193017959595, "val_loss": 0.7943689227104187, "acc": 69.08, "time": 173.35782958299387, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.1932543516159058, "val_loss": 0.9235284328460693, "acc": 68.45, "time": 160.58638664800674, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.2299392223358154, "val_loss": 0.8909529447555542, "acc": 69.64, "time": 171.8290859030094, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3823580741882324, "val_loss": 0.8422019481658936, "acc": 69.95, "time": 174.17309292592108, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.34392511844635, "val_loss": 0.7715202569961548, "acc": 69.29, "time": 171.83954988291953, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.433601975440979, "val_loss": 0.8655798435211182, "acc": 69.77, "time": 162.81158331001643, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4167605638504028, "val_loss": 1.004435658454895, "acc": 68.78, "time": 170.31870856392197, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5270071029663086, "val_loss": 0.9482184648513794, "acc": 68.38, "time": 164.79749316594098, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3673685789108276, "val_loss": 0.8453480005264282, "acc": 69.77, "time": 167.48376989003737, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4419628381729126, "val_loss": 0.8018918633460999, "acc": 68.74, "time": 164.2874484580243, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.189535140991211, "val_loss": 0.8211437463760376, "acc": 70.28, "time": 171.1271072140662, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4609568119049072, "val_loss": 0.8476143479347229, "acc": 69.77, "time": 168.15502107399516, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4144304990768433, "val_loss": 0.9088795781135559, "acc": 69.18, "time": 152.95773962000385, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3744556903839111, "val_loss": 0.8132695555686951, "acc": 69.91, "time": 159.22550584108103, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4693500995635986, "val_loss": 0.9524403810501099, "acc": 69.93, "time": 155.23988834500778, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3308050632476807, "val_loss": 0.8417624831199646, "acc": 69.93, "time": 167.65337248693686, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4214586019515991, "val_loss": 0.8227484226226807, "acc": 70.25, "time": 173.17295784992166, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.1814217567443848, "val_loss": 0.8196145296096802, "acc": 70.63, "time": 160.32386614591815, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3219513893127441, "val_loss": 0.9639008641242981, "acc": 69.92, "time": 168.470076911035, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.387723684310913, "val_loss": 0.8865930438041687, "acc": 70.86, "time": 155.16705981595442, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.413845181465149, "val_loss": 0.8491472601890564, "acc": 69.93, "time": 169.10696101898793, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.2774677276611328, "val_loss": 0.8771183490753174, "acc": 69.49, "time": 160.3304828100372, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.2570836544036865, "val_loss": 0.7975623607635498, "acc": 70.37, "time": 158.15037099597976, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.370294213294983, "val_loss": 0.917407751083374, "acc": 71.16, "time": 172.73311966692563, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.2019575834274292, "val_loss": 0.9257904887199402, "acc": 69.65, "time": 181.7797529239906, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.27958345413208, "val_loss": 0.8339377045631409, "acc": 71.22, "time": 171.78193190903403, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] } ] }