{ "Accuracy": 47.25, "Time": [ 4.656894775489992, 0.23727728975585308 ], "Device": "GeForce GTX 1060 with Max-Q Design", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 2.302067518234253, "val_loss": 2.3028557300567627, "acc": 11.25, "time": 5.6180179989999885, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 2, "train_loss": 2.3003690242767334, "val_loss": 2.2994611263275146, "acc": 13.38, "time": 4.200984219999981, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 3, "train_loss": 2.302016496658325, "val_loss": 2.2990689277648926, "acc": 10.65, "time": 4.235324493000007, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 4, "train_loss": 2.3003363609313965, "val_loss": 2.2965896129608154, "acc": 10.08, "time": 4.182302082999996, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 5, "train_loss": 2.2941200733184814, "val_loss": 2.2893290519714355, "acc": 11.44, "time": 4.172195197000008, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 6, "train_loss": 2.29669189453125, "val_loss": 2.281104564666748, "acc": 12.31, "time": 4.194874793999986, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 7, "train_loss": 2.283484697341919, "val_loss": 2.279139280319214, "acc": 11.72, "time": 4.163249896999986, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 8, "train_loss": 2.293560743331909, "val_loss": 2.285541296005249, "acc": 11.91, "time": 4.174130512000005, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 9, "train_loss": 2.282175302505493, "val_loss": 2.2691707611083984, "acc": 14.8, "time": 4.497623895999993, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 10, "train_loss": 2.268611192703247, "val_loss": 2.253554582595825, "acc": 14.03, "time": 4.767235881999994, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 11, "train_loss": 2.2595086097717285, "val_loss": 2.242037534713745, "acc": 19.01, "time": 4.610953486999989, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 12, "train_loss": 2.2397494316101074, "val_loss": 2.19973087310791, "acc": 22.51, "time": 4.8984138369999926, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 13, "train_loss": 2.2226181030273438, "val_loss": 2.1579103469848633, "acc": 25.45, "time": 4.77519621899998, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 14, "train_loss": 2.170577049255371, "val_loss": 2.18142032623291, "acc": 20.38, "time": 4.672554044999998, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 15, "train_loss": 2.174480438232422, "val_loss": 2.0395307540893555, "acc": 22.26, "time": 4.703474061999998, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 16, "train_loss": 2.177553415298462, "val_loss": 2.1221251487731934, "acc": 19.87, "time": 4.728535545, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 17, "train_loss": 2.2156894207000732, "val_loss": 2.0129289627075195, "acc": 26.73, "time": 4.722937962999993, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 18, "train_loss": 2.1786534786224365, "val_loss": 2.0528194904327393, "acc": 27.28, "time": 5.247898625000005, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 19, "train_loss": 2.1231167316436768, "val_loss": 1.9888397455215454, "acc": 28.41, "time": 4.921762113999989, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 20, "train_loss": 2.181028366088867, "val_loss": 1.982812762260437, "acc": 27.28, "time": 5.2043518959999915, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 21, "train_loss": 2.1449363231658936, "val_loss": 2.0663812160491943, "acc": 26.9, "time": 4.748284687000023, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 22, "train_loss": 2.1144320964813232, "val_loss": 1.9846980571746826, "acc": 28.6, "time": 4.781070695999972, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 23, "train_loss": 2.1348190307617188, "val_loss": 1.936833143234253, "acc": 30.18, "time": 4.5756937339999695, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 24, "train_loss": 2.1112444400787354, "val_loss": 1.946001410484314, "acc": 26.99, "time": 4.700822293999977, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 25, "train_loss": 2.141258716583252, "val_loss": 1.9593721628189087, "acc": 28.82, "time": 4.479833700000029, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 26, "train_loss": 2.0228121280670166, "val_loss": 1.9372111558914185, "acc": 31.51, "time": 4.476567773999989, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 27, "train_loss": 2.0429203510284424, "val_loss": 1.853606939315796, "acc": 32.91, "time": 4.508585216000029, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 28, "train_loss": 2.0546553134918213, "val_loss": 1.8435723781585693, "acc": 31.59, "time": 4.505428644999995, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 29, "train_loss": 2.0564746856689453, "val_loss": 1.935693383216858, "acc": 33.39, "time": 4.4717313680000075, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 30, "train_loss": 2.026045083999634, "val_loss": 1.8296082019805908, "acc": 32.73, "time": 4.4895466269999815, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 31, "train_loss": 1.992296576499939, "val_loss": 1.8833516836166382, "acc": 34.27, "time": 4.4781097050000085, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 32, "train_loss": 1.9901024103164673, "val_loss": 1.8287357091903687, "acc": 33.61, "time": 4.49737048999998, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 33, "train_loss": 1.971670389175415, "val_loss": 1.8082833290100098, "acc": 34.76, "time": 4.771981241999981, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 