{ "Accuracy": 73.56, "Time": [ 133.6309159466477, 6.409491724087738 ], "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 2.296638250350952, "val_loss": 2.288874864578247, "acc": 12.76, "time": 140.07318226801, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 2.221996307373047, "val_loss": 2.129690408706665, "acc": 21.86, "time": 123.848687116988, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 2.1322362422943115, "val_loss": 2.083557367324829, "acc": 22.9, "time": 125.306742027984, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 2.2130343914031982, "val_loss": 1.9655476808547974, "acc": 28.0, "time": 137.59612603200367, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.9778965711593628, "val_loss": 1.7750511169433594, "acc": 34.75, "time": 139.3419528779923, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.9879409074783325, "val_loss": 1.8545641899108887, "acc": 33.95, "time": 143.10725775896572, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 2.056060791015625, "val_loss": 1.8056257963180542, "acc": 39.12, "time": 124.11613232997479, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.945560097694397, "val_loss": 1.6732500791549683, "acc": 39.33, "time": 140.03094385704026, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.905747652053833, "val_loss": 1.7394598722457886, "acc": 38.85, "time": 134.05112452001777, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.9340358972549438, "val_loss": 1.599698543548584, "acc": 40.84, "time": 138.3876524490188, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.8596502542495728, "val_loss": 1.6562734842300415, "acc": 42.07, "time": 129.8443062310107, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.9410479068756104, "val_loss": 1.6500002145767212, "acc": 40.71, "time": 135.3489583049668, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.9557549953460693, "val_loss": 1.6974294185638428, "acc": 39.9, "time": 139.3969322660123, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7822731733322144, "val_loss": 1.5127627849578857, "acc": 46.68, "time": 139.3806934430031, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7036421298980713, "val_loss": 1.472021222114563, "acc": 45.42, "time": 139.1431140959612, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.8915659189224243, "val_loss": 1.5364397764205933, "acc": 45.08, "time": 127.08127155096736, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.8384438753128052, "val_loss": 1.4784513711929321, "acc": 47.9, "time": 138.93153016502038, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7631049156188965, "val_loss": 1.4863704442977905, "acc": 46.53, "time": 124.96244163601659, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7649211883544922, "val_loss": 1.4049664735794067, "acc": 49.6, "time": 126.24618806299986, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7990816831588745, "val_loss": 1.4264464378356934, "acc": 49.74, "time": 126.98080284200842, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5485732555389404, "val_loss": 1.378330945968628, "acc": 51.7, "time": 128.93669989600312, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.8245644569396973, "val_loss": 1.4260514974594116, "acc": 51.35, "time": 136.13865335599985, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.6370785236358643, "val_loss": 1.5001112222671509, "acc": 52.63, "time": 131.71849341597408, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.6870248317718506, "val_loss": 1.2702475786209106, "acc": 51.14, "time": 140.34491056902334, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7949813604354858, "val_loss": 1.337952733039856, "acc": 51.55, "time": 136.84792076598387, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.622802734375, "val_loss": 1.3476409912109375, "acc": 55.21, "time": 127.83521438098978, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5643404722213745, "val_loss": 1.3721295595169067, "acc": 53.7, "time": 132.21120932599297, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.637216567993164, "val_loss": 1.265353798866272, "acc": 54.25, "time": 133.3772127230186, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7472323179244995, "val_loss": 1.3037890195846558, "acc": 55.67, "time": 136.67398805596167, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.8100343942642212, "val_loss": 1.2718344926834106, "acc": 56.69, "time": 140.0060139510315, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4341943264007568, "val_loss": 1.284883975982666, "acc": 57.24, "time": 124.07436619501095, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 1.5494611263275146, "val_loss": 1.124775767326355, "acc": 56.05, "time": 129.56840615003603, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5221145153045654, "val_loss": 1.267855167388916, "acc": 56.22, "time": 139.97513898299076, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7629128694534302, "val_loss": 1.2859731912612915, "acc": 52.77, "time": 125.35946383501869, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5227876901626587, "val_loss": 1.2255100011825562, "acc": 58.51, "time": 137.92288636404555, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3870059251785278, "val_loss": 1.2059087753295898, "acc": 57.46, "time": 135.18890667002415, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5215178728103638, "val_loss": 1.1886287927627563, "acc": 58.24, "time": 124.80027427501045, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.6196630001068115, "val_loss": 1.1534817218780518, "acc": 57.21, "time": 