{ "Accuracy": 73.37, "Time": [ 88.9731457685974, 5.495372122820843 ], "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 2.240049123764038, "val_loss": 2.291914463043213, "acc": 19.56, "time": 84.25225495616905, "param": [ { "p": 0.09498193860054016, "m": 1.0 }, { "p": 0.05536443367600441, "m": 1.0 }, { "p": 0.06178918853402138, "m": 1.0 }, { "p": 0.06905004382133484, "m": 1.0 }, { "p": 0.09054092317819595, "m": 1.0 }, { "p": 0.08225183933973312, "m": 1.0 }, { "p": 0.08322110772132874, "m": 1.0 }, { "p": 0.09248801320791245, "m": 1.0 }, { "p": 0.053108759224414825, "m": 1.0 }, { "p": 0.04386920481920242, "m": 1.0 }, { "p": 0.06502120941877365, "m": 1.0 }, { "p": 0.08694811165332794, "m": 1.0 }, { "p": 0.09638059884309769, "m": 1.0 }, { "p": 0.024984542280435562, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 2.108492612838745, "val_loss": 2.076101779937744, "acc": 22.99, "time": 84.809908606112, "param": [ { "p": 0.08807211369276047, "m": 1.0 }, { "p": 0.06507594138383865, "m": 1.0 }, { "p": 0.07480014115571976, "m": 1.0 }, { "p": 0.07859891653060913, "m": 1.0 }, { "p": 0.08336305618286133, "m": 1.0 }, { "p": 0.08073168247938156, "m": 1.0 }, { "p": 0.07982363551855087, "m": 1.0 }, { "p": 0.08756493031978607, "m": 1.0 }, { "p": 0.06556325405836105, "m": 1.0 }, { "p": 0.06495098769664764, "m": 1.0 }, { "p": 0.07054038345813751, "m": 1.0 }, { "p": 0.07901397347450256, "m": 1.0 }, { "p": 0.07813005149364471, "m": 1.0 }, { "p": 0.003770963056012988, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 2.1409242153167725, "val_loss": 1.9347949028015137, "acc": 27.55, "time": 88.7736519840546, "param": [ { "p": 0.09687427431344986, "m": 1.0 }, { "p": 0.06395645439624786, "m": 1.0 }, { "p": 0.09186099469661713, "m": 1.0 }, { "p": 0.08473740518093109, "m": 1.0 }, { "p": 0.08255726844072342, "m": 1.0 }, { "p": 0.0781894400715828, "m": 1.0 }, { "p": 0.0782899335026741, "m": 1.0 }, { "p": 0.08101417124271393, "m": 1.0 }, { "p": 0.05685999244451523, "m": 1.0 }, { "p": 0.07382454723119736, "m": 1.0 }, { "p": 0.07585738599300385, "m": 1.0 }, { "p": 0.060108497738838196, "m": 1.0 }, { "p": 0.07586970180273056, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 2.163273334503174, "val_loss": 1.8816416263580322, "acc": 33.57, "time": 84.42416693200357, "param": [ { "p": 0.09567612409591675, "m": 1.0 }, { "p": 0.06410098075866699, "m": 1.0 }, { "p": 0.10731573402881622, "m": 1.0 }, { "p": 0.09744156897068024, "m": 1.0 }, { "p": 0.08297662436962128, "m": 1.0 }, { "p": 0.05286093428730965, "m": 1.0 }, { "p": 0.08130630850791931, "m": 1.0 }, { "p": 0.07467352598905563, "m": 1.0 }, { "p": 0.05780007317662239, "m": 1.0 }, { "p": 0.07178208231925964, "m": 1.0 }, { "p": 0.09223213791847229, "m": 1.0 }, { "p": 0.055587783455848694, "m": 1.0 }, { "p": 0.06624612957239151, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 1.8856430053710938, "val_loss": 1.7948821783065796, "acc": 36.48, "time": 83.53577316715382, "param": [ { "p": 0.0964626893401146, "m": 1.0 }, { "p": 0.06862722337245941, "m": 1.0 }, { "p": 0.14243003726005554, "m": 1.0 }, { "p": 0.09406867623329163, "m": 1.0 }, { "p": 0.09181089699268341, "m": 1.0 }, { "p": 0.020416397601366043, "m": 1.0 }, { "p": 0.07471378147602081, "m": 1.0 }, { "p": 0.0673273429274559, "m": 1.0 }, { "p": 0.06182635575532913, "m": 1.0 }, { "p": 0.06709364056587219, "m": 1.0 }, { "p": 0.12429454922676086, "m": 1.0 }, { "p": 0.049823097884655, "m": 1.0 }, { "p": 0.04110535979270935, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 1.9561898708343506, "val_loss": 1.6911174058914185, "acc": 41.24, "time": 93.99539312487468, "param": [ { "p": 0.08294152468442917, "m": 1.0 }, { "p": 0.036525409668684006, "m": 1.0 }, { "p": 0.19898514449596405, "m": 1.0 }, { "p": 0.10158059746026993, "m": 1.0 }, { "p": 0.09217066317796707, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06910556554794312, "m": 1.0 }, { "p": 0.06652715802192688, "m": 1.0 }, { "p": 0.06240294873714447, "m": 1.0 }, { "p": 0.07381340861320496, "m": 1.0 }, { "p": 0.15766750276088715, "m": 1.0 }, { "p": 0.04755515605211258, "m": 1.0 }, { "p": 0.010724933817982674, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 1.7570925951004028, "val_loss": 1.6327309608459473, "acc": 42.99, "time": 97.52603544807062, "param": [ { "p": 0.07581460475921631, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.2561917304992676, "m": 1.0 }, { "p": 0.11177024990320206, "m": 1.0 }, { "p": 0.06624989211559296, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07703964412212372, "m": 1.0 }, { "p": 0.06679258495569229, "m": 1.0 }, { "p": 0.05772852152585983, "m": 1.0 }, { "p": 0.054274704307317734, "m": 1.0 }, { "p": 0.1771836131811142, "m": 1.0 }, { "p": 0.04079090803861618, "m": 1.0 }, { "p": 0.01616363786160946, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 1.7683042287826538, "val_loss": 1.4754005670547485, "acc": 42.82, "time": 94.55926443496719, "param": [ { "p": 0.08323052525520325, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.22751103341579437, "m": 1.0 }, { "p": 0.10165777802467346, "m": 1.0 }, { "p": 0.06506358832120895, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07251275330781937, "m": 1.0 }, { "p": 0.07297160476446152, "m": 1.0 }, { "p": 0.05703532695770264, "m": 1.0 }, { "p": 0.05621490627527237, "m": 1.0 }, { "p": 0.16790863871574402, "m": 1.0 }, { "p": 0.04989020153880119, "m": 1.0 }, { "p": 0.046003568917512894, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 1.697526216506958, "val_loss": 1.5245281457901, "acc": 46.94, "time": 84.9214760218747, "param": [ { "p": 0.08843260258436203, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.2114277184009552, "m": 1.0 }, { "p": 0.10307130217552185, "m": 1.0 }, { "p": 0.050993263721466064, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06914983689785004, "m": 1.0 }, { "p": 0.07286804914474487, "m": 1.0 }, { "p": 0.04789401963353157, "m": 1.0 }, { "p": 0.05984635278582573, "m": 1.0 }, { "p": 0.15908949077129364, "m": 1.0 }, { "p": 0.0746275782585144, "m": 1.0 }, { "p": 0.06259988248348236, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 1.836470127105713, "val_loss": 1.45931077003479, "acc": 48.16, "time": 88.69120870693587, "param": [ { "p": 0.0973358079791069, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.20348601043224335, "m": 1.0 }, { "p": 0.0980042964220047, "m": 1.0 }, { "p": 0.016501720994710922, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06289602816104889, "m": 1.0 }, { "p": 0.07794524729251862, "m": 1.0 }, { "p": 0.06179992854595184, "m": 1.0 }, { "p": 0.07559852302074432, "m": 1.0 }, { "p": 0.15343403816223145, "m": 1.0 }, { "p": 0.08034152537584305, "m": 1.0 }, { "p": 0.07265688478946686, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 1.4991904497146606, "val_loss": 1.470936894416809, "acc": 48.28, "time": 82.71319486713037, "param": [ { "p": 0.11200647801160812, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.19122077524662018, "m": 1.0 }, { "p": 0.10006670653820038, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.062294140458106995, "m": 1.0 }, { "p": 0.07369882613420486, "m": 1.0 }, { "p": 0.07148497551679611, "m": 1.0 }, { "p": 0.08230356127023697, "m": 1.0 }, { "p": 0.16183972358703613, "m": 1.0 }, { "p": 0.07310211658477783, "m": 1.0 }, { "p": 0.07198276370763779, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 1.74306058883667, "val_loss": 1.4157025814056396, "acc": 49.33, "time": 84.47221570904367, "param": [ { "p": 0.12735019624233246, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.20252127945423126, "m": 1.0 }, { "p": 0.1014474555850029, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.041541583836078644, "m": 1.0 }, { "p": 0.06516675651073456, "m": 1.0 }, { "p": 0.07187771797180176, "m": 1.0 }, { "p": 0.07745512574911118, "m": 1.0 }, { "p": 0.19237351417541504, "m": 1.0 }, { "p": 0.05824960395693779, "m": 1.0 }, { "p": 0.06201675534248352, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 1.38993501663208, "val_loss": 1.4441285133361816, "acc": 50.14, "time": 97.54712426406331, "param": [ { "p": 0.1256319284439087, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.21725817024707794, "m": 1.0 }, { "p": 0.09805463999509811, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.006419280078262091, "m": 1.0 }, { "p": 0.02390875294804573, "m": 1.0 }, { "p": 0.06803087145090103, "m": 1.0 }, { "p": 0.07665370404720306, "m": 1.0 }, { "p": 0.06810295581817627, "m": 1.0 }, { "p": 0.18935982882976532, "m": 1.0 }, { "p": 0.05929812416434288, "m": 1.0 }, { "p": 0.06728178262710571, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 1.5031194686889648, "val_loss": 1.3106240034103394, "acc": 52.05, "time": 94.61743689584546, "param": [ { "p": 0.11458814889192581, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.21785449981689453, "m": 1.0 }, { "p": 0.08688946813344955, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0238917488604784, "m": 1.0 }, { "p": 0.02182711288332939, "m": 1.0 }, { "p": 0.0725737139582634, "m": 1.0 }, { "p": 0.08384355902671814, "m": 1.0 }, { "p": 0.06759196519851685, "m": 1.0 }, { "p": 0.17037346959114075, "m": 1.0 }, { "p": 0.06311164796352386, "m": 1.0 }, { "p": 0.07745464146137238, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 1.5489953756332397, "val_loss": 1.2073003053665161, "acc": 54.29, "time": 85.64566953596659, "param": [ { "p": 0.11782215535640717, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.21664758026599884, "m": 1.0 }, { "p": 0.0870678722858429, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.012116970494389534, "m": 1.0 }, { "p": 0.02193789929151535, "m": 1.0 }, { "p": 0.07542762160301208, "m": 1.0 }, { "p": 0.07494743913412094, "m": 1.0 }, { "p": 0.07236693799495697, "m": 1.0 }, { "p": 0.16492490470409393, "m": 1.0 }, { "p": 0.0709766149520874, "m": 1.0 }, { "p": 0.08576390892267227, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 1.6445761919021606, "val_loss": 1.3220964670181274, "acc": 54.04, "time": 98.79558730917051, "param": [ { "p": 0.12612992525100708, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.21378034353256226, "m": 1.0 }, { "p": 0.09109897166490555, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.022532489150762558, "m": 1.0 }, { "p": 0.07994504272937775, "m": 1.0 }, { "p": 0.06334313750267029, "m": 1.0 }, { "p": 0.08354462683200836, "m": 1.0 }, { "p": 0.1615286022424698, "m": 1.0 }, { "p": 0.0666898787021637, "m": 1.0 }, { "p": 0.09140698611736298, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 1.3608465194702148, "val_loss": 1.3230241537094116, "acc": 54.5, "time": 87.79129830095917, "param": [ { "p": 0.13633927702903748, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.2123311311006546, "m": 1.0 }, { "p": 0.08297264575958252, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.023967163637280464, "m": 1.0 }, { "p": 0.09012217074632645, "m": 1.0 }, { "p": 0.05221736058592796, "m": 1.0 }, { "p": 0.09813086688518524, "m": 1.0 }, { "p": 0.15037494897842407, "m": 1.0 }, { "p": 0.06728403270244598, "m": 1.0 }, { "p": 0.08626043796539307, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 1.5027332305908203, "val_loss": 1.2952971458435059, "acc": 55.39, "time": 84.8117150478065, "param": [ { "p": 0.14757677912712097, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.23584085702896118, "m": 1.0 }, { "p": 0.06532593071460724, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.013784767128527164, "m": 1.0 }, { "p": 0.08329649269580841, "m": 1.0 }, { "p": 0.024920348078012466, "m": 1.0 }, { "p": 0.09666801989078522, "m": 1.0 }, { "p": 0.15612614154815674, "m": 1.0 }, { "p": 0.08500322699546814, "m": 1.0 }, { "p": 0.09145741909742355, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 1.2561440467834473, "val_loss": 1.197343349456787, "acc": 55.99, "time": 96.6664872171823, "param": [ { "p": 0.15204763412475586, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.26861125230789185, "m": 1.0 }, { "p": 0.03948898985981941, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08728659152984619, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0860176607966423, "m": 1.0 }, { "p": 0.17668692767620087, "m": 1.0 }, { "p": 0.1012372076511383, "m": 1.0 }, { "p": 0.08862379193305969, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 1.2222400903701782, "val_loss": 1.187727689743042, "acc": 57.09, "time": 97.30830171704292, "param": [ { "p": 0.13838720321655273, "m": 1.0 }, { "p": 0.0011277166195213795, "m": 1.0 }, { "p": 0.23686780035495758, "m": 1.0 }, { "p": 0.033313021063804626, "m": 1.0 }, { "p": 0.010487854480743408, "m": 1.0 }, { "p": 0.007366482634097338, "m": 1.0 }, { "p": 0.011188840493559837, "m": 1.0 }, { "p": 0.09876125305891037, "m": 1.0 }, { "p": 0.006297600455582142, "m": 1.0 }, { "p": 0.0954773873090744, "m": 1.0 }, { "p": 0.16400545835494995, "m": 1.0 }, { "p": 0.10697001218795776, "m": 1.0 }, { "p": 0.08974934369325638, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 1.3862992525100708, "val_loss": 1.1664801836013794, "acc": 58.95, "time": 85.96737038413994, "param": [ { "p": 0.12701688706874847, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.21792279183864594, "m": 1.0 }, { "p": 0.023667430505156517, "m": 1.0 }, { "p": 0.005919898860156536, "m": 1.0 }, { "p": 0.010047771967947483, "m": 1.0 }, { "p": 0.026527615264058113, "m": 1.0 }, { "p": 0.10496597737073898, "m": 1.0 }, { "p": 0.016289159655570984, "m": 1.0 }, { "p": 0.09675859659910202, "m": 1.0 }, { "p": 0.16348928213119507, "m": 1.0 }, { "p": 0.10715808719396591, "m": 1.0 }, { "p": 0.10023641586303711, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 1.541553020477295, "val_loss": 1.0808815956115723, "acc": 58.61, "time": 83.89138011005707, "param": [ { "p": 0.1326943039894104, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.22178716957569122, "m": 1.0 }, { "p": 0.0014807494590058923, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0058730291202664375, "m": 1.0 }, { "p": 0.038928478956222534, "m": 1.0 }, { "p": 0.10008861869573593, "m": 1.0 }, { "p": 0.01795816794037819, "m": 1.0 }, { "p": 0.09745335578918457, "m": 1.0 }, { "p": 0.16984012722969055, "m": 1.0 }, { "p": 0.10067959129810333, "m": 1.0 }, { "p": 0.11321642994880676, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 1.432025671005249, "val_loss": 1.1173022985458374, "acc": 59.71, "time": 86.6980431699194, "param": [ { "p": 0.1293066143989563, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.21431909501552582, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.002965216524899006, "m": 1.0 }, { "p": 0.05576024204492569, "m": 1.0 }, { "p": 0.09658839553594589, "m": 1.0 }, { "p": 0.03363000974059105, "m": 1.0 }, { "p": 0.09451454132795334, "m": 1.0 }, { "p": 0.16222824156284332, "m": 1.0 }, { "p": 0.09301190823316574, "m": 1.0 }, { "p": 0.11767565459012985, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 1.0537818670272827, "val_loss": 1.0872154235839844, "acc": 61.04, "time": 81.9904762529768, "param": [ { "p": 0.12618117034435272, "m": 1.0 }, { "p": 0.007544197142124176, "m": 1.0 }, { "p": 0.18318171799182892, "m": 1.0 }, { "p": 0.02169051580131054, "m": 1.0 }, { "p": 0.0021222189534455538, "m": 1.0 }, { "p": 0.01686996780335903, "m": 1.0 }, { "p": 0.06262758374214172, "m": 1.0 }, { "p": 0.08310511708259583, "m": 1.0 }, { "p": 0.0606558620929718, "m": 1.0 }, { "p": 0.09186211973428726, "m": 1.0 }, { "p": 0.1430807262659073, "m": 1.0 }, { "p": 0.09012790769338608, "m": 1.0 }, { "p": 0.10663753002882004, "m": 1.0 }, { "p": 0.004313332028687, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 1.4145768880844116, "val_loss": 1.1351648569107056, "acc": 59.82, "time": 82.6076271389611, "param": [ { "p": 0.13574795424938202, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1859549731016159, "m": 1.0 }, { "p": 0.020581236109137535, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.007702699396759272, "m": 1.0 }, { "p": 0.05311886593699455, "m": 1.0 }, { "p": 0.06976872682571411, "m": 1.0 }, { "p": 0.07406400889158249, "m": 1.0 }, { "p": 0.09131704270839691, "m": 1.0 }, { "p": 0.15111510455608368, "m": 1.0 }, { "p": 0.09285259246826172, "m": 