{ "Accuracy": 69.39, "Time": [ 62.45412963704108, 1.9151910873142919 ], "Device": "TITAN RTX", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 2.327545642852783, "val_loss": 2.281193733215332, "acc": 12.74, "time": 58.993179755, "param": [ { "p": 0.015442647971212864, "m": 0.5 }, { "p": 0.021600782871246338, "m": 0.5 }, { "p": 0.04262353852391243, "m": 0.5 }, { "p": 0.10907958447933197, "m": 0.5 }, { "p": 0.10457571595907211, "m": 0.5 }, { "p": 0.10809224098920822, "m": 0.5 }, { "p": 0.059877682477235794, "m": 0.5 }, { "p": 0.027431072667241096, "m": 0.5 }, { "p": 0.0988885760307312, "m": 0.5 }, { "p": 0.09716654568910599, "m": 0.5 }, { "p": 0.10083025693893433, "m": 0.5 }, { "p": 0.07815130800008774, "m": 0.5 }, { "p": 0.06780681014060974, "m": 0.5 }, { "p": 0.06843321770429611, "m": 0.5 } ] }, { "epoch": 2, "train_loss": 2.209153890609741, "val_loss": 2.143556833267212, "acc": 25.22, "time": 61.02441797600001, "param": [ { "p": 0.042356912046670914, "m": 0.5 }, { "p": 0.03726066276431084, "m": 0.5 }, { "p": 0.06592878699302673, "m": 0.5 }, { "p": 0.09082523733377457, "m": 0.5 }, { "p": 0.08040744066238403, "m": 0.5 }, { "p": 0.11417903006076813, "m": 0.5 }, { "p": 0.05080794543027878, "m": 0.5 }, { "p": 0.04756836220622063, "m": 0.5 }, { "p": 0.09612125158309937, "m": 0.5 }, { "p": 0.10171369463205338, "m": 0.5 }, { "p": 0.1143336147069931, "m": 0.5 }, { "p": 0.07930157333612442, "m": 0.5 }, { "p": 0.06794296950101852, "m": 0.5 }, { "p": 0.011252474039793015, "m": 0.5 } ] }, { "epoch": 3, "train_loss": 2.077476978302002, "val_loss": 2.0303497314453125, "acc": 27.68, "time": 63.253288758, "param": [ { "p": 0.06434420496225357, "m": 0.5 }, { "p": 0.037728600203990936, "m": 0.5 }, { "p": 0.07650712132453918, "m": 0.5 }, { "p": 0.07244525104761124, "m": 0.5 }, { "p": 0.07506853342056274, "m": 0.5 }, { "p": 0.07648341357707977, "m": 0.5 }, { "p": 0.05485902726650238, "m": 0.5 }, { "p": 0.05511318892240524, "m": 0.5 }, { "p": 0.08698005229234695, "m": 0.5 }, { "p": 0.11258482187986374, "m": 0.5 }, { "p": 0.1104932427406311, "m": 0.5 }, { "p": 0.08787323534488678, "m": 0.5 }, { "p": 0.0813790112733841, "m": 0.5 }, { "p": 0.00814028736203909, "m": 0.5 } ] }, { "epoch": 4, "train_loss": 2.0749144554138184, "val_loss": 1.8850774765014648, "acc": 33.59, "time": 63.32888178400003, "param": [ { "p": 0.07050630450248718, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.07767380028963089, "m": 0.5 }, { "p": 0.08242160826921463, "m": 0.5 }, { "p": 0.061725836247205734, "m": 0.5 }, { "p": 0.041004396975040436, "m": 0.5 }, { "p": 0.06428765505552292, "m": 0.5 }, { "p": 0.04522828012704849, "m": 0.5 }, { "p": 0.10399679094552994, "m": 0.5 }, { "p": 0.12725594639778137, "m": 0.5 }, { "p": 0.13741222023963928, "m": 0.5 }, { "p": 0.10096283257007599, "m": 0.5 }, { "p": 0.08752430230379105, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 5, "train_loss": 2.0074470043182373, "val_loss": 1.7325470447540283, "acc": 38.18, "time": 61.901183136999975, "param": [ { "p": 0.08467529714107513, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.09108006209135056, "m": 0.5 }, { "p": 0.09760978817939758, "m": 0.5 }, { "p": 0.044434804469347, "m": 0.5 }, { "p": 0.027509570121765137, "m": 0.5 }, { "p": 0.06677382439374924, "m": 0.5 }, { "p": 0.04591287672519684, "m": 0.5 }, { "p": 0.12796692550182343, "m": 0.5 }, { "p": 0.12304234504699707, "m": 0.5 }, { "p": 0.1262967735528946, "m": 0.5 }, { "p": 0.07911346852779388, "m": 0.5 }, { "p": 0.08558423817157745, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 6, "train_loss": 1.8502222299575806, "val_loss": 1.6702537536621094, "acc": 42.97, "time": 62.89890769499999, "param": [ { "p": 0.08845242857933044, "m": 0.5 }, { "p": 0.006168043706566095, "m": 0.5 }, { "p": 0.094816192984581, "m": 0.5 }, { "p": 0.10695146024227142, "m": 0.5 }, { "p": 0.03842524439096451, "m": 0.5 }, { "p": 0.028139090165495872, "m": 0.5 }, { "p": 0.07362524420022964, "m": 0.5 }, { "p": 0.06470061093568802, "m": 0.5 }, { "p": 0.12473799288272858, "m": 0.5 }, { "p": 0.11029939353466034, "m": 0.5 }, { "p": 0.10734501481056213, "m": 0.5 }, { "p": 0.06959264725446701, "m": 0.5 }, { "p": 0.0867467150092125, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 7, "train_loss": 1.8327831029891968, "val_loss": 1.5514780282974243, "acc": 43.29, "time": 64.52530978300001, "param": [ { "p": 0.06857389211654663, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.09925252199172974, "m": 0.5 }, { "p": 0.11238904297351837, "m": 0.5 }, { "p": 0.015857210382819176, "m": 0.5 }, { "p": 0.04154948145151138, "m": 0.5 }, { "p": 0.09061159938573837, "m": 0.5 }, { "p": 0.06866641342639923, "m": 0.5 }, { "p": 0.13194507360458374, "m": 0.5 }, { "p": 0.10736987739801407, "m": 0.5 }, { "p": 0.10468843579292297, "m": 0.5 }, { "p": 0.059481795877218246, "m": 0.5 }, { "p": 0.09961463510990143, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 8, "train_loss": 1.6304508447647095, "val_loss": 1.6033238172531128, "acc": 45.42, "time": 60.77153395600004, "param": [ { "p": 0.04142617806792259, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.10742294788360596, "m": 0.5 }, { "p": 0.1279691904783249, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.008039761334657669, "m": 0.5 }, { "p": 0.08680538833141327, "m": 0.5 }, { "p": 0.07971128076314926, "m": 0.5 }, { "p": 0.1600319892168045, "m": 0.5 }, { "p": 0.12013218551874161, "m": 0.5 }, { "p": 0.12048234790563583, "m": 0.5 }, { "p": 0.03386737406253815, "m": 0.5 }, { "p": 0.11411136388778687, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 9, "train_loss": 1.6114556789398193, "val_loss": 1.4470016956329346, "acc": 46.05, "time": 63.41871555400007, "param": [ { "p": 0.035544898360967636, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.11465398967266083, "m": 0.5 }, { "p": 0.11566878110170364, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.08177120983600616, "m": 0.5 }, { "p": 0.08653358370065689, "m": 0.5 }, { "p": 0.1855141669511795, "m": 0.5 }, { "p": 0.13542430102825165, "m": 0.5 }, { "p": 0.12412827461957932, "m": 0.5 }, { "p": 0.010146543383598328, "m": 0.5 }, { "p": 0.11061419546604156, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 10, "train_loss": 