126.16987185803009, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.5864368677139282, "val_loss": 1.1897019147872925, "acc": 58.27, "time": 126.43217622401426, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.7850762605667114, "val_loss": 1.2522351741790771, "acc": 59.53, "time": 126.15047379903262, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4262490272521973, "val_loss": 1.041885256767273, "acc": 61.28, "time": 125.55978230101755, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3677834272384644, "val_loss": 1.1522213220596313, "acc": 59.63, "time": 131.0485084510292, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4890159368515015, "val_loss": 1.0468473434448242, "acc": 61.08, "time": 138.59979547100374, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 1.3336879014968872, "val_loss": 1.130977988243103, "acc": 61.41, "time": 138.93806921696523, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 1.5381276607513428, "val_loss": 0.9532576203346252, "acc": 61.88, "time": 139.8870444719796, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.4112063646316528, "val_loss": 1.0741328001022339, "acc": 60.61, "time": 141.2187580000027, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 1.5635219812393188, "val_loss": 1.0672348737716675, "acc": 63.29, "time": 132.2050690560136, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.3199007511138916, "val_loss": 1.0597100257873535, "acc": 63.01, "time": 138.17064181697788, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 1.5183515548706055, "val_loss": 0.9767945408821106, "acc": 61.72, "time": 124.58219975797692, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.403244137763977, "val_loss": 1.0306507349014282, "acc": 62.87, "time": 131.88220710103633, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 1.2769486904144287, "val_loss": 0.9623494744300842, "acc": 62.45, "time": 138.49980083300034, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 1.3351998329162598, "val_loss": 0.9847875833511353, "acc": 64.02, "time": 141.33215528697474, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 1.4214733839035034, "val_loss": 1.0990697145462036, "acc": 63.22, "time": 139.54430543503258, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 1.3676095008850098, "val_loss": 1.0082199573516846, "acc": 64.66, "time": 126.57621754199499, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 1.32460355758667, "val_loss": 1.10541832447052, "acc": 62.91, "time": 141.74894924799446, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 1.4667963981628418, "val_loss": 1.0494576692581177, "acc": 63.57, "time": 141.48172391596017, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 1.3083893060684204, "val_loss": 1.1156913042068481, "acc": 62.23, "time": 136.9960443089949, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 1.276159644126892, "val_loss": 0.9898186326026917, "acc": 62.67, "time": 126.4334394520265, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 1.4684635400772095, "val_loss": 1.010187029838562, "acc": 64.22, "time": 126.62816780694993, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 1.5167324542999268, "val_loss": 1.0010175704956055, "acc": 64.51, "time": 125.97922782500973, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 1.3300015926361084, "val_loss": 1.0091862678527832, "acc": 65.35, "time": 125.81133717898047, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 1.4515758752822876, "val_loss": 1.0848923921585083, "acc": 66.04, "time": 131.32164164702408, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 1.3747321367263794, "val_loss": 1.0830698013305664, "acc": 65.75, "time": 141.0124416660401, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 1.529745101928711, "val_loss": 1.0216227769851685, "acc": 64.52, "time": 140.97518395399675, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 1.509728193283081, "val_loss": 0.9305838942527771, "acc": 65.72, "time": 129.89899118698668, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 1.3905837535858154, "val_loss": 0.8823156952857971, "acc": 65.4, "time": 141.94212212599814, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 1.5051547288894653, "val_loss": 0.9020757079124451, "acc": 66.3, "time": 126.25638684397563, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 1.156760334968567, "val_loss": 0.9866528511047363, "acc": 66.35, "time": 130.76327335392125, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 1.3763784170150757, "val_loss": 0.9989468455314636, "acc": 66.03, "time": 138.47748194506858, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 1.46315598487854, "val_loss": 0.9801540970802307, "acc": 66.8, "time": 137.74997103889473, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 1.2596256732940674, "val_loss": 1.0417691469192505, "acc": 64.83, "time": 125.63697079906706, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 1.4584159851074219, "val_loss": 0.9209604859352112, "acc": 66.73, "time": 126.95402776100673, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 1.102513313293457, "val_loss": 1.043354868888855, "acc": 64.21, "time": 126.6395274050301, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 1.363234519958496, "val_loss": 0.904597282409668, "acc": 65.21, "time": 131.5844951249892, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 1.4075065851211548, "val_loss": 0.9355546236038208, "acc": 66.72, "time": 136.2822730758926, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 1.472484827041626, "val_loss": 1.0104373693466187, "acc": 