1.0 }, { "p": 0.10906821489334106, "m": 1.0 }, { "p": 0.008708571083843708, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 1.250152349472046, "val_loss": 1.145179033279419, "acc": 61.0, "time": 82.74292272585444, "param": [ { "p": 0.14495620131492615, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.18917050957679749, "m": 1.0 }, { "p": 0.016612716019153595, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.003596654860302806, "m": 1.0 }, { "p": 0.046620626002550125, "m": 1.0 }, { "p": 0.06436260044574738, "m": 1.0 }, { "p": 0.08112303912639618, "m": 1.0 }, { "p": 0.08346602320671082, "m": 1.0 }, { "p": 0.14579680562019348, "m": 1.0 }, { "p": 0.10656788945198059, "m": 1.0 }, { "p": 0.10325546562671661, "m": 1.0 }, { "p": 0.014471552334725857, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 1.2384198904037476, "val_loss": 1.1634202003479004, "acc": 59.86, "time": 91.10819128202274, "param": [ { "p": 0.14394482970237732, "m": 1.0 }, { "p": 0.0015688133426010609, "m": 1.0 }, { "p": 0.1733689308166504, "m": 1.0 }, { "p": 0.022563746199011803, "m": 1.0 }, { "p": 0.0053701987490057945, "m": 1.0 }, { "p": 0.0149453179910779, "m": 1.0 }, { "p": 0.039198026061058044, "m": 1.0 }, { "p": 0.06460990011692047, "m": 1.0 }, { "p": 0.08782710134983063, "m": 1.0 }, { "p": 0.0807327851653099, "m": 1.0 }, { "p": 0.1300676167011261, "m": 1.0 }, { "p": 0.10979852825403214, "m": 1.0 }, { "p": 0.09780087321996689, "m": 1.0 }, { "p": 0.028203383088111877, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 1.398038625717163, "val_loss": 1.0869131088256836, "acc": 61.2, "time": 85.79039844614454, "param": [ { "p": 0.14762048423290253, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.18727000057697296, "m": 1.0 }, { "p": 0.027068639174103737, "m": 1.0 }, { "p": 0.011836938560009003, "m": 1.0 }, { "p": 0.02473645843565464, "m": 1.0 }, { "p": 0.02321692369878292, "m": 1.0 }, { "p": 0.06578561663627625, "m": 1.0 }, { "p": 0.09596330672502518, "m": 1.0 }, { "p": 0.07533498853445053, "m": 1.0 }, { "p": 0.1231360211968422, "m": 1.0 }, { "p": 0.09383972734212875, "m": 1.0 }, { "p": 0.09922856837511063, "m": 1.0 }, { "p": 0.024962319061160088, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 1.2489956617355347, "val_loss": 1.1583040952682495, "acc": 59.19, "time": 91.01488490193151, "param": [ { "p": 0.15852415561676025, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.2140282541513443, "m": 1.0 }, { "p": 0.024164695292711258, "m": 1.0 }, { "p": 0.000650238711386919, "m": 1.0 }, { "p": 0.010087193921208382, "m": 1.0 }, { "p": 0.016655772924423218, "m": 1.0 }, { "p": 0.07018980383872986, "m": 1.0 }, { "p": 0.10894419997930527, "m": 1.0 }, { "p": 0.06379184871912003, "m": 1.0 }, { "p": 0.1208830326795578, "m": 1.0 }, { "p": 0.09873680770397186, "m": 1.0 }, { "p": 0.10451629012823105, "m": 1.0 }, { "p": 0.008827589452266693, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 1.1590533256530762, "val_loss": 1.0322810411453247, "acc": 62.78, "time": 87.48473419900984, "param": [ { "p": 0.1676410734653473, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.2375512719154358, "m": 1.0 }, { "p": 0.006964406464248896, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0085684135556221, "m": 1.0 }, { "p": 0.07724040746688843, "m": 1.0 }, { "p": 0.11388587951660156, "m": 1.0 }, { "p": 0.04550717771053314, "m": 1.0 }, { "p": 0.12072142958641052, "m": 1.0 }, { "p": 0.11842139810323715, "m": 1.0 }, { "p": 0.10349848121404648, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 1.0500410795211792, "val_loss": 1.1077053546905518, "acc": 61.91, "time": 90.52913708100095, "param": [ { "p": 0.16910944879055023, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.2483643889427185, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0008907995652407408, "m": 1.0 }, { "p": 0.08165935426950455, "m": 1.0 }, { "p": 0.11679641902446747, "m": 1.0 }, { "p": 0.03861655294895172, "m": 1.0 }, { "p": 0.1148548275232315, "m": 1.0 }, { "p": 0.12291926145553589, "m": 1.0 }, { "p": 0.10678890347480774, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 1.4117294549942017, "val_loss": 1.03567636013031, "acc": 62.71, "time": 90.08417309494689, "param": [ { "p": 0.17099393904209137, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.2545699179172516, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06861455738544464, "m": 1.0 }, { "p": 0.11873645335435867, "m": 1.0 }, { "p": 0.03511127829551697, "m": 1.0 }, { "p": 0.11847896128892899, "m": 1.0 }, { "p": 0.11742536723613739, "m": 1.0 }, { "p": 0.11606954038143158, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 1.1365432739257812, "val_loss": 1.052796483039856, "acc": 61.92, "time": 89.463673066115, "param": [ { "p": 0.17805300652980804, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.26945874094963074, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.042864393442869186, "m": 1.0 }, { "p": 0.11668670922517776, "m": 1.0 }, { "p": 0.02579418569803238, "m": 1.0 }, { "p": 0.11935246735811234, "m": 1.0 }, { "p": 0.12074403464794159, "m": 1.0 }, { "p": 0.12704642117023468, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 0.908772885799408, "val_loss": 0.979433000087738, "acc": 63.87, "time": 97.9303132109344, "param": [ { "p": 0.1578344851732254, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.2624097764492035, "m": 1.0 }, { "p": 0.006155358627438545, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.01598672941327095, "m": 1.0 }, { "p": 0.015758324414491653, "m": 1.0 }, { "p": 0.028748206794261932, "m": 1.0 }, { "p": 0.11221805214881897, "m": 1.0 }, { "p": 0.03305428847670555, "m": 1.0 }, { "p": 0.11716724932193756, "m": 1.0 }, { "p": 0.11962909996509552, "m": 1.0 }, { "p": 0.1310383528470993, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 1.1683446168899536, "val_loss": 0.9779870510101318, "acc": 63.42, "time": 85.3313769060187, "param": [ { "p": 0.1323574036359787, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.22319142520427704, "m": 1.0 }, { "p": 0.013528990559279919, "m": 1.0 }, { "p": 0.014019094407558441, "m": 1.0 }, { "p": 0.03631395101547241, "m": 1.0 }, { "p": 0.029647594317793846, "m": 1.0 }, { "p": 0.02426285855472088, "m": 1.0 }, { "p": 0.11314967274665833, "m": 1.0 }, { "p": 0.0584322027862072, "m": 1.0 }, { "p": 0.1050131693482399, "m": 1.0 }, { "p": 0.11712412536144257, "m": 1.0 }, { "p": 0.1322413831949234, "m": 1.0 }, { "p": 0.000718166003935039, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 1.301566481590271, "val_loss": 0.938077986240387, "acc": 63.02, "time": 92.04156478797086, "param": [ { "p": 0.11963330954313278, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1683833748102188, "m": 1.0 }, { "p": 0.024088401347398758, "m": 1.0 }, { "p": 0.011823236010968685, "m": 1.0 }, { "p": 0.054639991372823715, "m": 1.0 }, { "p": 0.047906599938869476, "m": 1.0 }, { "p": 0.03996455669403076, "m": 1.0 }, { "p": 0.10791916400194168, "m": 1.0 }, { "p": 0.08001580089330673, "m": 1.0 }, { "p": 0.09654074907302856, "m": 1.0 }, { "p": 0.11423943191766739, "m": 1.0 }, { "p": 0.1316150426864624, "m": 1.0 }, { "p": 0.0032304180786013603, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 1.3236262798309326, "val_loss": 1.0870692729949951, "acc": 63.42, "time": 100.17849598196335, "param": [ { "p": 0.11807933449745178, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.14428412914276123, "m": 1.0 }, { "p": 0.023595547303557396, "m": 1.0 }, { "p": 0.000430704967584461, "m": 1.0 }, { "p": 0.060201846063137054, "m": 1.0 }, { "p": 0.061167847365140915, "m": 1.0 }, { "p": 0.05212447792291641, "m": 1.0 }, { "p": 0.1093566045165062, "m": 1.0 }, { "p": 0.09804870188236237, "m": 1.0 }, { "p": 0.09002342075109482, "m": 1.0 }, { "p": 0.11667695641517639, "m": 1.0 }, { "p": 0.1256030648946762, "m": 1.0 }, { "p": 0.0004073097079526633, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 0.9583086967468262, "val_loss": 0.9056682586669922, "acc": 64.92, "time": 93.56978774396703, "param": [ { "p": 0.11176250874996185, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1250426471233368, "m": 