1.6523137092590332, "val_loss": 1.5390475988388062, "acc": 44.99, "time": 61.86169791999998, "param": [ { "p": 0.029919350519776344, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.10124372690916061, "m": 0.5 }, { "p": 0.1102176308631897, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.07995936274528503, "m": 0.5 }, { "p": 0.07558263838291168, "m": 0.5 }, { "p": 0.20170500874519348, "m": 0.5 }, { "p": 0.14660386741161346, "m": 0.5 }, { "p": 0.1340808868408203, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.1206875890493393, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 11, "train_loss": 1.3472851514816284, "val_loss": 1.5250608921051025, "acc": 48.02, "time": 61.228073687000006, "param": [ { "p": 0.03286445513367653, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.09077459573745728, "m": 0.5 }, { "p": 0.11415090411901474, "m": 0.5 }, { "p": 0.0006121559417806566, "m": 0.5 }, { "p": 5.024286565458169e-06, "m": 0.5 }, { "p": 0.0838950127363205, "m": 0.5 }, { "p": 0.06628768891096115, "m": 0.5 }, { "p": 0.19642451405525208, "m": 0.5 }, { "p": 0.1455618143081665, "m": 0.5 }, { "p": 0.14290264248847961, "m": 0.5 }, { "p": 0.001987011404708028, "m": 0.5 }, { "p": 0.12434294074773788, "m": 0.5 }, { "p": 0.0001912181469378993, "m": 0.5 } ] }, { "epoch": 12, "train_loss": 1.6270824670791626, "val_loss": 1.479796290397644, "acc": 48.22, "time": 62.28476808999994, "param": [ { "p": 0.05076507851481438, "m": 0.5 }, { "p": 0.015776243060827255, "m": 0.5 }, { "p": 0.07621719688177109, "m": 0.5 }, { "p": 0.10281365364789963, "m": 0.5 }, { "p": 0.00965950544923544, "m": 0.5 }, { "p": 0.017430122941732407, "m": 0.5 }, { "p": 0.09013751894235611, "m": 0.5 }, { "p": 0.06091303378343582, "m": 0.5 }, { "p": 0.1621018797159195, "m": 0.5 }, { "p": 0.12861287593841553, "m": 0.5 }, { "p": 0.13497798144817352, "m": 0.5 }, { "p": 0.020224150270223618, "m": 0.5 }, { "p": 0.10620690882205963, "m": 0.5 }, { "p": 0.024163782596588135, "m": 0.5 } ] }, { "epoch": 13, "train_loss": 1.5289415121078491, "val_loss": 1.2751579284667969, "acc": 51.32, "time": 61.168068062999964, "param": [ { "p": 0.06359594315290451, "m": 0.5 }, { "p": 0.02233581244945526, "m": 0.5 }, { "p": 0.07575230300426483, "m": 0.5 }, { "p": 0.08928658813238144, "m": 0.5 }, { "p": 0.008968960493803024, "m": 0.5 }, { "p": 0.029026616364717484, "m": 0.5 }, { "p": 0.08852854371070862, "m": 0.5 }, { "p": 0.0609455481171608, "m": 0.5 }, { "p": 0.14586058259010315, "m": 0.5 }, { "p": 0.11219948530197144, "m": 0.5 }, { "p": 0.12913519144058228, "m": 0.5 }, { "p": 0.04525109753012657, "m": 0.5 }, { "p": 0.09855394065380096, "m": 0.5 }, { "p": 0.0305593591183424, "m": 0.5 } ] }, { "epoch": 14, "train_loss": 1.5570801496505737, "val_loss": 1.3978196382522583, "acc": 51.06, "time": 64.48644178100005, "param": [ { "p": 0.07365589588880539, "m": 0.5 }, { "p": 0.011345906183123589, "m": 0.5 }, { "p": 0.08059472590684891, "m": 0.5 }, { "p": 0.07938036322593689, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.034365106374025345, "m": 0.5 }, { "p": 0.0853050947189331, "m": 0.5 }, { "p": 0.06094755232334137, "m": 0.5 }, { "p": 0.15460029244422913, "m": 0.5 }, { "p": 0.10927452892065048, "m": 0.5 }, { "p": 0.13612596690654755, "m": 0.5 }, { "p": 0.07356351613998413, "m": 0.5 }, { "p": 0.0897374227643013, "m": 0.5 }, { "p": 0.0111036142334342, "m": 0.5 } ] }, { "epoch": 15, "train_loss": 1.5101839303970337, "val_loss": 1.391287922859192, "acc": 53.01, "time": 68.8881286830001, "param": [ { "p": 0.08109792321920395, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.077412448823452, "m": 0.5 }, { "p": 0.07301119714975357, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.018075332045555115, "m": 0.5 }, { "p": 0.08006564527750015, "m": 0.5 }, { "p": 0.06702779978513718, "m": 0.5 }, { "p": 0.16805852949619293, "m": 0.5 }, { "p": 0.11485648155212402, "m": 0.5 }, { "p": 0.14486104249954224, "m": 0.5 }, { "p": 0.08497661352157593, "m": 0.5 }, { "p": 0.09055692702531815, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 16, "train_loss": 1.5777263641357422, "val_loss": 1.1724388599395752, "acc": 53.91, "time": 65.60547283999995, "param": [ { "p": 0.0855526253581047, "m": 0.5 }, { "p": 0.002264751121401787, "m": 0.5 }, { "p": 0.07161073386669159, "m": 0.5 }, { "p": 0.07362886518239975, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.011711782775819302, "m": 0.5 }, { "p": 0.08539711683988571, "m": 0.5 }, { "p": 0.0657052993774414, "m": 0.5 }, { "p": 0.1657429188489914, "m": 0.5 }, { "p": 0.11283760517835617, "m": 0.5 }, { "p": 0.1442696750164032, "m": 0.5 }, { "p": 0.09848344326019287, "m": 0.5 }, { "p": 0.0827951580286026, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 17, "train_loss": 1.6750164031982422, "val_loss": 1.4289761781692505, "acc": 53.86, "time": 63.18230513000003, "param": [ { "p": 0.0825098380446434, "m": 0.5 }, { "p": 0.0039546978659927845, "m": 0.5 }, { "p": 0.06723678112030029, "m": 0.5 }, { "p": 0.0757051631808281, "m": 0.5 }, { "p": 0.007184906397014856, "m": 0.5 }, { "p": 0.011496126651763916, "m": 0.5 }, { "p": 0.1005002036690712, "m": 0.5 }, { "p": 0.060439400374889374, "m": 0.5 }, { "p": 0.16828645765781403, "m": 0.5 }, { "p": 0.1065690666437149, "m": 0.5 }, { "p": 0.13076151907444, "m": 0.5 }, { "p": 0.10926744341850281, "m": 0.5 }, { "p": 0.07542992383241653, "m": 0.5 }, { "p": 0.0006583381327800453, "m": 0.5 } ] }, { "epoch": 18, "train_loss": 1.520806908607483, "val_loss": 1.275354027748108, "acc": 55.38, "time": 68.90726232600014, "param": [ { "p": 0.07931673526763916, "m": 0.5 }, { "p": 0.020928801968693733, "m": 0.5 }, { "p": 0.059522539377212524, "m": 0.5 }, { "p": 0.0766940489411354, "m": 0.5 }, { "p": 0.01691373810172081, "m": 0.5 }, { "p": 0.03301038220524788, "m": 0.5 }, { "p": 0.1043240875005722, "m": 0.5 }, { "p": 0.05426737666130066, "m": 0.5 }, { "p": 0.16554509103298187, "m": 0.5 }, { "p": 0.10166440159082413, "m": 0.5 }, { "p": 0.10621709376573563, "m": 0.5 }, { "p": 0.10989047586917877, "m": 0.5 }, { "p": 0.06129129230976105, "m": 0.5 }, { "p": 0.01041390560567379, "m": 0.5 } ] }, { "epoch": 19, "train_loss": 1.4400073289871216, "val_loss": 1.2314105033874512, "acc": 56.99, "time": 67.57687496199992, "param": [ { "p": 