{ "Accuracy": 71.65, "Time": [ 44.31190607726021, 1.905903505634019 ], "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 2.285787343978882, "val_loss": 2.267683982849121, "acc": 12.48, "time": 43.693315033000545, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 2.116830348968506, "val_loss": 1.9955953359603882, "acc": 28.66, "time": 44.466513256993494, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 1.9430487155914307, "val_loss": 1.7950506210327148, "acc": 34.08, "time": 43.87029519399948, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 1.7356045246124268, "val_loss": 1.684571385383606, "acc": 38.88, "time": 42.51880290800182, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 1.9437313079833984, "val_loss": 1.6630102396011353, "acc": 39.15, "time": 43.70291220899526, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 1.8388813734054565, "val_loss": 1.544686198234558, "acc": 44.29, "time": 44.268357569002546, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 1.687567114830017, "val_loss": 1.5171171426773071, "acc": 45.51, "time": 43.67949806999968, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 1.6232730150222778, "val_loss": 1.563599705696106, "acc": 46.35, "time": 43.337702000004356, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7658672332763672, "val_loss": 1.3844643831253052, "acc": 48.94, "time": 44.9231901000021, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7153735160827637, "val_loss": 1.4955235719680786, "acc": 50.08, "time": 47.11454170799698, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7442790269851685, "val_loss": 1.4760068655014038, "acc": 49.43, "time": 43.35527943800116, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4996062517166138, "val_loss": 1.3867764472961426, "acc": 51.74, "time": 45.23746015100187, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5692064762115479, "val_loss": 1.2959229946136475, "acc": 53.19, "time": 41.84795645700069, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3712234497070312, "val_loss": 1.2548588514328003, "acc": 53.27, "time": 41.98131711099995, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4640660285949707, "val_loss": 1.1959543228149414, "acc": 54.75, "time": 44.13861576799536, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.6642811298370361, "val_loss": 1.2542649507522583, "acc": 54.24, "time": 48.89934837799956, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.561208724975586, "val_loss": 1.311610221862793, "acc": 56.4, "time": 44.276021539000794, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3812980651855469, "val_loss": 1.2280802726745605, "acc": 55.64, "time": 44.31827405199874, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.2723217010498047, "val_loss": 1.186907410621643, "acc": 57.29, "time": 43.565029904006224, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3898742198944092, "val_loss": 1.2818944454193115, "acc": 57.35, "time": 44.164167552000436, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3398281335830688, "val_loss": 1.1227868795394897, "acc": 57.42, "time": 44.56598093899811, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.1735785007476807, "val_loss": 1.1379202604293823, "acc": 59.89, "time": 45.80349951399694, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3708007335662842, "val_loss": 1.1401420831680298, "acc": 60.63, "time": 48.92865598500066, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.36604642868042, "val_loss": 1.1639366149902344, "acc": 60.56, "time": 47.15011196299747, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.2645535469055176, "val_loss": 1.0756020545959473, "acc": 60.02, "time": 44.31315567300044, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4809931516647339, "val_loss": 1.0792005062103271, "acc": 61.21, "time": 45.05766429199866, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.2317501306533813, "val_loss": 1.1142477989196777, "acc": 61.3, "time": 42.95349341900146, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.1946613788604736, "val_loss": 1.097846508026123, "acc": 63.11, "time": 43.02735594299884, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.1579554080963135, "val_loss": 1.175775408744812, "acc": 62.03, "time": 44.55829546399764, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.279016137123108, "val_loss": 0.9056115746498108, "acc": 63.5, "time": 41.35174900900165, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.2418973445892334, "val_loss": 1.1002432107925415, "acc": 60.47, "time": 43.36976785299339, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 0.9400527477264404, "val_loss": 1.1664491891860962, "acc": 64.95, "time": 44.59269616299571, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.0513795614242554, "val_loss": 1.0248444080352783, "acc": 63.28, "time": 44.01802855300048, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.0654805898666382, "val_loss": 1.1355398893356323, "acc": 64.14, "time": 43.867250930998125, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.0659408569335938, "val_loss": 1.0241963863372803, "acc": 64.34, "time": 41.841031914998894, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.0911543369293213, "val_loss": 1.0359355211257935, "acc": 64.68, "time": 42.141218235999986, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.117798089981079, "val_loss": 0.9334434270858765, "acc": 64.79, "time": 44.92593702900194, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.1720302104949951, "val_loss": 1.0032050609588623, "acc": 