67.13, "time": 134.40678210998885, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 1.3120534420013428, "val_loss": 0.9843615889549255, "acc": 68.27, "time": 126.53204966697376, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 1.2914049625396729, "val_loss": 0.8718962669372559, "acc": 68.0, "time": 125.96797267592046, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 1.2358860969543457, "val_loss": 0.8464038372039795, "acc": 67.35, "time": 125.75051431695465, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 1.1505661010742188, "val_loss": 0.8947575688362122, "acc": 68.28, "time": 141.2270395400701, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 1.450373649597168, "val_loss": 0.9116494655609131, "acc": 67.74, "time": 143.11656629503705, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 1.4189245700836182, "val_loss": 0.8576897978782654, "acc": 68.33, "time": 125.3023340679938, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 1.3009594678878784, "val_loss": 1.002647876739502, "acc": 67.6, "time": 125.8901123200776, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 1.3896429538726807, "val_loss": 1.1262309551239014, "acc": 68.7, "time": 140.07321396202315, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 1.2069085836410522, "val_loss": 0.9013055562973022, "acc": 67.98, "time": 124.59806693997234, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 1.1582322120666504, "val_loss": 0.9605993628501892, "acc": 68.36, "time": 124.07215302705299, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 1.165522575378418, "val_loss": 0.9063004851341248, "acc": 68.96, "time": 125.65104167407844, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 1.2082878351211548, "val_loss": 0.8151037693023682, "acc": 68.88, "time": 128.4481638330035, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 1.2618919610977173, "val_loss": 0.935908317565918, "acc": 68.66, "time": 128.60001509601716, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 1.3055408000946045, "val_loss": 0.9683303833007812, "acc": 69.03, "time": 139.70763068599626, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 1.1849644184112549, "val_loss": 0.8723888397216797, "acc": 70.51, "time": 137.97259519796353, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 1.3785769939422607, "val_loss": 0.9668896198272705, "acc": 68.1, "time": 138.50389116897713, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 1.1189022064208984, "val_loss": 0.942901074886322, "acc": 69.1, "time": 140.98386819695588, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 1.125720500946045, "val_loss": 0.8631593585014343, "acc": 69.43, "time": 136.31495465501212, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 1.2369364500045776, "val_loss": 0.9089076519012451, "acc": 69.42, "time": 124.07515812292695, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 1.3454046249389648, "val_loss": 0.918765127658844, "acc": 69.52, "time": 136.20884288102388, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 1.1510651111602783, "val_loss": 0.9374467730522156, "acc": 69.2, "time": 143.28937675000634, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 1.1872951984405518, "val_loss": 0.8687728643417358, "acc": 69.26, "time": 138.94639144698158, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 1.1010411977767944, "val_loss": 0.9051468968391418, "acc": 70.01, "time": 126.25044268509373, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 1.2948769330978394, "val_loss": 0.8730511665344238, "acc": 70.11, "time": 126.37917436601128, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 1.2448804378509521, "val_loss": 0.8928627371788025, "acc": 67.85, "time": 134.4728487310931, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 1.2151305675506592, "val_loss": 0.9446486234664917, "acc": 70.13, "time": 137.07006381009705, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 1.2150224447250366, "val_loss": 0.8877987861633301, "acc": 71.24, "time": 140.24191839096602, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 0.9569212198257446, "val_loss": 0.8471211791038513, "acc": 70.9, "time": 124.4267974869581, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 1.3249294757843018, "val_loss": 0.8204349875450134, "acc": 70.24, "time": 124.88444428401999, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 1.196323275566101, "val_loss": 0.8427427411079407, "acc": 71.16, "time": 125.91484623204451, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 1.1914386749267578, "val_loss": 0.7913476824760437, "acc": 70.59, "time": 134.94110310997348, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 1.1885050535202026, "val_loss": 0.886387050151825, "acc": 71.05, "time": 138.88126625295263, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 1.3311599493026733, "val_loss": 0.7369435429573059, "acc": 70.85, "time": 128.74556169495918, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 1.2153114080429077, "val_loss": 0.8304076790809631, "acc": 70.84, "time": 142.70217952108942, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 1.1705279350280762, "val_loss": 0.9233030080795288, "acc": 71.16, "time": 140.42428914399352, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 1.0473558902740479, "val_loss": 0.8883439898490906, "acc": 70.3, "time": 139.71923435106874, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 1.2484556436538696, "val_loss": 0.7947104573249817, "acc": 70.84, "time": 140.4424779000692, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 