34, "train_loss": 2.033634901046753, "val_loss": 1.7778133153915405, "acc": 36.85, "time": 4.697121647000017, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 35, "train_loss": 1.9901058673858643, "val_loss": 1.767751693725586, "acc": 34.21, "time": 5.2261419390000015, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 36, "train_loss": 1.9762815237045288, "val_loss": 1.8165730237960815, "acc": 34.5, "time": 4.916794945999982, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 37, "train_loss": 2.114936113357544, "val_loss": 1.8237097263336182, "acc": 35.34, "time": 4.54525223600001, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 38, "train_loss": 1.9982839822769165, "val_loss": 1.77471125125885, "acc": 36.41, "time": 4.626304964999974, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 39, "train_loss": 1.9264695644378662, "val_loss": 1.7513856887817383, "acc": 36.38, "time": 4.496803322000005, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 40, "train_loss": 1.9048513174057007, "val_loss": 1.6959365606307983, "acc": 37.76, "time": 4.476362825000024, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 41, "train_loss": 1.915744662284851, "val_loss": 1.7811228036880493, "acc": 38.01, "time": 4.487643437000031, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 42, "train_loss": 2.01051926612854, "val_loss": 1.7210246324539185, "acc": 38.15, "time": 4.513346486999978, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 43, "train_loss": 1.920790433883667, "val_loss": 1.6246341466903687, "acc": 39.9, "time": 4.6371242530000245, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 44, "train_loss": 1.844370722770691, "val_loss": 1.6989445686340332, "acc": 38.85, "time": 4.945795188000034, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 45, "train_loss": 1.8898954391479492, "val_loss": 1.6563796997070312, "acc": 38.68, "time": 4.853969996999979, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 46, "train_loss": 1.8684340715408325, "val_loss": 1.6115866899490356, "acc": 40.15, "time": 4.786461216000021, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 47, "train_loss": 1.9172937870025635, "val_loss": 1.6127086877822876, "acc": 40.88, "time": 4.787530696999966, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 48, "train_loss": 2.004866600036621, "val_loss": 1.6058194637298584, "acc": 39.47, "time": 4.912586028000021, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 49, "train_loss": 1.8577651977539062, "val_loss": 1.6699997186660767, "acc": 39.5, "time": 4.983099417999995, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 50, "train_loss": 1.8838859796524048, "val_loss": 1.6628469228744507, "acc": 37.0, "time": 4.789091168000027, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 51, "train_loss": 1.8523107767105103, "val_loss": 1.7262176275253296, "acc": 37.64, "time": 4.559676400000001, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 52, "train_loss": 1.8091294765472412, "val_loss": 1.5422464609146118, "acc": 40.02, "time": 4.560828820999973, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 53, "train_loss": 1.8306527137756348, "val_loss": 1.5637553930282593, "acc": 40.9, "time": 4.6219840879999765, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 54, "train_loss": 1.6740514039993286, "val_loss": 1.6490949392318726, "acc": 40.53, "time": 4.5155727950000255, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 55, "train_loss": 1.801193118095398, "val_loss": 1.7330242395401, "acc": 38.85, "time": 4.5205653819999725, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 56, "train_loss": 1.8684300184249878, "val_loss": 1.5290476083755493, "acc": 41.62, "time": 4.55753167599994, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 57, "train_loss": 1.6916371583938599, "val_loss": 1.5770654678344727, "acc": 42.42, "time": 4.500910288, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 58, "train_loss": 1.7854504585266113, "val_loss": 1.5633423328399658, "acc": 42.58, "time": 4.517630358000019, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 59, "train_loss": 1.7111988067626953, "val_loss": 1.5872752666473389, "acc": 42.7, "time": 4.665035038000042, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 60, "train_loss": 1.8758472204208374, "val_loss": 1.6167269945144653, "acc": 41.94, "time": 4.539822128000083, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 61, "train_loss": 1.8065458536148071, "val_loss": 1.5532549619674683, "acc": 43.64, "time": 4.71916201199997, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 62, "train_loss": 1.7377036809921265, "val_loss": 1.5783483982086182, "acc": 43.08, "time": 5.018644521999931, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 63, "train_loss": 1.7428447008132935, "val_loss": 1.647050142288208, "acc": 43.61, "time": 4.711329734999936, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 64, "train_loss": 1.7547787427902222, "val_loss": 1.424788475036621, "acc": 43.91, "time": 4.627570547999994, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 65, "train_loss": 1.7869316339492798, "val_loss": 1.5945526361465454, "acc": 44.1, "time": 4.548487291000015, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 66, "train_loss": 1.7927783727645874, "val_loss": 1.6454159021377563, "acc": 43.02, "time": 5.049181067999939, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 67, "train_loss": 1.7676066160202026, "val_loss": 1.4983139038085938, "acc": 43.69, "time": 