64.98, "time": 44.50752192600339, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.1110804080963135, "val_loss": 1.0874029397964478, "acc": 65.26, "time": 44.1397833489973, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.264105200767517, "val_loss": 1.059600830078125, "acc": 65.48, "time": 44.85003091699764, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.0468825101852417, "val_loss": 1.0193148851394653, "acc": 66.49, "time": 44.653002833001665, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.0712417364120483, "val_loss": 0.8825913667678833, "acc": 66.73, "time": 44.49536205199547, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.0286024808883667, "val_loss": 0.8590552806854248, "acc": 66.55, "time": 45.32464650399925, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 0.8345288038253784, "val_loss": 1.0330342054367065, "acc": 66.3, "time": 44.983320792001905, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 0.8670649528503418, "val_loss": 0.9018247723579407, "acc": 66.86, "time": 42.562128173005476, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.0811004638671875, "val_loss": 0.9124953150749207, "acc": 67.06, "time": 42.724394475000736, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 0.8482656478881836, "val_loss": 0.9864534735679626, "acc": 66.66, "time": 42.27783704399917, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.1840623617172241, "val_loss": 1.064393162727356, "acc": 67.23, "time": 43.34604053100338, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 0.9296038746833801, "val_loss": 0.8863299489021301, "acc": 68.64, "time": 44.66744834199926, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.038678765296936, "val_loss": 0.9282963871955872, "acc": 67.75, "time": 42.80163316400285, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.035415530204773, "val_loss": 1.0018142461776733, "acc": 67.35, "time": 44.61113943500095, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 0.7903113961219788, "val_loss": 1.0221377611160278, "acc": 67.37, "time": 44.54571670500445, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 0.8198577761650085, "val_loss": 0.9575719237327576, "acc": 68.73, "time": 44.66868859800161, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 0.7997395992279053, "val_loss": 0.9512147903442383, "acc": 68.78, "time": 44.12353619400528, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 0.7426485419273376, "val_loss": 0.9035133123397827, "acc": 68.44, "time": 43.09947411999747, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 0.7986270189285278, "val_loss": 0.9995182156562805, "acc": 68.46, "time": 44.23556624499906, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 0.8772291541099548, "val_loss": 0.9792380928993225, "acc": 68.52, "time": 42.788743253993744, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 0.7847533822059631, "val_loss": 0.9049583673477173, "acc": 68.36, "time": 44.43033948799712, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 0.7518302798271179, "val_loss": 0.8838376998901367, "acc": 68.27, "time": 41.89886794699851, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 0.7123008370399475, "val_loss": 1.0327186584472656, "acc": 66.15, "time": 40.89811486500548, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 0.8065959215164185, "val_loss": 0.8803731203079224, "acc": 68.42, "time": 49.06963584700134, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 0.7394729256629944, "val_loss": 0.8968092799186707, "acc": 69.41, "time": 41.30367370600288, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 0.8614402413368225, "val_loss": 0.867002546787262, "acc": 68.35, "time": 41.07540376500401, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 0.7146430611610413, "val_loss": 0.8949220776557922, "acc": 69.33, "time": 41.247098395004286, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 0.719805121421814, "val_loss": 1.0297880172729492, "acc": 67.89, "time": 41.37968726999679, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 0.6682389974594116, "val_loss": 0.7807029485702515, "acc": 68.18, "time": 52.01713085499796, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 0.9019299149513245, "val_loss": 0.8824863433837891, "acc": 69.27, "time": 44.85046811799839, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 0.747374415397644, "val_loss": 1.011281132698059, "acc": 67.78, "time": 43.73560859399731, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 0.6302257180213928, "val_loss": 0.8990209698677063, "acc": 68.88, "time": 46.723608742999204, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 0.7406590580940247, "val_loss": 0.870116651058197, "acc": 69.17, "time": 50.67817415999889, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 0.7570573091506958, "val_loss": 0.9881191253662109, "acc": 69.3, "time": 44.38158860599651, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 0.6966721415519714, "val_loss": 0.9555273652076721, "acc": 68.97, "time": 44.36840451000171, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 0.7916005253791809, "val_loss": 0.9309061765670776, "acc": 68.9, "time": 45.47477794300357, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 0.879473865032196, "val_loss": 0.8404279947280884, "acc": 69.19, "time": 44.079734865998034, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 0.7025094628334045, "val_loss": 0.9945537447929382, "acc": 69.56, "time": 43.73799897199933, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 0.6982261538505554, "val_loss": 