1.2684481143951416, "val_loss": 0.8330756425857544, "acc": 71.97, "time": 140.40776922402438, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 1.3410558700561523, "val_loss": 0.8033401370048523, "acc": 71.59, "time": 138.158026801073, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 1.260627269744873, "val_loss": 0.8022799491882324, "acc": 71.49, "time": 139.12506878899876, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 0.8831758499145508, "val_loss": 0.7959137558937073, "acc": 71.28, "time": 134.55242772598285, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 1.0735529661178589, "val_loss": 0.8703702688217163, "acc": 70.93, "time": 123.91708838997874, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 1.108702540397644, "val_loss": 0.8475874662399292, "acc": 71.63, "time": 124.38122981996275, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 1.2072503566741943, "val_loss": 0.8226990699768066, "acc": 71.3, "time": 125.12502433394548, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 1.1601600646972656, "val_loss": 0.847977340221405, "acc": 71.41, "time": 138.58821846800856, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 1.2297346591949463, "val_loss": 0.7612257599830627, "acc": 71.94, "time": 143.97005340794567, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 1.1473102569580078, "val_loss": 0.8230084180831909, "acc": 71.28, "time": 140.57763309404254, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 1.1112239360809326, "val_loss": 0.8554090261459351, "acc": 71.9, "time": 140.13809425092768, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 1.053395390510559, "val_loss": 0.932766854763031, "acc": 71.73, "time": 140.19765979191288, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 1.101352572441101, "val_loss": 0.8237490653991699, "acc": 71.56, "time": 137.64456105604768, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 0.871746301651001, "val_loss": 0.8121992349624634, "acc": 71.4, "time": 142.37888515205123, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 1.204949975013733, "val_loss": 0.7470247149467468, "acc": 71.63, "time": 130.72156586009078, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 1.1623001098632812, "val_loss": 0.7938123345375061, "acc": 72.3, "time": 142.78023136605043, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 1.1303201913833618, "val_loss": 0.9036884307861328, "acc": 71.67, "time": 133.00310841796454, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 1.038206696510315, "val_loss": 0.7833083868026733, "acc": 72.65, "time": 123.98823983897455, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 1.1911307573318481, "val_loss": 0.8492401838302612, "acc": 71.98, "time": 134.6196659669513, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 1.055132508277893, "val_loss": 0.8369088768959045, "acc": 72.26, "time": 140.35661464300938, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 1.0342971086502075, "val_loss": 0.7759202718734741, "acc": 72.27, "time": 129.35343481600285, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 0.9909536242485046, "val_loss": 0.8742066621780396, "acc": 71.84, "time": 140.5610232639592, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 1.1155413389205933, "val_loss": 0.7384933233261108, "acc": 72.51, "time": 140.1267900109524, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 1.2143638134002686, "val_loss": 0.7635655999183655, "acc": 72.66, "time": 138.30643164203502, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 1.108783483505249, "val_loss": 0.8872005939483643, "acc": 72.05, "time": 126.6342111909762, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 1.2711540460586548, "val_loss": 0.8766751885414124, "acc": 72.32, "time": 129.66723354603164, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 1.0601540803909302, "val_loss": 0.9599192142486572, "acc": 71.25, "time": 128.23453212401364, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 1.167372465133667, "val_loss": 0.7679449915885925, "acc": 72.22, "time": 130.70625783596188, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 1.0586344003677368, "val_loss": 0.8613695502281189, "acc": 71.63, "time": 133.41889226296917, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 1.0347639322280884, "val_loss": 0.8305118083953857, "acc": 71.88, "time": 140.63130052795168, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 1.2428547143936157, "val_loss": 0.7552958130836487, "acc": 72.68, "time": 135.13777122506872, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 1.04588782787323, "val_loss": 0.8569010496139526, "acc": 72.35, "time": 124.81543999304995, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 1.22207510471344, "val_loss": 0.8313414454460144, "acc": 72.48, "time": 131.85412632790394, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 1.041321873664856, "val_loss": 0.7813712954521179, "acc": 72.54, "time": 141.33420931897126, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 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": 0.9705191850662231, "val_loss": 0.8394681215286255, "acc": 73.56, "time": 139.75792466592975, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 1.1046569347381592, "val_loss": 0.7267274856567383, "acc": 72.36, "time": 141.72299195302185, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 1.1442666053771973, "val_loss": 0.8694774508476257, "acc": 72.9, "time": 125.0817192690447, "param": [ { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 }, { "p": 0.0714285746216774, "m": 1.0 } ] } ] }