0.07452617585659027, "m": 0.5 }, { "p": 0.01836484484374523, "m": 0.5 }, { "p": 0.05542971193790436, "m": 0.5 }, { "p": 0.07606534659862518, "m": 0.5 }, { "p": 0.007693937048316002, "m": 0.5 }, { "p": 0.040160905569791794, "m": 0.5 }, { "p": 0.11565329134464264, "m": 0.5 }, { "p": 0.05686187371611595, "m": 0.5 }, { "p": 0.16785942018032074, "m": 0.5 }, { "p": 0.10324320197105408, "m": 0.5 }, { "p": 0.10473408550024033, "m": 0.5 }, { "p": 0.10534925758838654, "m": 0.5 }, { "p": 0.06776335835456848, "m": 0.5 }, { "p": 0.006294635124504566, "m": 0.5 } ] }, { "epoch": 20, "train_loss": 1.5143636465072632, "val_loss": 1.354600429534912, "acc": 57.18, "time": 64.60736156600001, "param": [ { "p": 0.07682662457227707, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.05456352233886719, "m": 0.5 }, { "p": 0.07608615607023239, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.0423918180167675, "m": 0.5 }, { "p": 0.12048321217298508, "m": 0.5 }, { "p": 0.05486058071255684, "m": 0.5 }, { "p": 0.17693473398685455, "m": 0.5 }, { "p": 0.11163462698459625, "m": 0.5 }, { "p": 0.12089823931455612, "m": 0.5 }, { "p": 0.10103053599596024, "m": 0.5 }, { "p": 0.06429000198841095, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 21, "train_loss": 1.3388253450393677, "val_loss": 1.2433985471725464, "acc": 57.43, "time": 62.17899894800007, "param": [ { "p": 0.07995650172233582, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.046983566135168076, "m": 0.5 }, { "p": 0.08148176968097687, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.02731023170053959, "m": 0.5 }, { "p": 0.1263359785079956, "m": 0.5 }, { "p": 0.05415709689259529, "m": 0.5 }, { "p": 0.18197792768478394, "m": 0.5 }, { "p": 0.13104112446308136, "m": 0.5 }, { "p": 0.1266602873802185, "m": 0.5 }, { "p": 0.08954949676990509, "m": 0.5 }, { "p": 0.05454598367214203, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 22, "train_loss": 1.2886251211166382, "val_loss": 1.3160579204559326, "acc": 56.92, "time": 62.577793005999865, "param": [ { "p": 0.08492287993431091, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.03840740770101547, "m": 0.5 }, { "p": 0.07214077562093735, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.004060198552906513, "m": 0.5 }, { "p": 0.1443290412425995, "m": 0.5 }, { "p": 0.05602887645363808, "m": 0.5 }, { "p": 0.2035195529460907, "m": 0.5 }, { "p": 0.15615534782409668, "m": 0.5 }, { "p": 0.11286556720733643, "m": 0.5 }, { "p": 0.08568090945482254, "m": 0.5 }, { "p": 0.04188941419124603, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 23, "train_loss": 1.299673080444336, "val_loss": 1.110965371131897, "acc": 58.1, "time": 61.38924582300001, "param": [ { "p": 0.09547804296016693, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.04682527855038643, "m": 0.5 }, { "p": 0.06071837991476059, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 9.584432700648904e-05, "m": 0.5 }, { "p": 0.14440509676933289, "m": 0.5 }, { "p": 0.05210345610976219, "m": 0.5 }, { "p": 0.2139299362897873, "m": 0.5 }, { "p": 0.16062110662460327, "m": 0.5 }, { "p": 0.09438363462686539, "m": 0.5 }, { "p": 0.08594208210706711, "m": 0.5 }, { "p": 0.04549704119563103, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 24, "train_loss": 1.4572640657424927, "val_loss": 1.2223788499832153, "acc": 56.8, "time": 62.82389379899996, "param": [ { "p": 0.11150547862052917, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.05629419907927513, "m": 0.5 }, { "p": 0.03472051024436951, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.14933165907859802, "m": 0.5 }, { "p": 0.060319311916828156, "m": 0.5 }, { "p": 0.2384026199579239, "m": 0.5 }, { "p": 0.15807753801345825, "m": 0.5 }, { "p": 0.07394138723611832, "m": 0.5 }, { "p": 0.08476132899522781, "m": 0.5 }, { "p": 0.03264595568180084, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 25, "train_loss": 1.0874409675598145, "val_loss": 1.230012059211731, "acc": 59.41, "time": 61.623803913000074, "param": [ { "p": 0.12495282292366028, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.06662510335445404, "m": 0.5 }, { "p": 0.0237860269844532, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.1539602428674698, "m": 0.5 }, { "p": 0.07110168784856796, "m": 0.5 }, { "p": 0.2601384222507477, "m": 0.5 }, { "p": 0.16122516989707947, "m": 0.5 }, { "p": 0.04123701900243759, "m": 0.5 }, { "p": 0.07412843406200409, "m": 0.5 }, { "p": 0.022845037281513214, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 26, "train_loss": 1.1047701835632324, "val_loss": 1.160912036895752, "acc": 59.61, "time": 61.499900058999856, "param": [ { "p": 0.13943523168563843, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.06749439984560013, "m": 0.5 }, { "p": 0.01824112795293331, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.1642642319202423, "m": 0.5 }, { "p": 0.07540982961654663, "m": 0.5 }, { "p": 0.2752464711666107, "m": 0.5 }, { "p": 0.15713854134082794, "m": 0.5 }, { "p": 0.018291587010025978, "m": 0.5 }, { "p": 0.06402148306369781, "m": 0.5 }, { "p": 0.02045709639787674, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 27, "train_loss": 1.6347341537475586, "val_loss": 1.2347526550292969, "acc": 59.68, "time": 62.136891836999894, "param": [ { "p": 0.139405757188797, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.07643340528011322, "m": 0.5 }, { "p": 0.01844722405076027, "m": 0.5 }, { "p": 0.0027951058000326157, "m": 0.5 }, { "p": 0.0024471695069223642, "m": 0.5 }, { "p": 0.16034504771232605, "m": 0.5 }, { "p": 0.07868748158216476, "m": 0.5 }, { "p": 0.2762000262737274, "m": 0.5 }, { "p": 0.147528737783432, "m": 0.5 }, { "p": 0.018505286425352097, "m": 0.5 }, { "p": 0.057274505496025085, "m": 0.5 }, { "p": 0.021930228918790817, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 28, "train_loss": 1.260465145111084, "val_loss": 1.2097065448760986, "acc": 60.48, "time": 61.74392085800014, "param": [ { "p": 0.1354966014623642, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.08370866626501083, "m": 0.5 }, { "p": 0.008931021206080914, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.0222319345921278, "m": 0.5 }, { "p": 0.14839042723178864, "m": 0.5 }, { "p": 0.08816283196210861, "m": 0.5 }, { "p": 0.2669502794742584, "m": 