4.88208426999995, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 68, "train_loss": 1.806828260421753, "val_loss": 1.5115365982055664, "acc": 41.62, "time": 4.812436022999918, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 69, "train_loss": 1.7576658725738525, "val_loss": 1.670615792274475, "acc": 43.53, "time": 4.4004746879999175, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 70, "train_loss": 1.7636692523956299, "val_loss": 1.5370752811431885, "acc": 44.26, "time": 5.027663466000035, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 71, "train_loss": 1.725206732749939, "val_loss": 1.5779163837432861, "acc": 43.47, "time": 4.423705040999948, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 72, "train_loss": 1.7179536819458008, "val_loss": 1.5585060119628906, "acc": 43.88, "time": 4.676379506999979, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 73, "train_loss": 1.7021592855453491, "val_loss": 1.486946702003479, "acc": 43.53, "time": 4.861360824999906, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 74, "train_loss": 1.6859363317489624, "val_loss": 1.5077224969863892, "acc": 44.11, "time": 4.549603884000021, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 75, "train_loss": 1.6538629531860352, "val_loss": 1.5788600444793701, "acc": 44.97, "time": 4.713213663999909, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 76, "train_loss": 1.6630768775939941, "val_loss": 1.4572412967681885, "acc": 45.48, "time": 4.666588211999965, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 77, "train_loss": 1.675093650817871, "val_loss": 1.5436577796936035, "acc": 44.97, "time": 4.5551210429999855, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 78, "train_loss": 1.6751315593719482, "val_loss": 1.6163231134414673, "acc": 44.34, "time": 4.520740598999964, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 79, "train_loss": 1.6822158098220825, "val_loss": 1.5769073963165283, "acc": 45.54, "time": 4.850620685000081, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 80, "train_loss": 1.6681665182113647, "val_loss": 1.5092283487319946, "acc": 44.04, "time": 4.503619669000045, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 81, "train_loss": 1.6003812551498413, "val_loss": 1.5682573318481445, "acc": 45.73, "time": 4.716788046000033, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 82, "train_loss": 1.691287636756897, "val_loss": 1.56126070022583, "acc": 46.27, "time": 4.638356888999965, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 83, "train_loss": 1.655640721321106, "val_loss": 1.5456699132919312, "acc": 44.32, "time": 4.799706238999988, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 84, "train_loss": 1.6512640714645386, "val_loss": 1.5938529968261719, "acc": 45.02, "time": 4.649492101999954, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 85, "train_loss": 1.6537907123565674, "val_loss": 1.4625121355056763, "acc": 46.53, "time": 4.502412642999957, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 86, "train_loss": 1.5913126468658447, "val_loss": 1.5357227325439453, "acc": 45.97, "time": 4.515530377999994, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 87, "train_loss": 1.6936899423599243, "val_loss": 1.4732160568237305, "acc": 45.82, "time": 4.7189008779999995, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 88, "train_loss": 1.5978963375091553, "val_loss": 1.6231815814971924, "acc": 44.6, "time": 4.453151313000035, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 89, "train_loss": 1.5272070169448853, "val_loss": 1.4290459156036377, "acc": 46.37, "time": 4.54238562799992, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 90, "train_loss": 1.5270205736160278, "val_loss": 1.5582294464111328, "acc": 46.92, "time": 4.590594855000063, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 91, "train_loss": 1.5437287092208862, "val_loss": 1.5224124193191528, "acc": 46.75, "time": 4.616906017000019, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 92, "train_loss": 1.6142042875289917, "val_loss": 1.5643973350524902, "acc": 46.03, "time": 4.719259316000034, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 93, "train_loss": 1.5875415802001953, "val_loss": 1.494353175163269, "acc": 44.86, "time": 4.685864228000014, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 94, "train_loss": 1.7710856199264526, "val_loss": 1.5056198835372925, "acc": 45.78, "time": 4.803997910999897, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 95, "train_loss": 1.5231866836547852, "val_loss": 1.5337302684783936, "acc": 47.25, "time": 4.856213084000046, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 96, "train_loss": 1.6031463146209717, "val_loss": 1.4347823858261108, "acc": 46.98, "time": 4.608322223999949, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 97, "train_loss": 1.7084859609603882, "val_loss": 1.5262162685394287, "acc": 47.07, "time": 4.511684381000009, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 98, "train_loss": 1.6375515460968018, "val_loss": 1.423342227935791, "acc": 46.85, "time": 4.754543179999928, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 99, "train_loss": 1.5539828538894653, "val_loss": 1.515071988105774, "acc": 45.66, "time": 4.87622890199998, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] }, { "epoch": 100, "train_loss": 1.539175271987915, "val_loss": 1.6034573316574097, "acc": 46.15, "time": 4.593122896000068, "param": [ { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 }, { "p": 0.0714285746216774, "m": 0.5 } ] } ] }