1.0 }, { "p": 0.04260426387190819, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04896422103047371, "m": 1.0 }, { "p": 0.051200054585933685, "m": 1.0 }, { "p": 0.05227283015847206, "m": 1.0 }, { "p": 0.11104723811149597, "m": 1.0 }, { "p": 0.12125667929649353, "m": 1.0 }, { "p": 0.08806481212377548, "m": 1.0 }, { "p": 0.11005271226167679, "m": 1.0 }, { "p": 0.13087551295757294, "m": 1.0 }, { "p": 0.0068564810790121555, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 1.0704677104949951, "val_loss": 0.9626286625862122, "acc": 65.66, "time": 89.71954071801156, "param": [ { "p": 0.10774511098861694, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11263632029294968, "m": 1.0 }, { "p": 0.06393485516309738, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.03028605319559574, "m": 1.0 }, { "p": 0.04065082222223282, "m": 1.0 }, { "p": 0.0460851676762104, "m": 1.0 }, { "p": 0.11657421290874481, "m": 1.0 }, { "p": 0.13359729945659637, "m": 1.0 }, { "p": 0.09155496209859848, "m": 1.0 }, { "p": 0.1063176766037941, "m": 1.0 }, { "p": 0.1371690332889557, "m": 1.0 }, { "p": 0.013448433019220829, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 1.1759674549102783, "val_loss": 1.0784410238265991, "acc": 66.37, "time": 82.82520240615122, "param": [ { "p": 0.10363339632749557, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10308490693569183, "m": 1.0 }, { "p": 0.07272302359342575, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.008027308620512486, "m": 1.0 }, { "p": 0.026826471090316772, "m": 1.0 }, { "p": 0.043475065380334854, "m": 1.0 }, { "p": 0.12309546023607254, "m": 1.0 }, { "p": 0.1488770693540573, "m": 1.0 }, { "p": 0.10740498453378677, "m": 1.0 }, { "p": 0.1109519749879837, "m": 1.0 }, { "p": 0.15190035104751587, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 1.069295048713684, "val_loss": 0.9633502960205078, "acc": 65.24, "time": 84.0283353200648, "param": [ { "p": 0.0978969931602478, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08555953949689865, "m": 1.0 }, { "p": 0.07674410194158554, "m": 1.0 }, { "p": 0.00924678985029459, "m": 1.0 }, { "p": 0.020660322159528732, "m": 1.0 }, { "p": 0.03150086849927902, "m": 1.0 }, { "p": 0.038962021470069885, "m": 1.0 }, { "p": 0.12106335908174515, "m": 1.0 }, { "p": 0.15154503285884857, "m": 1.0 }, { "p": 0.10871715098619461, "m": 1.0 }, { "p": 0.0983874723315239, "m": 1.0 }, { "p": 0.15486833453178406, "m": 1.0 }, { "p": 0.004848017822951078, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 1.4257965087890625, "val_loss": 0.8144357204437256, "acc": 66.26, "time": 84.67642567609437, "param": [ { "p": 0.09730079025030136, "m": 1.0 }, { "p": 0.0013947744155302644, "m": 1.0 }, { "p": 0.08698809146881104, "m": 1.0 }, { "p": 0.08113642036914825, "m": 1.0 }, { "p": 0.0032992400228977203, "m": 1.0 }, { "p": 0.042604587972164154, "m": 1.0 }, { "p": 0.044277291744947433, "m": 1.0 }, { "p": 0.04703475534915924, "m": 1.0 }, { "p": 0.10427820682525635, "m": 1.0 }, { "p": 0.14162543416023254, "m": 1.0 }, { "p": 0.11002594977617264, "m": 1.0 }, { "p": 0.08031854778528214, "m": 1.0 }, { "p": 0.14525708556175232, "m": 1.0 }, { "p": 0.01445875782519579, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 1.2393724918365479, "val_loss": 0.8873863816261292, "acc": 66.12, "time": 84.23489752109163, "param": [ { "p": 0.11473826318979263, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0802873820066452, "m": 1.0 }, { "p": 0.09194149821996689, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.05425169691443443, "m": 1.0 }, { "p": 0.06258406490087509, "m": 1.0 }, { "p": 0.05589764937758446, "m": 1.0 }, { "p": 0.08403314650058746, "m": 1.0 }, { "p": 0.14008553326129913, "m": 1.0 }, { "p": 0.10741592198610306, "m": 1.0 }, { "p": 0.06849594414234161, "m": 1.0 }, { "p": 0.140268936753273, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 1.2816189527511597, "val_loss": 0.9833940863609314, "acc": 65.64, "time": 84.38761305087246, "param": [ { "p": 0.1256791353225708, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07656145840883255, "m": 1.0 }, { "p": 0.0935516357421875, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04865598306059837, "m": 1.0 }, { "p": 0.08417097479104996, "m": 1.0 }, { "p": 0.05097673833370209, "m": 1.0 }, { "p": 0.07904631644487381, "m": 1.0 }, { "p": 0.13656370341777802, "m": 1.0 }, { "p": 0.11018543690443039, "m": 1.0 }, { "p": 0.056122325360774994, "m": 1.0 }, { "p": 0.13848631083965302, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 1.0404919385910034, "val_loss": 0.9717797636985779, "acc": 67.18, "time": 83.6447660929989, "param": [ { "p": 0.13670673966407776, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07010379433631897, "m": 1.0 }, { "p": 0.08971617370843887, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04514482989907265, "m": 1.0 }, { "p": 0.08680348098278046, "m": 1.0 }, { "p": 0.03789042308926582, "m": 1.0 }, { "p": 0.07690455764532089, "m": 1.0 }, { "p": 0.14026987552642822, "m": 1.0 }, { "p": 0.11775511503219604, "m": 1.0 }, { "p": 0.040276363492012024, "m": 1.0 }, { "p": 0.15842871367931366, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 0.9470192790031433, "val_loss": 0.952453076839447, "acc": 66.6, "time": 84.85913750086911, "param": [ { "p": 0.1543126106262207, "m": 1.0 }, { "p": 0.003982847090810537, "m": 1.0 }, { "p": 0.06252853572368622, "m": 1.0 }, { "p": 0.09243331104516983, "m": 1.0 }, { "p": 0.0013681300915777683, "m": 1.0 }, { "p": 0.05636833980679512, "m": 1.0 }, { "p": 0.09394904226064682, "m": 1.0 }, { "p": 0.028383055701851845, "m": 1.0 }, { "p": 0.06844444572925568, "m": 1.0 }, { "p": 0.14417795836925507, "m": 1.0 }, { "p": 0.10726841539144516, "m": 1.0 }, { "p": 0.012422007508575916, "m": 1.0 }, { "p": 0.1719682365655899, "m": 1.0 }, { "p": 0.002393095288425684, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 1.0875811576843262, "val_loss": 0.9545486569404602, "acc": 67.5, "time": 90.32423766097054, "param": [ { "p": 0.17873387038707733, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.05040761083364487, "m": 1.0 }, { "p": 0.07720598578453064, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.05347500741481781, "m": 1.0 }, { "p": 0.0965297669172287, "m": 1.0 }, { "p": 0.026529425755143166, "m": 1.0 }, { "p": 0.0727681815624237, "m": 1.0 }, { "p": 0.15172399580478668, "m": 1.0 }, { "p": 0.09531594067811966, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.197310209274292, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 1.088868260383606, "val_loss": 0.8905062675476074, "acc": 66.41, "time": 86.69713799306192, "param": [ { "p": 0.19273881614208221, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.038277119398117065, "m": 1.0 }, { "p": 0.05529698729515076, "m": 1.0 }, { "p": 0.0033019527327269316, "m": 1.0 }, { "p": 0.058811645954847336, "m": 1.0 }, { "p": 0.08603351563215256, "m": 1.0 }, { "p": 0.03648298978805542, "m": 1.0 }, { "p": 0.07306893914937973, "m": 1.0 }, { "p": 0.14369834959506989, "m": 1.0 }, { "p": 0.0876975953578949, "m": 1.0 }, { "p": 0.005991731770336628, "m": 1.0 }, { "p": 0.20672664046287537, "m": 1.0 }, { "p": 0.01187373697757721, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 1.298614263534546, "val_loss": 0.8051926493644714, "acc": 67.59, "time": 89.62935359682888, "param": [ { "p": 0.16719257831573486, "m": 1.0 }, { "p": 0.0033294616732746363, "m": 1.0 }, { "p": 0.045281101018190384, "m": 1.0 }, { "p": 0.04966380447149277, "m": 1.0 }, { "p": 0.023958759382367134, "m": 1.0 }, { "p": 0.06225649639964104, "m": 1.0 }, { "p": 0.07475254684686661, "m": 1.0 }, { "p": 0.05613458529114723, "m": 1.0 }, { "p": 0.06475622951984406, "m": 1.0 }, { "p": 0.12970323860645294, "m": 1.0 }, { "p": 0.08227010816335678, "m": 1.0 }, { "p": 0.027811676263809204, "m": 1.0 }, { "p": 0.18471810221672058, "m": 1.0 }, { "p": 0.028171317651867867, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 0.9561266899108887, "val_loss": 0.8853242993354797, "acc": 67.22, "time": 89.01371702412143, "param": [ { "p": 