0.5 }, { "p": 0.1414426565170288, "m": 0.5 }, { "p": 0.02714753895998001, "m": 0.5 }, { "p": 0.0507178008556366, "m": 0.5 }, { "p": 0.02682027965784073, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 29, "train_loss": 1.044488549232483, "val_loss": 1.0644865036010742, "acc": 60.47, "time": 62.001549020999846, "param": [ { "p": 0.12670254707336426, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.0830877423286438, "m": 0.5 }, { "p": 0.010434241034090519, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.03597315028309822, "m": 0.5 }, { "p": 0.14631417393684387, "m": 0.5 }, { "p": 0.10348184406757355, "m": 0.5 }, { "p": 0.25800222158432007, "m": 0.5 }, { "p": 0.13078725337982178, "m": 0.5 }, { "p": 0.037272535264492035, "m": 0.5 }, { "p": 0.03479468449950218, "m": 0.5 }, { "p": 0.03314955532550812, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 30, "train_loss": 1.2281582355499268, "val_loss": 1.0814330577850342, "acc": 61.95, "time": 61.31559158799996, "param": [ { "p": 0.12495634704828262, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.09335068613290787, "m": 0.5 }, { "p": 0.016346393153071404, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.04290855675935745, "m": 0.5 }, { "p": 0.1379043012857437, "m": 0.5 }, { "p": 0.09954112768173218, "m": 0.5 }, { "p": 0.23801292479038239, "m": 0.5 }, { "p": 0.11718249320983887, "m": 0.5 }, { "p": 0.05303113907575607, "m": 0.5 }, { "p": 0.025625571608543396, "m": 0.5 }, { "p": 0.05114047974348068, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 31, "train_loss": 1.2957664728164673, "val_loss": 1.0901328325271606, "acc": 61.79, "time": 61.045696862999876, "param": [ { "p": 0.11227426677942276, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.09318365901708603, "m": 0.5 }, { "p": 0.03543210029602051, "m": 0.5 }, { "p": 0.006509582512080669, "m": 0.5 }, { "p": 0.05359121039509773, "m": 0.5 }, { "p": 0.12052217870950699, "m": 0.5 }, { "p": 0.08384072780609131, "m": 0.5 }, { "p": 0.22157324850559235, "m": 0.5 }, { "p": 0.10616375505924225, "m": 0.5 }, { "p": 0.07937148958444595, "m": 0.5 }, { "p": 0.024434315040707588, "m": 0.5 }, { "p": 0.06310007721185684, "m": 0.5 }, { "p": 3.4049533041979885e-06, "m": 0.5 } ] }, { "epoch": 32, "train_loss": 1.148205041885376, "val_loss": 1.052962303161621, "acc": 61.49, "time": 61.320754948000285, "param": [ { "p": 0.11061041057109833, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.11765393614768982, "m": 0.5 }, { "p": 0.05390515550971031, "m": 0.5 }, { "p": 0.0190903153270483, "m": 0.5 }, { "p": 0.05992986634373665, "m": 0.5 }, { "p": 0.10886308550834656, "m": 0.5 }, { "p": 0.068958580493927, "m": 0.5 }, { "p": 0.19580836594104767, "m": 0.5 }, { "p": 0.09009572118520737, "m": 0.5 }, { "p": 0.08455675840377808, "m": 0.5 }, { "p": 0.03105924464762211, "m": 0.5 }, { "p": 0.05870889872312546, "m": 0.5 }, { "p": 0.0007597196963615716, "m": 0.5 } ] }, { "epoch": 33, "train_loss": 1.2533233165740967, "val_loss": 1.094424843788147, "acc": 63.87, "time": 63.13554349499964, "param": [ { "p": 0.11262505501508713, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.13491888344287872, "m": 0.5 }, { "p": 0.07040156424045563, "m": 0.5 }, { "p": 0.02802804484963417, "m": 0.5 }, { "p": 0.0454581193625927, "m": 0.5 }, { "p": 0.10882402956485748, "m": 0.5 }, { "p": 0.0654839426279068, "m": 0.5 }, { "p": 0.1653878539800644, "m": 0.5 }, { "p": 0.07815137505531311, "m": 0.5 }, { "p": 0.07136797159910202, "m": 0.5 }, { "p": 0.04086025431752205, "m": 0.5 }, { "p": 0.07770480960607529, "m": 0.5 }, { "p": 0.0007881377823650837, "m": 0.5 } ] }, { "epoch": 34, "train_loss": 1.0486747026443481, "val_loss": 1.0178745985031128, "acc": 63.42, "time": 63.187662201999956, "param": [ { "p": 0.11333204805850983, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.14006829261779785, "m": 0.5 }, { "p": 0.07506224513053894, "m": 0.5 }, { "p": 0.03396124765276909, "m": 0.5 }, { "p": 0.03452002629637718, "m": 0.5 }, { "p": 0.11030025035142899, "m": 0.5 }, { "p": 0.06995324790477753, "m": 0.5 }, { "p": 0.140252947807312, "m": 0.5 }, { "p": 0.08024749904870987, "m": 0.5 }, { "p": 0.06181377172470093, "m": 0.5 }, { "p": 0.05051210895180702, "m": 0.5 }, { "p": 0.08997638523578644, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 35, "train_loss": 1.33012056350708, "val_loss": 0.9789363741874695, "acc": 64.07, "time": 63.52582418500015, "param": [ { "p": 0.11266836524009705, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.13847020268440247, "m": 0.5 }, { "p": 0.0781213566660881, "m": 0.5 }, { "p": 0.027765339240431786, "m": 0.5 }, { "p": 0.027183856815099716, "m": 0.5 }, { "p": 0.10960311442613602, "m": 0.5 }, { "p": 0.07312719523906708, "m": 0.5 }, { "p": 0.12665784358978271, "m": 0.5 }, { "p": 0.07850772887468338, "m": 0.5 }, { "p": 0.06329888105392456, "m": 0.5 }, { "p": 0.05076681822538376, "m": 0.5 }, { "p": 0.10725025087594986, "m": 0.5 }, { "p": 0.006579065229743719, "m": 0.5 } ] }, { "epoch": 36, "train_loss": 1.3248471021652222, "val_loss": 0.978034257888794, "acc": 63.97, "time": 62.70007226100006, "param": [ { "p": 0.10395465046167374, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.14805884659290314, "m": 0.5 }, { "p": 0.07480262964963913, "m": 0.5 }, { "p": 0.02758752554655075, "m": 0.5 }, { "p": 0.03449602797627449, "m": 0.5 }, { "p": 0.10760330408811569, "m": 0.5 }, { "p": 0.06910695135593414, "m": 0.5 }, { "p": 0.11205421388149261, "m": 0.5 }, { "p": 0.08912524580955505, "m": 0.5 }, { "p": 0.05603323504328728, "m": 0.5 }, { "p": 0.051386624574661255, "m": 0.5 }, { "p": 0.11710002273321152, "m": 0.5 }, { "p": 0.008690714836120605, "m": 0.5 } ] }, { "epoch": 37, "train_loss": 1.093611240386963, "val_loss": 0.9646323919296265, "acc": 63.11, "time": 62.736447033999866, "param": [ { "p": 0.09505447000265121, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.16005085408687592, "m": 0.5 }, { "p": 0.07469082623720169, "m": 0.5 }, { "p": 0.029476063326001167, "m": 0.5 }, { "p": 0.04922712221741676, "m": 0.5 }, { "p": 0.10210863500833511, "m": 0.5 }, { "p": 0.06159218028187752, "m": 0.5 }, { "p": 0.10589271783828735, "m": 0.5 }, { "p": 0.09402420371770859, "m": 0.5 }, { "p": 0.0473460853099823, "m": 0.5 }, { "p": 