1.0242973566055298, "acc": 68.9, "time": 41.436483231998864, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 0.38082557916641235, "val_loss": 0.8585046529769897, "acc": 70.12, "time": 41.363440965003974, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 0.6135032176971436, "val_loss": 0.9395089745521545, "acc": 69.47, "time": 48.74953335399914, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 0.6507897973060608, "val_loss": 0.8630244731903076, "acc": 68.91, "time": 44.339900381004554, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 0.5569050312042236, "val_loss": 1.032893180847168, "acc": 69.64, "time": 44.521883200002776, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 0.5287996530532837, "val_loss": 0.9658151268959045, "acc": 69.46, "time": 43.90078927200375, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 0.592508852481842, "val_loss": 0.8404136300086975, "acc": 69.62, "time": 44.0086211730013, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 0.48561808466911316, "val_loss": 0.9452421069145203, "acc": 69.44, "time": 44.47750521100534, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 0.788366973400116, "val_loss": 1.134507179260254, "acc": 68.89, "time": 44.4706530570038, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 0.5879557728767395, "val_loss": 0.8388888835906982, "acc": 69.66, "time": 44.136522987006174, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 0.7744772434234619, "val_loss": 0.9034029245376587, "acc": 69.45, "time": 44.409490398000344, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 0.69041907787323, "val_loss": 0.9124540090560913, "acc": 69.6, "time": 44.30786934599746, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 0.8752923607826233, "val_loss": 0.8778263330459595, "acc": 69.15, "time": 43.490845354004705, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 0.7047479152679443, "val_loss": 1.027506947517395, "acc": 69.11, "time": 43.983306280999386, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 0.628423273563385, "val_loss": 0.8125781416893005, "acc": 69.45, "time": 44.01732991300378, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 0.5758182406425476, "val_loss": 0.9246283769607544, "acc": 69.46, "time": 44.670088275001035, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 0.5011953711509705, "val_loss": 0.8423287868499756, "acc": 70.07, "time": 44.339798435001285, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 0.6274036169052124, "val_loss": 0.965960681438446, "acc": 70.16, "time": 44.392121866003436, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 0.5452019572257996, "val_loss": 0.9105257987976074, "acc": 69.0, "time": 48.268128083997, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 0.5931814908981323, "val_loss": 0.9984938502311707, "acc": 69.52, "time": 43.711258395000186, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 0.6708504557609558, "val_loss": 1.0219088792800903, "acc": 69.84, "time": 42.13884572099778, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 0.6064079403877258, "val_loss": 0.7720935344696045, "acc": 69.45, "time": 44.10575771400181, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 0.5167987942695618, "val_loss": 0.9587669968605042, "acc": 70.0, "time": 43.714032106996456, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 0.5952478647232056, "val_loss": 1.0955170392990112, "acc": 69.87, "time": 43.995024791001924, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 0.4643244445323944, "val_loss": 0.9876346588134766, "acc": 70.49, "time": 43.89592601600452, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 0.4785592257976532, "val_loss": 0.9579187035560608, "acc": 70.29, "time": 44.05461879700306, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 0.4888898432254791, "val_loss": 1.0445791482925415, "acc": 70.03, "time": 42.40604215399799, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 0.5698314309120178, "val_loss": 0.869211733341217, "acc": 70.37, "time": 43.77262979299849, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 104, "train_loss": 0.6481022238731384, "val_loss": 0.8944453001022339, "acc": 70.31, "time": 44.44302767900081, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 0.866051435470581, "val_loss": 0.9550495147705078, "acc": 69.65, "time": 44.524938709997514, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 0.5161095261573792, "val_loss": 1.0051956176757812, "acc": 70.12, "time": 49.86215488000016, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 0.5234819054603577, "val_loss": 0.8113476634025574, "acc": 70.41, "time": 44.089662899998075, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 0.5026799440383911, "val_loss": 1.0585095882415771, "acc": 70.31, "time": 44.56104695000249, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 0.4493217468261719, "val_loss": 0.9089483618736267, "acc": 69.08, "time": 43.98156791400106, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 0.712961733341217, "val_loss": 0.9892846941947937, "acc": 70.3, "time": 44.23630512400268, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 0.6366126537322998, "val_loss": 1.0862916707992554, "acc": 69.98, "time": 44.705139439996856, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 0.7999075055122375, "val_loss": 0.883521318435669, "acc": 69.54, "time": 44.44472311899881, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 0.34798163175582886, "val_loss": 0.7115523219108582, "acc": 70.43, "time": 43.98816544400324, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 