0.1454998403787613, "m": 1.0 }, { "p": 0.0014696016442030668, "m": 1.0 }, { "p": 0.044249117374420166, "m": 1.0 }, { "p": 0.05671553313732147, "m": 1.0 }, { "p": 0.027333037927746773, "m": 1.0 }, { "p": 0.06727030873298645, "m": 1.0 }, { "p": 0.07984232902526855, "m": 1.0 }, { "p": 0.06215431168675423, "m": 1.0 }, { "p": 0.07208982855081558, "m": 1.0 }, { "p": 0.12294846773147583, "m": 1.0 }, { "p": 0.07523996382951736, "m": 1.0 }, { "p": 0.043079134076833725, "m": 1.0 }, { "p": 0.16726364195346832, "m": 1.0 }, { "p": 0.034844934940338135, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 1.0144898891448975, "val_loss": 1.0045654773712158, "acc": 67.16, "time": 93.27964073093608, "param": [ { "p": 0.15896016359329224, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.040577393025159836, "m": 1.0 }, { "p": 0.05254550650715828, "m": 1.0 }, { "p": 0.021307695657014847, "m": 1.0 }, { "p": 0.06062693893909454, "m": 1.0 }, { "p": 0.07905126363039017, "m": 1.0 }, { "p": 0.06547489017248154, "m": 1.0 }, { "p": 0.0714736059308052, "m": 1.0 }, { "p": 0.12476228922605515, "m": 1.0 }, { "p": 0.07758483290672302, "m": 1.0 }, { "p": 0.044502951204776764, "m": 1.0 }, { "p": 0.1805727779865265, "m": 1.0 }, { "p": 0.022559698671102524, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 1.1416854858398438, "val_loss": 0.9278042316436768, "acc": 67.23, "time": 91.97502649389207, "param": [ { "p": 0.17265141010284424, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04154074192047119, "m": 1.0 }, { "p": 0.04462260380387306, "m": 1.0 }, { "p": 0.016318796202540398, "m": 1.0 }, { "p": 0.05363938957452774, "m": 1.0 }, { "p": 0.07460920512676239, "m": 1.0 }, { "p": 0.05924610793590546, "m": 1.0 }, { "p": 0.05398115888237953, "m": 1.0 }, { "p": 0.11616510897874832, "m": 1.0 }, { "p": 0.07523444294929504, "m": 1.0 }, { "p": 0.06614165753126144, "m": 1.0 }, { "p": 0.19539791345596313, "m": 1.0 }, { "p": 0.03045155294239521, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 0.8957462906837463, "val_loss": 0.9086104035377502, "acc": 67.2, "time": 98.11953054601327, "param": [ { "p": 0.2087811678647995, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.023192528635263443, "m": 1.0 }, { "p": 0.027746425941586494, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.03734206035733223, "m": 1.0 }, { "p": 0.08006501942873001, "m": 1.0 }, { "p": 0.05191083252429962, "m": 1.0 }, { "p": 0.045475542545318604, "m": 1.0 }, { "p": 0.12175452709197998, "m": 1.0 }, { "p": 0.07000111788511276, "m": 1.0 }, { "p": 0.09123039990663528, "m": 1.0 }, { "p": 0.22623024880886078, "m": 1.0 }, { "p": 0.016270196065306664, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 0.9937208890914917, "val_loss": 0.912473738193512, "acc": 67.36, "time": 86.84843179397285, "param": [ { "p": 0.22108004987239838, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.01653333194553852, "m": 1.0 }, { "p": 0.03301486000418663, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.02647792361676693, "m": 1.0 }, { "p": 0.09134215116500854, "m": 1.0 }, { "p": 0.05707089230418205, "m": 1.0 }, { "p": 0.038582202047109604, "m": 1.0 }, { "p": 0.1274476796388626, "m": 1.0 }, { "p": 0.05443738028407097, "m": 1.0 }, { "p": 0.10592682659626007, "m": 1.0 }, { "p": 0.22808673977851868, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 0.984218418598175, "val_loss": 0.7918311357498169, "acc": 67.93, "time": 98.18687561200932, "param": [ { "p": 0.2255251556634903, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.016552627086639404, "m": 1.0 }, { "p": 0.03972938656806946, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.017215033993124962, "m": 1.0 }, { "p": 0.08647226542234421, "m": 1.0 }, { "p": 0.0724436491727829, "m": 1.0 }, { "p": 0.026019081473350525, "m": 1.0 }, { "p": 0.13563354313373566, "m": 1.0 }, { "p": 0.03458946943283081, "m": 1.0 }, { "p": 0.12199492007493973, "m": 1.0 }, { "p": 0.22382491827011108, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 0.9916080832481384, "val_loss": 0.9765585064888, "acc": 68.74, "time": 99.27203643810935, "param": [ { "p": 0.24661561846733093, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.017221949994564056, "m": 1.0 }, { "p": 0.03779756277799606, "m": 1.0 }, { "p": 0.0018885394092649221, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07373840361833572, "m": 1.0 }, { "p": 0.07799194008111954, "m": 1.0 }, { "p": 0.01686329022049904, "m": 1.0 }, { "p": 0.1371079534292221, "m": 1.0 }, { "p": 0.01642657071352005, "m": 1.0 }, { "p": 0.14185558259487152, "m": 1.0 }, { "p": 0.23249267041683197, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 0.9273586869239807, "val_loss": 0.8257739543914795, "acc": 67.02, "time": 99.55269149690866, "param": [ { "p": 0.2502562403678894, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0070804934948682785, "m": 1.0 }, { "p": 0.038554832339286804, "m": 1.0 }, { "p": 0.003770087379962206, "m": 1.0 }, { "p": 0.01314711757004261, "m": 1.0 }, { "p": 0.056372810155153275, "m": 1.0 }, { "p": 0.07359430193901062, "m": 1.0 }, { "p": 0.01609509438276291, "m": 1.0 }, { "p": 0.12593933939933777, "m": 1.0 }, { "p": 0.01467195339500904, "m": 1.0 }, { "p": 0.1545286923646927, "m": 1.0 }, { "p": 0.2450869381427765, "m": 1.0 }, { "p": 0.0009020856232382357, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 1.021485447883606, "val_loss": 0.8197450041770935, "acc": 68.94, "time": 85.64866034197621, "param": [ { "p": 0.25560688972473145, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.011528264731168747, "m": 1.0 }, { "p": 0.03279479220509529, "m": 1.0 }, { "p": 0.002343751024454832, "m": 1.0 }, { "p": 0.01952512376010418, "m": 1.0 }, { "p": 0.03550366684794426, "m": 1.0 }, { "p": 0.06955503672361374, "m": 1.0 }, { "p": 0.016720959916710854, "m": 1.0 }, { "p": 0.11864761263132095, "m": 1.0 }, { "p": 0.021823199465870857, "m": 1.0 }, { "p": 0.1693616509437561, "m": 1.0 }, { "p": 0.2465890347957611, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 0.8451145887374878, "val_loss": 0.9354524612426758, "acc": 69.55, "time": 85.22588426619768, "param": [ { "p": 0.2755780816078186, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.008806716650724411, "m": 1.0 }, { "p": 0.028554128482937813, "m": 1.0 }, { "p": 0.004479669034481049, "m": 1.0 }, { "p": 0.014216057024896145, "m": 1.0 }, { "p": 0.028929056599736214, "m": 1.0 }, { "p": 0.0710415169596672, "m": 1.0 }, { "p": 0.009381776675581932, "m": 1.0 }, { "p": 0.10971344262361526, "m": 1.0 }, { "p": 0.016434838995337486, "m": 1.0 }, { "p": 0.18241815268993378, "m": 1.0 }, { "p": 0.25044652819633484, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 1.1377601623535156, "val_loss": 0.8664377927780151, "acc": 68.39, "time": 82.72363584092818, "param": [ { "p": 0.2390902042388916, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.026769928634166718, "m": 1.0 }, { "p": 0.02842945046722889, "m": 1.0 }, { "p": 0.026147939264774323, "m": 1.0 }, { "p": 0.0436798557639122, "m": 1.0 }, { "p": 0.03954146057367325, "m": 1.0 }, { "p": 0.06248117983341217, "m": 1.0 }, { "p": 0.02828962914645672, "m": 1.0 }, { "p": 0.09829775243997574, "m": 1.0 }, { "p": 0.01763613522052765, "m": 1.0 }, { "p": 0.17310799658298492, "m": 1.0 }, { "p": 0.20840218663215637, "m": 1.0 }, { "p": 0.008126217871904373, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 1.0667269229888916, "val_loss": 0.8852100372314453, "acc": 69.06, "time": 82.67310987086967, "param": [ { "p": 0.20456163585186005, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.053532060235738754, "m": 1.0 }, { "p": 0.03189755231142044, "m": 1.0 }, { "p": 0.022612223401665688, "m": 1.0 }, { "p": 0.0616222582757473, "m": 1.0 }, { "p": 0.04722743481397629, "m": 1.0 }, { "p": 0.05472038313746452, "m": 1.0 }, { "p": 0.03966986760497093, "m": 1.0 }, { "p": 0.09640362858772278, "m": 1.0 }, { "p": 0.023008301854133606, "m": 1.0 }, { "p": 0.16468478739261627, "m": 1.0 }, { "p": 0.18587279319763184, "m": 1.0 }, { "p": 0.014187087304890156, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 0.9850395917892456, "val_loss": 