0.047318123281002045, "m": 0.5 }, { "p": 0.13222463428974152, "m": 0.5 }, { "p": 0.0009940863819792867, "m": 0.5 } ] }, { "epoch": 38, "train_loss": 1.2411041259765625, "val_loss": 0.9894080758094788, "acc": 64.21, "time": 62.212739188999876, "param": [ { "p": 0.08091625571250916, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.1693451702594757, "m": 0.5 }, { "p": 0.07233837246894836, "m": 0.5 }, { "p": 0.022067593410611153, "m": 0.5 }, { "p": 0.053546831011772156, "m": 0.5 }, { "p": 0.10615205764770508, "m": 0.5 }, { "p": 0.058848436921834946, "m": 0.5 }, { "p": 0.09479311853647232, "m": 0.5 }, { "p": 0.093558169901371, "m": 0.5 }, { "p": 0.05452730134129524, "m": 0.5 }, { "p": 0.04904274642467499, "m": 0.5 }, { "p": 0.14486393332481384, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 39, "train_loss": 1.2447917461395264, "val_loss": 1.0577104091644287, "acc": 65.05, "time": 61.64594443899978, "param": [ { "p": 0.07419761270284653, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.17804989218711853, "m": 0.5 }, { "p": 0.07017102837562561, "m": 0.5 }, { "p": 0.019298119470477104, "m": 0.5 }, { "p": 0.03842085227370262, "m": 0.5 }, { "p": 0.10276465117931366, "m": 0.5 }, { "p": 0.07383906096220016, "m": 0.5 }, { "p": 0.09519519656896591, "m": 0.5 }, { "p": 0.08318383246660233, "m": 0.5 }, { "p": 0.07298572361469269, "m": 0.5 }, { "p": 0.04908265173435211, "m": 0.5 }, { "p": 0.13411051034927368, "m": 0.5 }, { "p": 0.008700838312506676, "m": 0.5 } ] }, { "epoch": 40, "train_loss": 1.1055725812911987, "val_loss": 1.110740065574646, "acc": 64.17, "time": 62.950892188000125, "param": [ { "p": 0.06862156093120575, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.2052009552717209, "m": 0.5 }, { "p": 0.05932293087244034, "m": 0.5 }, { "p": 0.004831488244235516, "m": 0.5 }, { "p": 0.019259922206401825, "m": 0.5 }, { "p": 0.10526417195796967, "m": 0.5 }, { "p": 0.08964771032333374, "m": 0.5 }, { "p": 0.09503071010112762, "m": 0.5 }, { "p": 0.07803480327129364, "m": 0.5 }, { "p": 0.08318870514631271, "m": 0.5 }, { "p": 0.04199143871665001, "m": 0.5 }, { "p": 0.13903002440929413, "m": 0.5 }, { "p": 0.010575594380497932, "m": 0.5 } ] }, { "epoch": 41, "train_loss": 1.1302603483200073, "val_loss": 1.0807849168777466, "acc": 65.99, "time": 62.00689397499991, "param": [ { "p": 0.06709326058626175, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.21620456874370575, "m": 0.5 }, { "p": 0.05049203708767891, "m": 0.5 }, { "p": 0.0024909614585340023, "m": 0.5 }, { "p": 0.02717936970293522, "m": 0.5 }, { "p": 0.1031048521399498, "m": 0.5 }, { "p": 0.08771878480911255, "m": 0.5 }, { "p": 0.08927810937166214, "m": 0.5 }, { "p": 0.08662436902523041, "m": 0.5 }, { "p": 0.0925217866897583, "m": 0.5 }, { "p": 0.033364567905664444, "m": 0.5 }, { "p": 0.13775266706943512, "m": 0.5 }, { "p": 0.006174593232572079, "m": 0.5 } ] }, { "epoch": 42, "train_loss": 1.1500110626220703, "val_loss": 1.0295329093933105, "acc": 64.81, "time": 62.44586201899983, "param": [ { "p": 0.06715907156467438, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.22558067739009857, "m": 0.5 }, { "p": 0.03462778404355049, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.034890271723270416, "m": 0.5 }, { "p": 0.10108203440904617, "m": 0.5 }, { "p": 0.07888375222682953, "m": 0.5 }, { "p": 0.09070737659931183, "m": 0.5 }, { "p": 0.08939458429813385, "m": 0.5 }, { "p": 0.09152854979038239, "m": 0.5 }, { "p": 0.033107955008745193, "m": 0.5 }, { "p": 0.14361637830734253, "m": 0.5 }, { "p": 0.009421627037227154, "m": 0.5 } ] }, { "epoch": 43, "train_loss": 1.1146502494812012, "val_loss": 1.0400739908218384, "acc": 64.87, "time": 62.952995355999974, "param": [ { "p": 0.05860061198472977, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.2292451411485672, "m": 0.5 }, { "p": 0.0339764729142189, "m": 0.5 }, { "p": 0.002224287251010537, "m": 0.5 }, { "p": 0.04318918660283089, "m": 0.5 }, { "p": 0.0927722230553627, "m": 0.5 }, { "p": 0.08423732221126556, "m": 0.5 }, { "p": 0.09223514050245285, "m": 0.5 }, { "p": 0.08306458592414856, "m": 0.5 }, { "p": 0.09979979693889618, "m": 0.5 }, { "p": 0.030013423413038254, "m": 0.5 }, { "p": 0.1425027698278427, "m": 0.5 }, { "p": 0.008139067329466343, "m": 0.5 } ] }, { "epoch": 44, "train_loss": 1.070911169052124, "val_loss": 1.0254089832305908, "acc": 66.38, "time": 63.2154631479998, "param": [ { "p": 0.05695019289851189, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.21953929960727692, "m": 0.5 }, { "p": 0.036139149218797684, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.05227193608880043, "m": 0.5 }, { "p": 0.08701857924461365, "m": 0.5 }, { "p": 0.08476868271827698, "m": 0.5 }, { "p": 0.10070031136274338, "m": 0.5 }, { "p": 0.07964670658111572, "m": 0.5 }, { "p": 0.0976681187748909, "m": 0.5 }, { "p": 0.04894527047872543, "m": 0.5 }, { "p": 0.12703265249729156, "m": 0.5 }, { "p": 0.00931902602314949, "m": 0.5 } ] }, { "epoch": 45, "train_loss": 0.871082067489624, "val_loss": 1.1023194789886475, "acc": 65.08, "time": 61.77758246100029, "param": [ { "p": 0.057161930948495865, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.22905340790748596, "m": 0.5 }, { "p": 0.03629602864384651, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.05453316494822502, "m": 0.5 }, { "p": 0.07709518820047379, "m": 0.5 }, { "p": 0.09814372658729553, "m": 0.5 }, { "p": 0.09030154347419739, "m": 0.5 }, { "p": 0.06941530108451843, "m": 0.5 }, { "p": 0.09652712941169739, "m": 0.5 }, { "p": 0.070425845682621, "m": 0.5 }, { "p": 0.11897769570350647, "m": 0.5 }, { "p": 0.002069115173071623, "m": 0.5 } ] }, { "epoch": 46, "train_loss": 0.9928342700004578, "val_loss": 1.068034052848816, "acc": 65.9, "time": 60.66277480000008, "param": [ { "p": 0.06405208259820938, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.22379015386104584, "m": 0.5 }, { "p": 0.041399478912353516, "m": 0.5 }, { "p": 0.0023719449527561665, "m": 0.5 }, { "p": 0.0598275326192379, "m": 0.5 }, { "p": 0.07192877680063248, "m": 0.5 }, { "p": 0.11029629409313202, "m": 0.5 }, { "p": 0.08644013851881027, "m": 0.5 }, { "p": 0.07176369428634644, "m": 0.5 }, { "p": 0.08840938657522202, "m": 0.5 }, { "p": 0.06906640529632568, "m": 0.5 }, { "p": 0.10805581510066986, "m": 