{ "Accuracy": 38.03, "Time": [ 22.767652491333138, 8.132965751023873, 73.11405312399984 ], "Optimizer": { "Meta": { "optim": "Adam", "lr": 0.01, "epoch_start": 2 }, "Inner": { "optim": "SGD", "lr": 0.1, "momentum": 0.9, "decay": 0.0005, "nesterov": false, "scheduler": "cosine" } }, "Device": "TITAN RTX", "Memory": [ 17167.12353515625, 17802.0 ], "TF_config": "../config/wide_tf_config.json", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 4.277565002441406, "val_loss": 2.197493314743042, "acc": 32.58, "f1": [ 0.34772270917892456, 0.42295175790786743, 0.1367272138595581, 0.21634842455387115, 0.13553714752197266, 0.30555543303489685, 0.44574540853500366, 0.40252888202667236, 0.26542046666145325, 0.33229222893714905 ], "time": 11.39791044499907, "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": 3.9996418952941895, "val_loss": 1.9231864213943481, "acc": 29.48, "f1": [ 0.32316216826438904, 0.38425371050834656, 0.15154343843460083, 0.10792344808578491, 0.0, 0.27992621064186096, 0.38590195775032043, 0.3405665159225464, 0.4152310788631439, 0.2852252125740051 ], "time": 26.947723789999145, "param": [ { "p": 0.09652610123157501, "m": 0.5 }, { "p": 0.09903531521558762, "m": 0.5 }, { "p": 0.10633453726768494, "m": 0.5 }, { "p": 0.0694713443517685, "m": 0.4861787259578705 }, { "p": 0.06336431950330734, "m": 0.44124123454093933 }, { "p": 0.07107695192098618, "m": 0.45915454626083374 }, { "p": 0.10278437286615372, "m": 0.509823739528656 }, { "p": 0.07665775716304779, "m": 0.42625731229782104 }, { "p": 0.030978981405496597, "m": 0.4918246567249298 }, { "p": 0.04185635969042778, "m": 0.4618586003780365 }, { "p": 0.05446039140224457, "m": 0.484244167804718 }, { "p": 0.08123008906841278, "m": 0.4911883473396301 }, { "p": 0.10553424805402756, "m": 0.5 }, { "p": 0.0006892444216646254, "m": 0.5 } ] }, { "epoch": 3, "train_loss": 3.664762496948242, "val_loss": 1.7477437257766724, "acc": 38.03, "f1": [ 0.3838382661342621, 0.4939465820789337, 0.021194593980908394, 0.11475405842065811, 0.26196160912513733, 0.388394832611084, 0.43228811025619507, 0.41404134035110474, 0.49711447954177856, 0.4443524181842804 ], "time": 29.957323239001198, "param": [ { "p": 0.10492783784866333, "m": 0.5 }, { "p": 0.08878320455551147, "m": 0.5 }, { "p": 0.1139240637421608, "m": 0.5 }, { "p": 0.060239143669605255, "m": 0.45184484124183655 }, { "p": 0.06484482437372208, "m": 0.42094942927360535 }, { "p": 0.06524176150560379, "m": 0.42101073265075684 }, { "p": 0.11154413223266602, "m": 0.4922160506248474 }, { "p": 0.07626494020223618, "m": 0.3707004189491272 }, { "p": 0.011692802421748638, "m": 0.512903094291687 }, { "p": 0.06841086596250534, "m": 0.45039427280426025 }, { "p": 0.04088525474071503, "m": 0.5021275877952576 }, { "p": 0.07855185866355896, "m": 0.4836328625679016 }, { "p": 0.11398971825838089, "m": 0.5 }, { "p": 0.000699601077940315, "m": 0.5 } ] } ] }