0.8375176787376404, "acc": 69.35, "time": 82.7748184739612, "param": [ { "p": 0.1641601324081421, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07538680732250214, "m": 1.0 }, { "p": 0.035764388740062714, "m": 1.0 }, { "p": 0.027674172073602676, "m": 1.0 }, { "p": 0.06101307272911072, "m": 1.0 }, { "p": 0.056897424161434174, "m": 1.0 }, { "p": 0.056261803954839706, "m": 1.0 }, { "p": 0.04979121685028076, "m": 1.0 }, { "p": 0.0944235697388649, "m": 1.0 }, { "p": 0.04907405376434326, "m": 1.0 }, { "p": 0.14447857439517975, "m": 1.0 }, { "p": 0.15332898497581482, "m": 1.0 }, { "p": 0.03174576163291931, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 1.080058217048645, "val_loss": 0.7113077044487, "acc": 69.83, "time": 88.49244744493626, "param": [ { "p": 0.14330118894577026, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09014241397380829, "m": 1.0 }, { "p": 0.03044905699789524, "m": 1.0 }, { "p": 0.045187853276729584, "m": 1.0 }, { "p": 0.05478609725832939, "m": 1.0 }, { "p": 0.06048643961548805, "m": 1.0 }, { "p": 0.05898601934313774, "m": 1.0 }, { "p": 0.05292142927646637, "m": 1.0 }, { "p": 0.10042190551757812, "m": 1.0 }, { "p": 0.05778183788061142, "m": 1.0 }, { "p": 0.128812775015831, "m": 1.0 }, { "p": 0.1347711980342865, "m": 1.0 }, { "p": 0.0419517420232296, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 0.9909058213233948, "val_loss": 0.8564062714576721, "acc": 69.7, "time": 91.95917330216616, "param": [ { "p": 0.15208002924919128, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10548588633537292, "m": 1.0 }, { "p": 0.021383818238973618, "m": 1.0 }, { "p": 0.060465022921562195, "m": 1.0 }, { "p": 0.05602676421403885, "m": 1.0 }, { "p": 0.053780656307935715, "m": 1.0 }, { "p": 0.06173053756356239, "m": 1.0 }, { "p": 0.028072286397218704, "m": 1.0 }, { "p": 0.10727912187576294, "m": 1.0 }, { "p": 0.05031083896756172, "m": 1.0 }, { "p": 0.13153919577598572, "m": 1.0 }, { "p": 0.13694144785404205, "m": 1.0 }, { "p": 0.03490441292524338, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 1.0315455198287964, "val_loss": 0.7941492795944214, "acc": 70.64, "time": 89.08055455517024, "param": [ { "p": 0.14783571660518646, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10704147070646286, "m": 1.0 }, { "p": 0.0027568009681999683, "m": 1.0 }, { "p": 0.07285690307617188, "m": 1.0 }, { "p": 0.07568620145320892, "m": 1.0 }, { "p": 0.058912526816129684, "m": 1.0 }, { "p": 0.06182623654603958, "m": 1.0 }, { "p": 0.0024939991999417543, "m": 1.0 }, { "p": 0.11401242017745972, "m": 1.0 }, { "p": 0.040537092834711075, "m": 1.0 }, { "p": 0.13861504197120667, "m": 1.0 }, { "p": 0.13114666938781738, "m": 1.0 }, { "p": 0.046278953552246094, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 1.2200349569320679, "val_loss": 0.8232474327087402, "acc": 70.09, "time": 91.0058317121584, "param": [ { "p": 0.14193199574947357, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10916855931282043, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07833320647478104, "m": 1.0 }, { "p": 0.06902957707643509, "m": 1.0 }, { "p": 0.06168482452630997, "m": 1.0 }, { "p": 0.056818969547748566, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12314022332429886, "m": 1.0 }, { "p": 0.03827017918229103, "m": 1.0 }, { "p": 0.1340842992067337, "m": 1.0 }, { "p": 0.13166020810604095, "m": 1.0 }, { "p": 0.055877942591905594, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 0.9068138003349304, "val_loss": 1.0349453687667847, "acc": 69.18, "time": 85.74351614317857, "param": [ { "p": 0.13455386459827423, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11010991781949997, "m": 1.0 }, { "p": 0.0015953443944454193, "m": 1.0 }, { "p": 0.07021693885326385, "m": 1.0 }, { "p": 0.0698157250881195, "m": 1.0 }, { "p": 0.06995534151792526, "m": 1.0 }, { "p": 0.05848047509789467, "m": 1.0 }, { "p": 0.0020665472839027643, "m": 1.0 }, { "p": 0.13259240984916687, "m": 1.0 }, { "p": 0.04309777542948723, "m": 1.0 }, { "p": 0.1283649355173111, "m": 1.0 }, { "p": 0.1338619589805603, "m": 1.0 }, { "p": 0.045288778841495514, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 1.237501859664917, "val_loss": 0.8491960763931274, "acc": 69.89, "time": 82.62942979694344, "param": [ { "p": 0.1246989443898201, "m": 1.0 }, { "p": 8.937162419897504e-06, "m": 1.0 }, { "p": 0.10780991613864899, "m": 1.0 }, { "p": 0.009583157487213612, "m": 1.0 }, { "p": 0.05775143951177597, "m": 1.0 }, { "p": 0.07935331761837006, "m": 1.0 }, { "p": 0.0680977925658226, "m": 1.0 }, { "p": 0.06672363728284836, "m": 1.0 }, { "p": 0.01438079122453928, "m": 1.0 }, { "p": 0.13844236731529236, "m": 1.0 }, { "p": 0.045228179544210434, "m": 1.0 }, { "p": 0.11610608547925949, "m": 1.0 }, { "p": 0.1358831375837326, "m": 1.0 }, { "p": 0.035932254046201706, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 0.7521669864654541, "val_loss": 0.7936854362487793, "acc": 70.7, "time": 83.79900473705493, "param": [ { "p": 0.11294741183519363, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11004681140184402, "m": 1.0 }, { "p": 0.015577707439661026, "m": 1.0 }, { "p": 0.041125405579805374, "m": 1.0 }, { "p": 0.07180680334568024, "m": 1.0 }, { "p": 0.06177382916212082, "m": 1.0 }, { "p": 0.07480243593454361, "m": 1.0 }, { "p": 0.044925257563591, "m": 1.0 }, { "p": 0.13266706466674805, "m": 1.0 }, { "p": 0.050644222646951675, "m": 1.0 }, { "p": 0.11922283470630646, "m": 1.0 }, { "p": 0.13936449587345123, "m": 1.0 }, { "p": 0.02509566769003868, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 1.033424973487854, "val_loss": 0.7880183458328247, "acc": 69.87, "time": 83.16597932088189, "param": [ { "p": 0.10775645822286606, "m": 1.0 }, { "p": 0.0022299219854176044, "m": 1.0 }, { "p": 0.11863961815834045, "m": 1.0 }, { "p": 0.008817789144814014, "m": 1.0 }, { "p": 0.03760680556297302, "m": 1.0 }, { "p": 0.060579460114240646, "m": 1.0 }, { "p": 0.05665523558855057, "m": 1.0 }, { "p": 0.07595668733119965, "m": 1.0 }, { "p": 0.06271812319755554, "m": 1.0 }, { "p": 0.12358476221561432, "m": 1.0 }, { "p": 0.05583536624908447, "m": 1.0 }, { "p": 0.1242426335811615, "m": 1.0 }, { "p": 0.15061570703983307, "m": 1.0 }, { "p": 0.01476147398352623, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 0.8827171325683594, "val_loss": 0.9539223313331604, "acc": 70.44, "time": 85.9728432490956, "param": [ { "p": 0.10406734049320221, "m": 1.0 }, { "p": 0.010294679552316666, "m": 1.0 }, { "p": 0.1251581460237503, "m": 1.0 }, { "p": 0.010311494581401348, "m": 1.0 }, { "p": 0.02593034878373146, "m": 1.0 }, { "p": 0.056287702172994614, "m": 1.0 }, { "p": 0.043102625757455826, "m": 1.0 }, { "p": 0.08232108503580093, "m": 1.0 }, { "p": 0.07245533913373947, "m": 1.0 }, { "p": 0.11845621466636658, "m": 1.0 }, { "p": 0.06379682570695877, "m": 1.0 }, { "p": 0.12154795974493027, "m": 1.0 }, { "p": 0.14618727564811707, "m": 1.0 }, { "p": 0.020083021372556686, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 1.0416185855865479, "val_loss": 0.7280377149581909, "acc": 71.0, "time": 83.43260259996168, "param": [ { "p": 0.09433205425739288, "m": 1.0 }, { "p": 0.010395822115242481, "m": 1.0 }, { "p": 0.11179599910974503, "m": 1.0 }, { "p": 0.021220818161964417, "m": 1.0 }, { "p": 0.02620643749833107, "m": 1.0 }, { "p": 0.07323064655065536, "m": 1.0 }, { "p": 0.03453398868441582, "m": 1.0 }, { "p": 0.0836540013551712, "m": 1.0 }, { "p": 0.08001476526260376, "m": 1.0 }, { "p": 0.12023165822029114, "m": 1.0 }, { "p": 0.06969406455755234, "m": 1.0 }, { "p": 0.11815094202756882, "m": 1.0 }, { "p": 0.13067927956581116, "m": 1.0 }, { "p": 0.025859525427222252, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 0.865280032157898, "val_loss": 0.8081017136573792, "acc": 70.41, "time": 97.09871928486973, "param": [ { "p": 0.1118493527173996, "m": 1.0 }, { "p": 0.007507441099733114, "m": 1.0 }, { "p": 0.09835102409124374, "m": 1.0 }, { "p": 0.016091449186205864, "m": 1.0 }, { "p": 0.03073165938258171, "m": 1.0 }, { "p": 0.09379091113805771, "m": 1.0 }, { "p": 0.04035041853785515, "m": 1.0 }, { "p": 0.0788612961769104, "m": 