0.5 }, { "p": 0.0025982677470892668, "m": 0.5 } ] }, { "epoch": 47, "train_loss": 1.1070010662078857, "val_loss": 0.9390583038330078, "acc": 67.02, "time": 61.60698726500004, "param": [ { "p": 0.06830692291259766, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.19052506983280182, "m": 0.5 }, { "p": 0.05224448814988136, "m": 0.5 }, { "p": 0.005508015863597393, "m": 0.5 }, { "p": 0.055507201701402664, "m": 0.5 }, { "p": 0.0778234452009201, "m": 0.5 }, { "p": 0.09961934387683868, "m": 0.5 }, { "p": 0.0869511067867279, "m": 0.5 }, { "p": 0.06971970945596695, "m": 0.5 }, { "p": 0.09527299553155899, "m": 0.5 }, { "p": 0.06928937882184982, "m": 0.5 }, { "p": 0.11213012039661407, "m": 0.5 }, { "p": 0.017102139070630074, "m": 0.5 } ] }, { "epoch": 48, "train_loss": 0.9676010012626648, "val_loss": 0.9150969386100769, "acc": 67.12, "time": 63.933153975000096, "param": [ { "p": 0.0831703171133995, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.1528858095407486, "m": 0.5 }, { "p": 0.0564204566180706, "m": 0.5 }, { "p": 0.011602014303207397, "m": 0.5 }, { "p": 0.0502781867980957, "m": 0.5 }, { "p": 0.07036612927913666, "m": 0.5 }, { "p": 0.09242396801710129, "m": 0.5 }, { "p": 0.09605907648801804, "m": 0.5 }, { "p": 0.0647243931889534, "m": 0.5 }, { "p": 0.10132819414138794, "m": 0.5 }, { "p": 0.07243561744689941, "m": 0.5 }, { "p": 0.12018337100744247, "m": 0.5 }, { "p": 0.028122417628765106, "m": 0.5 } ] }, { "epoch": 49, "train_loss": 0.9882047772407532, "val_loss": 0.9455016255378723, "acc": 67.62, "time": 63.78674511600002, "param": [ { "p": 0.09019245207309723, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.1420421153306961, "m": 0.5 }, { "p": 0.06208733469247818, "m": 0.5 }, { "p": 0.011068188585340977, "m": 0.5 }, { "p": 0.04684718698263168, "m": 0.5 }, { "p": 0.06933639198541641, "m": 0.5 }, { "p": 0.09160833805799484, "m": 0.5 }, { "p": 0.1123693585395813, "m": 0.5 }, { "p": 0.06102919578552246, "m": 0.5 }, { "p": 0.10681911557912827, "m": 0.5 }, { "p": 0.07049392908811569, "m": 0.5 }, { "p": 0.11810997873544693, "m": 0.5 }, { "p": 0.017996419221162796, "m": 0.5 } ] }, { "epoch": 50, "train_loss": 1.0034630298614502, "val_loss": 0.9588701128959656, "acc": 67.69, "time": 62.02140759800022, "param": [ { "p": 0.09011824429035187, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.13492140173912048, "m": 0.5 }, { "p": 0.06787019222974777, "m": 0.5 }, { "p": 0.005111051723361015, "m": 0.5 }, { "p": 0.040630146861076355, "m": 0.5 }, { "p": 0.0857435017824173, "m": 0.5 }, { "p": 0.0927429348230362, "m": 0.5 }, { "p": 0.11620919406414032, "m": 0.5 }, { "p": 0.06376796960830688, "m": 0.5 }, { "p": 0.10945814847946167, "m": 0.5 }, { "p": 0.08018401265144348, "m": 0.5 }, { "p": 0.11319789290428162, "m": 0.5 }, { "p": 4.539794463198632e-05, "m": 0.5 } ] }, { "epoch": 51, "train_loss": 0.9360327124595642, "val_loss": 1.0396077632904053, "acc": 67.93, "time": 61.950694139999996, "param": [ { "p": 0.07484955340623856, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.14677439630031586, "m": 0.5 }, { "p": 0.0625515878200531, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.029793595895171165, "m": 0.5 }, { "p": 0.10240016132593155, "m": 0.5 }, { "p": 0.11025762557983398, "m": 0.5 }, { "p": 0.09804525226354599, "m": 0.5 }, { "p": 0.05951208993792534, "m": 0.5 }, { "p": 0.10870533436536789, "m": 0.5 }, { "p": 0.08650216460227966, "m": 0.5 }, { "p": 0.12060827761888504, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 52, "train_loss": 0.9274817705154419, "val_loss": 1.033026099205017, "acc": 67.97, "time": 64.28825140499976, "param": [ { "p": 0.0780886858701706, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.14491873979568481, "m": 0.5 }, { "p": 0.07531163841485977, "m": 0.5 }, { "p": 0.0021840399131178856, "m": 0.5 }, { "p": 0.03419293463230133, "m": 0.5 }, { "p": 0.09640748798847198, "m": 0.5 }, { "p": 0.11718663573265076, "m": 0.5 }, { "p": 0.07812798023223877, "m": 0.5 }, { "p": 0.04990734905004501, "m": 0.5 }, { "p": 0.1048259437084198, "m": 0.5 }, { "p": 0.08886439353227615, "m": 0.5 }, { "p": 0.1255653351545334, "m": 0.5 }, { "p": 0.0044189440086483955, "m": 0.5 } ] }, { "epoch": 53, "train_loss": 1.122321605682373, "val_loss": 0.9173988103866577, "acc": 68.19, "time": 63.831598274000044, "param": [ { "p": 0.08692668378353119, "m": 0.5 }, { "p": 0.006870390847325325, "m": 0.5 }, { "p": 0.13337789475917816, "m": 0.5 }, { "p": 0.08531811833381653, "m": 0.5 }, { "p": 0.004493487998843193, "m": 0.5 }, { "p": 0.051160767674446106, "m": 0.5 }, { "p": 0.08895246684551239, "m": 0.5 }, { "p": 0.12104432284832001, "m": 0.5 }, { "p": 0.0728001594543457, "m": 0.5 }, { "p": 0.042755644768476486, "m": 0.5 }, { "p": 0.10037949681282043, "m": 0.5 }, { "p": 0.09287886321544647, "m": 0.5 }, { "p": 0.10864021629095078, "m": 0.5 }, { "p": 0.004401456564664841, "m": 0.5 } ] }, { "epoch": 54, "train_loss": 0.9539687037467957, "val_loss": 0.9417495727539062, "acc": 67.98, "time": 63.74460119000014, "param": [ { "p": 0.09408959001302719, "m": 0.5 }, { "p": 0.0035514666233211756, "m": 0.5 }, { "p": 0.13245832920074463, "m": 0.5 }, { "p": 0.07800058275461197, "m": 0.5 }, { "p": 0.01001315750181675, "m": 0.5 }, { "p": 0.05144212767481804, "m": 0.5 }, { "p": 0.09371732175350189, "m": 0.5 }, { "p": 0.11350608617067337, "m": 0.5 }, { "p": 0.07592864334583282, "m": 0.5 }, { "p": 0.04094701632857323, "m": 0.5 }, { "p": 0.10538195073604584, "m": 0.5 }, { "p": 0.09712810069322586, "m": 0.5 }, { "p": 0.09989488124847412, "m": 0.5 }, { "p": 0.003940735012292862, "m": 0.5 } ] }, { "epoch": 55, "train_loss": 0.9108140468597412, "val_loss": 0.9791662693023682, "acc": 68.75, "time": 62.595132210999964, "param": [ { "p": 0.09684332460165024, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.12734846770763397, "m": 0.5 }, { "p": 0.07762390375137329, "m": 0.5 }, { "p": 0.007432150188833475, "m": 0.5 }, { "p": 0.030710682272911072, "m": 0.5 }, { "p": 0.10551442205905914, "m": 0.5 }, { "p": 0.1137857660651207, "m": 0.5 }, { "p": 0.09262637048959732, "m": 0.5 }, { "p": 0.04968952760100365, "m": 0.5 }, { "p": 0.1170404851436615, "m": 0.5 }, { "p": 0.0952729880809784, "m": 0.5 }, { "p": 0.08611199259757996, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 