0.6603578329086304, "val_loss": 0.988594651222229, "acc": 70.22, "time": 44.63810532399657, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 0.5452631711959839, "val_loss": 0.9961657524108887, "acc": 70.29, "time": 44.67786236099346, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 0.5818719863891602, "val_loss": 0.866953432559967, "acc": 70.05, "time": 43.97315261299809, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 117, "train_loss": 0.6104820966720581, "val_loss": 0.9607692360877991, "acc": 70.43, "time": 44.53362315599952, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 0.6917680501937866, "val_loss": 0.9411374926567078, "acc": 69.7, "time": 47.18197645799955, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 0.576996386051178, "val_loss": 0.9758002758026123, "acc": 70.74, "time": 43.49055317899911, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 0.5217114686965942, "val_loss": 0.9707961082458496, "acc": 69.92, "time": 45.274921695003286, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 0.3596457540988922, "val_loss": 1.0589733123779297, "acc": 70.32, "time": 46.9089462799966, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 0.6885581612586975, "val_loss": 0.9788882732391357, "acc": 69.92, "time": 43.05695300499792, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 0.5592420101165771, "val_loss": 0.8334397673606873, "acc": 70.97, "time": 43.01936401099374, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 0.4980064332485199, "val_loss": 0.7803828120231628, "acc": 70.52, "time": 44.75047954099864, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 0.5059433579444885, "val_loss": 0.9987697601318359, "acc": 70.19, "time": 44.82266145200265, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 0.6090582013130188, "val_loss": 0.843656599521637, "acc": 70.22, "time": 45.054117751002195, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 127, "train_loss": 0.6097227931022644, "val_loss": 0.8335285782814026, "acc": 71.11, "time": 44.71352471800492, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 0.26362496614456177, "val_loss": 1.0682109594345093, "acc": 70.31, "time": 44.72596385199722, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 0.5361734628677368, "val_loss": 0.9547030925750732, "acc": 70.43, "time": 44.60175509099645, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 0.5366703867912292, "val_loss": 0.8821088671684265, "acc": 70.76, "time": 51.193130779996864, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 0.6223363876342773, "val_loss": 1.0837193727493286, "acc": 70.43, "time": 46.94090552200214, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 0.5823256373405457, "val_loss": 0.9225326776504517, "acc": 71.21, "time": 42.63094353899942, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 0.4789339303970337, "val_loss": 0.8221621513366699, "acc": 71.13, "time": 48.833050301000185, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 0.3611190617084503, "val_loss": 0.9693344235420227, "acc": 71.15, "time": 41.50224100799824, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 135, "train_loss": 0.5020487308502197, "val_loss": 1.0311442613601685, "acc": 70.91, "time": 41.66865651700209, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 0.5980372428894043, "val_loss": 1.0261448621749878, "acc": 71.65, "time": 44.09855800600053, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 0.4321902096271515, "val_loss": 0.9315049052238464, "acc": 71.42, "time": 44.36856035900564, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 0.42686688899993896, "val_loss": 0.893820583820343, "acc": 70.84, "time": 42.821490706002805, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 0.5760061144828796, "val_loss": 0.9095242023468018, "acc": 69.81, "time": 42.777852079001605, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 0.3388609290122986, "val_loss": 1.1451566219329834, "acc": 70.93, "time": 44.225568778005254, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 0.5338995456695557, "val_loss": 1.0430843830108643, "acc": 70.82, "time": 44.51543761000357, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 0.528764009475708, "val_loss": 0.9900205731391907, "acc": 71.11, "time": 44.76801177600282, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 0.596437394618988, "val_loss": 0.8885959982872009, "acc": 71.04, "time": 43.42582646699884, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 0.41320982575416565, "val_loss": 1.0181422233581543, "acc": 70.95, "time": 44.4944519510027, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 0.45374783873558044, "val_loss": 0.8017565011978149, "acc": 70.82, "time": 41.72392159100127, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 0.6024383306503296, "val_loss": 0.89071124792099, "acc": 70.87, "time": 45.18165881399909, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 0.4783817231655121, "val_loss": 0.9195736646652222, "acc": 70.98, "time": 46.11947576999228, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 148, "train_loss": 0.2529485523700714, "val_loss": 1.0323184728622437, "acc": 70.67, "time": 44.741901229004725, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 0.47219690680503845, "val_loss": 1.1273715496063232, "acc": 71.1, "time": 41.50937655399321, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 0.35268592834472656, "val_loss": 0.9800866842269897, "acc": 71.17, "time": 43.324930731003406, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] } ] }