1.0 }, { "p": 0.08591555804014206, "m": 1.0 }, { "p": 0.11367078125476837, "m": 1.0 }, { "p": 0.07593020796775818, "m": 1.0 }, { "p": 0.10117252916097641, "m": 1.0 }, { "p": 0.12673844397068024, "m": 1.0 }, { "p": 0.019038913771510124, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 0.8887814879417419, "val_loss": 0.8359910249710083, "acc": 69.36, "time": 96.1945737679489, "param": [ { "p": 0.12423578649759293, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10170559585094452, "m": 1.0 }, { "p": 0.00598157150670886, "m": 1.0 }, { "p": 0.017840992659330368, "m": 1.0 }, { "p": 0.10739109665155411, "m": 1.0 }, { "p": 0.05542822182178497, "m": 1.0 }, { "p": 0.061340801417827606, "m": 1.0 }, { "p": 0.09350480139255524, "m": 1.0 }, { "p": 0.11514239758253098, "m": 1.0 }, { "p": 0.07053478807210922, "m": 1.0 }, { "p": 0.09125373512506485, "m": 1.0 }, { "p": 0.13231627643108368, "m": 1.0 }, { "p": 0.023323968052864075, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 0.7850121259689331, "val_loss": 0.8703819513320923, "acc": 70.01, "time": 96.35817330679856, "param": [ { "p": 0.12163657695055008, "m": 1.0 }, { "p": 0.0032987184822559357, "m": 1.0 }, { "p": 0.0918109193444252, "m": 1.0 }, { "p": 0.03081485629081726, "m": 1.0 }, { "p": 0.008627047762274742, "m": 1.0 }, { "p": 0.10011105984449387, "m": 1.0 }, { "p": 0.07486193627119064, "m": 1.0 }, { "p": 0.040611397475004196, "m": 1.0 }, { "p": 0.10147122293710709, "m": 1.0 }, { "p": 0.11792396008968353, "m": 1.0 }, { "p": 0.070876844227314, "m": 1.0 }, { "p": 0.08494304865598679, "m": 1.0 }, { "p": 0.12068098038434982, "m": 1.0 }, { "p": 0.032331496477127075, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 1.2867918014526367, "val_loss": 1.017155647277832, "acc": 69.74, "time": 89.82099665794522, "param": [ { "p": 0.11232772469520569, "m": 1.0 }, { "p": 0.024425745010375977, "m": 1.0 }, { "p": 0.08347656577825546, "m": 1.0 }, { "p": 0.04086579009890556, "m": 1.0 }, { "p": 0.027980439364910126, "m": 1.0 }, { "p": 0.07659539580345154, "m": 1.0 }, { "p": 0.06404996663331985, "m": 1.0 }, { "p": 0.029120739549398422, "m": 1.0 }, { "p": 0.10229606181383133, "m": 1.0 }, { "p": 0.12110082805156708, "m": 1.0 }, { "p": 0.0825442373752594, "m": 1.0 }, { "p": 0.08438779413700104, "m": 1.0 }, { "p": 0.10972143709659576, "m": 1.0 }, { "p": 0.04110731929540634, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 0.813322901725769, "val_loss": 0.8500744104385376, "acc": 70.83, "time": 83.60087210591882, "param": [ { "p": 0.12010691314935684, "m": 1.0 }, { "p": 0.03685298189520836, "m": 1.0 }, { "p": 0.07386954873800278, "m": 1.0 }, { "p": 0.039093561470508575, "m": 1.0 }, { "p": 0.04043412208557129, "m": 1.0 }, { "p": 0.05811990797519684, "m": 1.0 }, { "p": 0.05071953311562538, "m": 1.0 }, { "p": 0.029075326398015022, "m": 1.0 }, { "p": 0.0840149000287056, "m": 1.0 }, { "p": 0.1361943483352661, "m": 1.0 }, { "p": 0.08702708780765533, "m": 1.0 }, { "p": 0.09261796623468399, "m": 1.0 }, { "p": 0.10992223769426346, "m": 1.0 }, { "p": 0.04195159301161766, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 0.8386869430541992, "val_loss": 0.8846942186355591, "acc": 70.4, "time": 96.93563493201509, "param": [ { "p": 0.1365717202425003, "m": 1.0 }, { "p": 0.023913510143756866, "m": 1.0 }, { "p": 0.06624089926481247, "m": 1.0 }, { "p": 0.03259984776377678, "m": 1.0 }, { "p": 0.040860094130039215, "m": 1.0 }, { "p": 0.06629129499197006, "m": 1.0 }, { "p": 0.040246617048978806, "m": 1.0 }, { "p": 0.029761264100670815, "m": 1.0 }, { "p": 0.07504066824913025, "m": 1.0 }, { "p": 0.14800548553466797, "m": 1.0 }, { "p": 0.0976777896285057, "m": 1.0 }, { "p": 0.09175429493188858, "m": 1.0 }, { "p": 0.11762785166501999, "m": 1.0 }, { "p": 0.033408645540475845, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 0.9548302888870239, "val_loss": 0.7247291803359985, "acc": 70.5, "time": 84.00758302793838, "param": [ { "p": 0.14457382261753082, "m": 1.0 }, { "p": 0.004495067987591028, "m": 1.0 }, { "p": 0.06466937810182571, "m": 1.0 }, { "p": 0.023430854082107544, "m": 1.0 }, { "p": 0.06358320266008377, "m": 1.0 }, { "p": 0.08534567803144455, "m": 1.0 }, { "p": 0.01593364030122757, "m": 1.0 }, { "p": 0.02436091937124729, "m": 1.0 }, { "p": 0.07202219218015671, "m": 1.0 }, { "p": 0.15288466215133667, "m": 1.0 }, { "p": 0.09553530067205429, "m": 1.0 }, { "p": 0.0943041741847992, "m": 1.0 }, { "p": 0.11782554537057877, "m": 1.0 }, { "p": 0.04103555530309677, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 0.9357786178588867, "val_loss": 0.8787815570831299, "acc": 70.88, "time": 96.46899021207355, "param": [ { "p": 0.1458168923854828, "m": 1.0 }, { "p": 0.004047432914376259, "m": 1.0 }, { "p": 0.06770037859678268, "m": 1.0 }, { "p": 0.025400646030902863, "m": 1.0 }, { "p": 0.06190698593854904, "m": 1.0 }, { "p": 0.10619897395372391, "m": 1.0 }, { "p": 0.02090957760810852, "m": 1.0 }, { "p": 0.033128105103969574, "m": 1.0 }, { "p": 0.06672286987304688, "m": 1.0 }, { "p": 0.13005796074867249, "m": 1.0 }, { "p": 0.08229278028011322, "m": 1.0 }, { "p": 0.09175103902816772, "m": 1.0 }, { "p": 0.1038890853524208, "m": 1.0 }, { "p": 0.06017723307013512, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 0.980421781539917, "val_loss": 0.8141908645629883, "acc": 71.54, "time": 87.29591372003779, "param": [ { "p": 0.14692983031272888, "m": 1.0 }, { "p": 0.005550875794142485, "m": 1.0 }, { "p": 0.07575272768735886, "m": 1.0 }, { "p": 0.014196709729731083, "m": 1.0 }, { "p": 0.06843266636133194, "m": 1.0 }, { "p": 0.1073940247297287, "m": 1.0 }, { "p": 0.02581196092069149, "m": 1.0 }, { "p": 0.053820692002773285, "m": 1.0 }, { "p": 0.06474301964044571, "m": 1.0 }, { "p": 0.12057492136955261, "m": 1.0 }, { "p": 0.06602881848812103, "m": 1.0 }, { "p": 0.08315194398164749, "m": 1.0 }, { "p": 0.10338791459798813, "m": 1.0 }, { "p": 0.06422387063503265, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 0.9006834030151367, "val_loss": 0.8091796636581421, "acc": 71.83, "time": 82.84190909587778, "param": [ { "p": 0.13360358774662018, "m": 1.0 }, { "p": 0.01761768013238907, "m": 1.0 }, { "p": 0.0842047706246376, "m": 1.0 }, { "p": 0.002429352840408683, "m": 1.0 }, { "p": 0.061943016946315765, "m": 1.0 }, { "p": 0.09555978327989578, "m": 1.0 }, { "p": 0.04311760142445564, "m": 1.0 }, { "p": 0.062056366354227066, "m": 1.0 }, { "p": 0.06101760268211365, "m": 1.0 }, { "p": 0.10280857980251312, "m": 1.0 }, { "p": 0.05883311852812767, "m": 1.0 }, { "p": 0.07984694093465805, "m": 1.0 }, { "p": 0.10686380416154861, "m": 1.0 }, { "p": 0.09009769558906555, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 1.2821590900421143, "val_loss": 0.7908779382705688, "acc": 71.23, "time": 86.23714092979208, "param": [ { "p": 0.12053629010915756, "m": 1.0 }, { "p": 0.03307616338133812, "m": 1.0 }, { "p": 0.08478660136461258, "m": 1.0 }, { "p": 0.011703780852258205, "m": 1.0 }, { "p": 0.055303044617176056, "m": 1.0 }, { "p": 0.09537823498249054, "m": 1.0 }, { "p": 0.04967689514160156, "m": 1.0 }, { "p": 0.056790534406900406, "m": 1.0 }, { "p": 0.057362042367458344, "m": 1.0 }, { "p": 0.08942873030900955, "m": 1.0 }, { "p": 0.0595063790678978, "m": 1.0 }, { "p": 0.0759231299161911, "m": 1.0 }, { "p": 0.11045370250940323, "m": 1.0 }, { "p": 0.10007451474666595, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 1.121138572692871, "val_loss": 0.8347778916358948, "acc": 70.98, "time": 97.39761687698774, "param": [ { "p": 0.1134226992726326, "m": 1.0 }, { "p": 0.03185781463980675, "m": 1.0 }, { "p": 0.09204573184251785, "m": 1.0 }, { "p": 0.022009391337633133, "m": 1.0 }, { "p": 0.05126678943634033, "m": 1.0 }, { "p": 0.09077541530132294, "m": 1.0 }, { "p": 0.06409002840518951, "m": 1.0 }, { "p": 0.04953055456280708, "m": 1.0 }, { "p": 0.06379865854978561, "m": 1.0 }, { "p": 0.09233565628528595, "m": 1.0 }, { "p": 0.06225007772445679, "m": 1.0 }, { "p": 0.06811022758483887, "m": 1.0 }, { "p": 0.11166084557771683, "m": 1.0 }, { "p": 0.08684603124856949, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 0.9111269116401672, "val_loss": 