56, "train_loss": 0.8694987297058105, "val_loss": 0.9429261088371277, "acc": 67.52, "time": 63.54075780400035, "param": [ { "p": 0.09836486726999283, "m": 0.5 }, { "p": 0.004365690052509308, "m": 0.5 }, { "p": 0.1320657879114151, "m": 0.5 }, { "p": 0.07241205871105194, "m": 0.5 }, { "p": 0.016301773488521576, "m": 0.5 }, { "p": 0.0074204448610544205, "m": 0.5 }, { "p": 0.0997433289885521, "m": 0.5 }, { "p": 0.09959474951028824, "m": 0.5 }, { "p": 0.1160123199224472, "m": 0.5 }, { "p": 0.05080317333340645, "m": 0.5 }, { "p": 0.12174485623836517, "m": 0.5 }, { "p": 0.0943799838423729, "m": 0.5 }, { "p": 0.07237357646226883, "m": 0.5 }, { "p": 0.014417416416108608, "m": 0.5 } ] }, { "epoch": 57, "train_loss": 1.0137289762496948, "val_loss": 0.839180052280426, "acc": 67.81, "time": 62.03466703899994, "param": [ { "p": 0.09521807730197906, "m": 0.5 }, { "p": 0.004320418927818537, "m": 0.5 }, { "p": 0.1327967792749405, "m": 0.5 }, { "p": 0.07529526948928833, "m": 0.5 }, { "p": 0.017147943377494812, "m": 0.5 }, { "p": 0.009797501377761364, "m": 0.5 }, { "p": 0.09243898838758469, "m": 0.5 }, { "p": 0.07814531028270721, "m": 0.5 }, { "p": 0.13790911436080933, "m": 0.5 }, { "p": 0.04620058834552765, "m": 0.5 }, { "p": 0.12211091071367264, "m": 0.5 }, { "p": 0.09118933230638504, "m": 0.5 }, { "p": 0.0597122497856617, "m": 0.5 }, { "p": 0.037717629224061966, "m": 0.5 } ] }, { "epoch": 58, "train_loss": 0.9597122669219971, "val_loss": 0.9715211987495422, "acc": 68.09, "time": 61.94468397499986, "param": [ { "p": 0.11363877356052399, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.12305713444948196, "m": 0.5 }, { "p": 0.07928315550088882, "m": 0.5 }, { "p": 0.021177947521209717, "m": 0.5 }, { "p": 0.03952416405081749, "m": 0.5 }, { "p": 0.07774057984352112, "m": 0.5 }, { "p": 0.062225233763456345, "m": 0.5 }, { "p": 0.15025006234645844, "m": 0.5 }, { "p": 0.03752106428146362, "m": 0.5 }, { "p": 0.11427311599254608, "m": 0.5 }, { "p": 0.08119502663612366, "m": 0.5 }, { "p": 0.056988928467035294, "m": 0.5 }, { "p": 0.04312482476234436, "m": 0.5 } ] }, { "epoch": 59, "train_loss": 0.8188097476959229, "val_loss": 1.0565959215164185, "acc": 67.53, "time": 61.63269758100023, "param": [ { "p": 0.13045524060726166, "m": 0.5 }, { "p": 0.0011420694645494223, "m": 0.5 }, { "p": 0.10885673761367798, "m": 0.5 }, { "p": 0.07672852277755737, "m": 0.5 }, { "p": 0.016614485532045364, "m": 0.5 }, { "p": 0.06360577046871185, "m": 0.5 }, { "p": 0.07296054810285568, "m": 0.5 }, { "p": 0.05715060606598854, "m": 0.5 }, { "p": 0.15616734325885773, "m": 0.5 }, { "p": 0.026155613362789154, "m": 0.5 }, { "p": 0.1083962693810463, "m": 0.5 }, { "p": 0.07669056951999664, "m": 0.5 }, { "p": 0.06871578097343445, "m": 0.5 }, { "p": 0.036360323429107666, "m": 0.5 } ] }, { "epoch": 60, "train_loss": 1.0295987129211426, "val_loss": 0.9043710231781006, "acc": 67.56, "time": 62.65543325699991, "param": [ { "p": 0.14814519882202148, "m": 0.5 }, { "p": 0.002360631711781025, "m": 0.5 }, { "p": 0.0935501903295517, "m": 0.5 }, { "p": 0.07125850766897202, "m": 0.5 }, { "p": 0.03142052888870239, "m": 0.5 }, { "p": 0.0756915956735611, "m": 0.5 }, { "p": 0.07153059542179108, "m": 0.5 }, { "p": 0.05486074090003967, "m": 0.5 }, { "p": 0.1388595700263977, "m": 0.5 }, { "p": 0.022123362869024277, "m": 0.5 }, { "p": 0.11064455658197403, "m": 0.5 }, { "p": 0.07629910856485367, "m": 0.5 }, { "p": 0.08196842670440674, "m": 0.5 }, { "p": 0.021286997944116592, "m": 0.5 } ] }, { "epoch": 61, "train_loss": 0.9539939761161804, "val_loss": 0.9984616041183472, "acc": 68.05, "time": 63.661252663999676, "param": [ { "p": 0.15898482501506805, "m": 0.5 }, { "p": 0.002107450971379876, "m": 0.5 }, { "p": 0.11061536520719528, "m": 0.5 }, { "p": 0.06557086855173111, "m": 0.5 }, { "p": 0.04805706441402435, "m": 0.5 }, { "p": 0.08012330532073975, "m": 0.5 }, { "p": 0.06842289119958878, "m": 0.5 }, { "p": 0.05415286868810654, "m": 0.5 }, { "p": 0.12506838142871857, "m": 0.5 }, { "p": 0.019706930965185165, "m": 0.5 }, { "p": 0.11141633242368698, "m": 0.5 }, { "p": 0.0685146152973175, "m": 0.5 }, { "p": 0.08725913614034653, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 62, "train_loss": 0.8598780035972595, "val_loss": 1.0395195484161377, "acc": 67.57, "time": 59.42592936899973, "param": [ { "p": 0.1709192544221878, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.12052078545093536, "m": 0.5 }, { "p": 0.056886132806539536, "m": 0.5 }, { "p": 0.05384459346532822, "m": 0.5 }, { "p": 0.08642604202032089, "m": 0.5 }, { "p": 0.06263435631990433, "m": 0.5 }, { "p": 0.05202483385801315, "m": 0.5 }, { "p": 0.10511338710784912, "m": 0.5 }, { "p": 0.02448778972029686, "m": 0.5 }, { "p": 0.1179998517036438, "m": 0.5 }, { "p": 0.056525617837905884, "m": 0.5 }, { "p": 0.09261734783649445, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 63, "train_loss": 0.8098748326301575, "val_loss": 0.898065984249115, "acc": 69.0, "time": 57.33781786500049, "param": [ { "p": 0.22148257493972778, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.1272822916507721, "m": 0.5 }, { "p": 0.025993945077061653, "m": 0.5 }, { "p": 0.04815925285220146, "m": 0.5 }, { "p": 0.08755094558000565, "m": 0.5 }, { "p": 0.06651200354099274, "m": 0.5 }, { "p": 0.044778838753700256, "m": 0.5 }, { "p": 0.08624127507209778, "m": 0.5 }, { "p": 0.02298869378864765, "m": 0.5 }, { "p": 0.12042982876300812, "m": 0.5 }, { "p": 0.03677599877119064, "m": 0.5 }, { "p": 0.11180435866117477, "m": 0.5 }, { "p": 0.0, "m": 0.5 } ] }, { "epoch": 64, "train_loss": 0.897450864315033, "val_loss": 0.9662976264953613, "acc": 68.29, "time": 62.49577631000011, "param": [ { "p": 0.23634381592273712, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.11926354467868805, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.048283908516168594, "m": 0.5 }, { "p": 0.10119228810071945, "m": 0.5 }, { "p": 0.06900923699140549, "m": 0.5 }, { "p": 0.04451562836766243, "m": 0.5 }, { "p": 0.07308615744113922, "m": 0.5 }, { "p": 0.030184272676706314, "m": 0.5 }, { "p": 0.12160085886716843, "m": 0.5 }, { "p": 0.024133188650012016, "m": 0.5 }, { "p": 0.12564222514629364, "m": 0.5 }, { "p": 0.006744829472154379, "m": 0.5 } ] }, { "epoch": 65, "train_loss": 1.0944455862045288, "val_loss": 0.9082193970680237, "acc": 67.75, "time": 58.53902742599985, "param": [ { "p": 0.2525124251842499, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.10250011831521988, "m": 0.5 }, { "p": 0.0, "m": 0.5 }, { "p": 0.02741474285721779, "m": 0.5 }, { "p": 0.11168692260980606, "m": 0.5 }, { "p": 0.06530077755451202, "m": 0.5 }, { "p": 0.05647984892129898, "m": 0.5 }, { "p": 0.06943818181753159, "m": 0.5 }, { "p": 0.02880401723086834, "m": 0.5 }, { "p": 0.12751248478889465, "m": 0.5 }, { "p": 0.0011835151817649603, "m": 0.5 }, { "p": 0.14194810390472412, "m": 0.5 }, { "p": 0.015218912623822689, "m": 0.5 } ] }, { "epoch": 66, "train_loss": 0.843381941318512, "val_loss": 0.9254022240638733, "acc": 69.06, "time": 61.44717825600037, "param": [ { "p": 0.2448752522468567, "m": 0.5 }, { "p": 0.0026213335804641247, "m": 0.5 }, { "p": 0.09384986758232117, "m": 0.5 }, { "p": 0.002090846886858344, "m": 0.5 }, { "p": 0.02933449111878872, "m": 0.5 }, { "p": 0.11079008132219315, "m": 0.5 }, { "p": 0.06624002009630203, "m": 0.5 }, { "p": 0.06398782879114151, "m": 0.5 }, { "p": 0.06699234992265701, "m": 0.5 }, { "p": 0.02496662177145481, "m": 0.5 }, { "p": 0.12913191318511963, "m": 0.5 }, { "p": 0.0016918601468205452, "m": 0.5 }, { "p": 0.1427146941423416, "m": 0.5 }, { "p": 0.020712824538350105, "m": 0.5 } ] }, { "epoch": 67, "train_loss": 1.0110208988189697, "val_loss": 1.000571370124817, "acc": 68.22, "time": 60.48824396999953, "param": [ { "p": 0.23470278084278107, "m": 0.5 }, { "p": 0.003954657819122076, "m": 0.5 }, { "p": 0.08168060332536697, "m": 0.5 }, { "p": 0.016175903379917145, "m": 0.5 }, { "p": 0.04121039807796478, "m": 0.5 }, { "p": 0.09345787018537521, "m": 0.5 }, { "p": 0.07530561089515686, "m": 0.5 }, { "p": 0.0656019076704979, "m": 0.5 }, { "p": 0.06939782202243805, "m": 0.5 }, { "p": 0.02841545268893242, "m": 0.5 }, { "p": 0.1260320395231247, "m": 0.5 }, { "p": 0.007753524463623762, "m": 0.5 }, { "p": 0.1414051651954651, "m": 0.5 }, { "p": 0.014906181022524834, "m": 0.5 } ] }, { "epoch": 68, "train_loss": 0.8981435298919678, "val_loss": 0.954207181930542, "acc": 68.9, "time": 63.96333107099963, "param": [ { "p": 0.21877966821193695, "m": 0.5 }, { "p": 0.008302468806505203, "m": 0.5 }, { "p": 0.0607183501124382, "m": 0.5 }, { "p": 0.03856496140360832, "m": 0.5 }, { "p": 0.0499737411737442, "m": 0.5 }, { "p": 0.08272134512662888, "m": 0.5 }, { "p": 0.07153109461069107, "m": 0.5 }, { "p": 0.06948388367891312, "m": 0.5 }, { "p": 0.07688449323177338, "m": 0.5 }, { "p": 0.03530578315258026, "m": 0.5 }, { "p": 0.1240285113453865, "m": 0.5 }, { "p": 0.013927418738603592, "m": 0.5 }, { "p": 0.13247908651828766, "m": 0.5 }, { "p": 0.017299139872193336, "m": 0.5 } ] }, { "epoch": 69, "train_loss": 0.9063748121261597, "val_loss": 0.9775806665420532, "acc": 69.39, "time": 58.046509408999555, "param": [ { "p": 0.16943301260471344, "m": 0.5 }, { "p": 0.022143451496958733, "m": 0.5 }, { "p": 0.05409068614244461, "m": 0.5 }, { "p": 0.040439408272504807, "m": 0.5 }, { "p": 0.061277423053979874, "m": 0.5 }, { "p": 0.07152905315160751, "m": 0.5 }, { "p": 0.06244250759482384, "m": 0.5 }, { "p": 0.07055529206991196, "m": 0.5 }, { "p": 0.08387333154678345, "m": 0.5 }, { "p": 0.058814648538827896, "m": 0.5 }, { "p": 0.10972054302692413, "m": 0.5 }, { "p": 0.03515789657831192, "m": 0.5 }, { "p": 0.11928070336580276, "m": 0.5 }, { "p": 0.04124216362833977, "m": 0.5 } ] }, { "epoch": 70, "train_loss": 0.7843198180198669, "val_loss": 0.9445157051086426, "acc": 67.94, "time": 62.58099095200032, "param": [ { "p": 0.1508157104253769, "m": 0.5 }, { "p": 0.020636552944779396, "m": 0.5 }, { "p": 0.04922337085008621, "m": 0.5 }, { "p": 0.0442623607814312, "m": 0.5 }, { "p": 0.05176699161529541, "m": 0.5 }, { "p": 0.08076231926679611, "m": 0.5 }, { "p": 0.05309165269136429, "m": 0.5 }, { "p": 0.07884114235639572, "m": 0.5 }, { "p": 0.09455331414937973, "m": 0.5 }, { "p": 0.05969362333416939, "m": 0.5 }, { "p": 0.1043916866183281, "m": 0.5 }, { "p": 0.05310315266251564, "m": 0.5 }, { "p": 0.11832387000322342, "m": 0.5 }, { "p": 0.040534280240535736, "m": 0.5 } ] }, { "epoch": 71, "train_loss": 0.8936269283294678, "val_loss": 0.9503228664398193, "acc": 68.69, "time": 61.98046642099962, "param": [ { "p": 0.14000053703784943, "m": 0.5 }, { "p": 0.02323371171951294, "m": 0.5 }, { "p": 0.03898157551884651, "m": 0.5 }, { "p": 0.049324121326208115, "m": 0.5 }, { "p": 0.04680522903800011, "m": 0.5 }, { "p": 0.0783904567360878, "m": 0.5 }, { "p": 0.049553729593753815, "m": 0.5 }, { "p": 0.09619878977537155, "m": 0.5 }, { "p": 0.10761932283639908, "m": 0.5 }, { "p": 0.029891280457377434, "m": 0.5 }, { "p": 0.10749216377735138, "m": 0.5 }, { "p": 0.06684836000204086, "m": 0.5 }, { "p": 0.13028988242149353, "m": 0.5 }, { "p": 0.03537075221538544, "m": 0.5 } ] }, { "epoch": 72, "train_loss": 0.793910801410675, "val_loss": 0.9653881788253784, "acc": 66.83, "time": 61.62148812000032, "param": [ { "p": 0.13611775636672974, "m": 0.5 }, { "p": 0.025852665305137634, "m": 0.5 }, { "p": 0.02528243139386177, "m": 0.5 }, { "p": 0.04059756547212601, "m": 0.5 }, { "p": 0.04095238447189331, "m": 0.5 }, { "p": 0.06371361762285233, "m": 0.5 }, { "p": 0.06229489669203758, "m": 0.5 }, { "p": 0.10915163904428482, "m": 0.5 }, { "p": 0.11544100195169449, "m": 0.5 }, { "p": 0.015318784862756729, "m": 0.5 }, { "p": 0.11996492743492126, "m": 0.5 }, { "p": 0.06980573385953903, "m": 0.5 }, { "p": 0.12920157611370087, "m": 0.5 }, { "p": 0.046305038034915924, "m": 0.5 } ] }, { "epoch": 73, "train_loss": 0.7470291256904602, "val_loss": 0.9567829370498657, "acc": 68.96, "time": 61.27002997999989, "param": [ { "p": 0.1392735093832016, "m": 0.5 }, { "p": 0.023342888802289963, "m": 0.5 }, { "p": 0.025535639375448227, "m": 0.5 }, { "p": 0.02567472867667675, "m": 0.5 }, { "p": 0.03310902416706085, "m": 0.5 }, { "p": 0.0629732757806778, "m": 0.5 }, { "p": 0.06645640730857849, "m": 0.5 }, { "p": 0.11624932289123535, "m": 0.5 }, { "p": 0.1132567971944809, "m": 0.5 }, { "p": 0.02056877128779888, "m": 0.5 }, { "p": 0.11849204450845718, "m": 0.5 }, { "p": 0.0700497254729271, "m": 0.5 }, { "p": 0.13925549387931824, "m": 0.5 }, { "p": 0.04576236009597778, "m": 0.5 } ] } ] }