0.7622522711753845, "acc": 70.33, "time": 83.31154048489407, "param": [ { "p": 0.11229894310235977, "m": 1.0 }, { "p": 0.021018730476498604, "m": 1.0 }, { "p": 0.0913810282945633, "m": 1.0 }, { "p": 0.014547772705554962, "m": 1.0 }, { "p": 0.05590250715613365, "m": 1.0 }, { "p": 0.09411191940307617, "m": 1.0 }, { "p": 0.07671219110488892, "m": 1.0 }, { "p": 0.04620936140418053, "m": 1.0 }, { "p": 0.07177665084600449, "m": 1.0 }, { "p": 0.08929194509983063, "m": 1.0 }, { "p": 0.06927747279405594, "m": 1.0 }, { "p": 0.07051748037338257, "m": 1.0 }, { "p": 0.12326177954673767, "m": 1.0 }, { "p": 0.06369227916002274, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 1.0326144695281982, "val_loss": 0.8024243712425232, "acc": 71.15, "time": 83.73574127419852, "param": [ { "p": 0.12257424741983414, "m": 1.0 }, { "p": 0.02000790648162365, "m": 1.0 }, { "p": 0.09040907025337219, "m": 1.0 }, { "p": 0.003249306930229068, "m": 1.0 }, { "p": 0.05936869606375694, "m": 1.0 }, { "p": 0.08286964148283005, "m": 1.0 }, { "p": 0.07538704574108124, "m": 1.0 }, { "p": 0.05489716678857803, "m": 1.0 }, { "p": 0.0744001716375351, "m": 1.0 }, { "p": 0.08454247564077377, "m": 1.0 }, { "p": 0.07056570053100586, "m": 1.0 }, { "p": 0.08405961841344833, "m": 1.0 }, { "p": 0.12671023607254028, "m": 1.0 }, { "p": 0.05095873028039932, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 0.9364957809448242, "val_loss": 1.0625625848770142, "acc": 70.59, "time": 83.48416070197709, "param": [ { "p": 0.142548069357872, "m": 1.0 }, { "p": 0.025600425899028778, "m": 1.0 }, { "p": 0.07116659730672836, "m": 1.0 }, { "p": 0.00312070082873106, "m": 1.0 }, { "p": 0.0591241829097271, "m": 1.0 }, { "p": 0.07232629507780075, "m": 1.0 }, { "p": 0.07640110701322556, "m": 1.0 }, { "p": 0.04740387201309204, "m": 1.0 }, { "p": 0.08525170385837555, "m": 1.0 }, { "p": 0.0714510902762413, "m": 1.0 }, { "p": 0.07729028165340424, "m": 1.0 }, { "p": 0.09665176272392273, "m": 1.0 }, { "p": 0.13516725599765778, "m": 1.0 }, { "p": 0.036496661603450775, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 0.796138346195221, "val_loss": 0.7735017538070679, "acc": 71.33, "time": 85.9195372830145, "param": [ { "p": 0.1328393816947937, "m": 1.0 }, { "p": 0.04136784374713898, "m": 1.0 }, { "p": 0.04666920751333237, "m": 1.0 }, { "p": 0.02388809621334076, "m": 1.0 }, { "p": 0.0776272565126419, "m": 1.0 }, { "p": 0.05150725319981575, "m": 1.0 }, { "p": 0.06390676647424698, "m": 1.0 }, { "p": 0.05037815868854523, "m": 1.0 }, { "p": 0.08249827474355698, "m": 1.0 }, { "p": 0.07665974646806717, "m": 1.0 }, { "p": 0.07153146713972092, "m": 1.0 }, { "p": 0.09925621747970581, "m": 1.0 }, { "p": 0.13128238916397095, "m": 1.0 }, { "p": 0.05058789253234863, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 1.1255570650100708, "val_loss": 0.7662319540977478, "acc": 71.29, "time": 88.3827275368385, "param": [ { "p": 0.13489380478858948, "m": 1.0 }, { "p": 0.02335108444094658, "m": 1.0 }, { "p": 0.025817973539233208, "m": 1.0 }, { "p": 0.027152303606271744, "m": 1.0 }, { "p": 0.088426873087883, "m": 1.0 }, { "p": 0.047673579305410385, "m": 1.0 }, { "p": 0.0659656971693039, "m": 1.0 }, { "p": 0.05831022933125496, "m": 1.0 }, { "p": 0.08643198013305664, "m": 1.0 }, { "p": 0.08721799403429031, "m": 1.0 }, { "p": 0.06844228506088257, "m": 1.0 }, { "p": 0.09532272815704346, "m": 1.0 }, { "p": 0.13495153188705444, "m": 1.0 }, { "p": 0.05604197084903717, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 0.8419224619865417, "val_loss": 0.7646008729934692, "acc": 71.06, "time": 92.89983486896381, "param": [ { "p": 0.1439187228679657, "m": 1.0 }, { "p": 0.003507956163957715, "m": 1.0 }, { "p": 0.013580650091171265, "m": 1.0 }, { "p": 0.016713472083210945, "m": 1.0 }, { "p": 0.08055167645215988, "m": 1.0 }, { "p": 0.06069257855415344, "m": 1.0 }, { "p": 0.07594498991966248, "m": 1.0 }, { "p": 0.07053868472576141, "m": 1.0 }, { "p": 0.09138104319572449, "m": 1.0 }, { "p": 0.10849273204803467, "m": 1.0 }, { "p": 0.062170207500457764, "m": 1.0 }, { "p": 0.09269635379314423, "m": 1.0 }, { "p": 0.13252808153629303, "m": 1.0 }, { "p": 0.047282785177230835, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 0.9853736758232117, "val_loss": 0.886957585811615, "acc": 71.09, "time": 85.04137999610975, "param": [ { "p": 0.1441458910703659, "m": 1.0 }, { "p": 0.0011162669397890568, "m": 1.0 }, { "p": 0.011782377026975155, "m": 1.0 }, { "p": 0.004397749435156584, "m": 1.0 }, { "p": 0.06298286467790604, "m": 1.0 }, { "p": 0.0825914591550827, "m": 1.0 }, { "p": 0.07998065650463104, "m": 1.0 }, { "p": 0.09049888700246811, "m": 1.0 }, { "p": 0.07900746166706085, "m": 1.0 }, { "p": 0.11437970399856567, "m": 1.0 }, { "p": 0.06521972268819809, "m": 1.0 }, { "p": 0.10035204887390137, "m": 1.0 }, { "p": 0.13209672272205353, "m": 1.0 }, { "p": 0.031448159366846085, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 0.8012034893035889, "val_loss": 0.8479412794113159, "acc": 71.18, "time": 85.44087660405785, "param": [ { "p": 0.15994444489479065, "m": 1.0 }, { "p": 0.0018027357291430235, "m": 1.0 }, { "p": 0.004249819554388523, "m": 1.0 }, { "p": 0.0023897290229797363, "m": 1.0 }, { "p": 0.0536523312330246, "m": 1.0 }, { "p": 0.08033927530050278, "m": 1.0 }, { "p": 0.08277825266122818, "m": 1.0 }, { "p": 0.09393157064914703, "m": 1.0 }, { "p": 0.06198064610362053, "m": 1.0 }, { "p": 0.1104929968714714, "m": 1.0 }, { "p": 0.07733682543039322, "m": 1.0 }, { "p": 0.10959598422050476, "m": 1.0 }, { "p": 0.14546430110931396, "m": 1.0 }, { "p": 0.016041096299886703, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 0.9360663890838623, "val_loss": 0.9594837427139282, "acc": 70.75, "time": 95.48901658505201, "param": [ { "p": 0.15549880266189575, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.006330395117402077, "m": 1.0 }, { "p": 0.0214161965996027, "m": 1.0 }, { "p": 0.048207029700279236, "m": 1.0 }, { "p": 0.0782841145992279, "m": 1.0 }, { "p": 0.06651796400547028, "m": 1.0 }, { "p": 0.08746235817670822, "m": 1.0 }, { "p": 0.05377897247672081, "m": 1.0 }, { "p": 0.10839258879423141, "m": 1.0 }, { "p": 0.08132175356149673, "m": 1.0 }, { "p": 0.09472151100635529, "m": 1.0 }, { "p": 0.16267600655555725, "m": 1.0 }, { "p": 0.03539225831627846, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 0.8072782754898071, "val_loss": 0.8579736351966858, "acc": 71.61, "time": 85.75541090383194, "param": [ { "p": 0.14292913675308228, "m": 1.0 }, { "p": 0.001341883558779955, "m": 1.0 }, { "p": 0.01745719648897648, "m": 1.0 }, { "p": 0.046798225492239, "m": 1.0 }, { "p": 0.05212625861167908, "m": 1.0 }, { "p": 0.0806896984577179, "m": 1.0 }, { "p": 0.050017211586236954, "m": 1.0 }, { "p": 0.0759294331073761, "m": 1.0 }, { "p": 0.05106734856963158, "m": 1.0 }, { "p": 0.08977685868740082, "m": 1.0 }, { "p": 0.07564239203929901, "m": 1.0 }, { "p": 0.08684200048446655, "m": 1.0 }, { "p": 0.17117513716220856, "m": 1.0 }, { "p": 0.058207228779792786, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 0.9428381323814392, "val_loss": 0.7904104590415955, "acc": 70.79, "time": 95.65678929700516, "param": [ { "p": 0.12773814797401428, "m": 1.0 }, { "p": 0.007705826312303543, "m": 1.0 }, { "p": 0.04489617049694061, "m": 1.0 }, { "p": 0.07801461964845657, "m": 1.0 }, { "p": 0.04108256846666336, "m": 1.0 }, { "p": 0.07365820556879044, "m": 1.0 }, { "p": 0.05676190182566643, "m": 1.0 }, { "p": 0.06989604979753494, "m": 1.0 }, { "p": 0.06436466425657272, "m": 1.0 }, { "p": 0.07738765329122543, "m": 1.0 }, { "p": 0.06963250786066055, "m": 1.0 }, { "p": 0.07370365411043167, "m": 1.0 }, { "p": 0.14866270124912262, "m": 1.0 }, { "p": 0.06649532914161682, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 1.1186684370040894, "val_loss": 0.8538320660591125, "acc": 71.13, "time": 98.04252333496697, "param": [ { "p": 0.13073958456516266, "m": 1.0 }, { "p": 0.008979203179478645, "m": 1.0 }, { "p": 0.07261435687541962, "m": 1.0 }, { "p": 0.08747164905071259, "m": 1.0 }, { "p": 0.019973481073975563, "m": 1.0 }, { "p": 0.053496118634939194, "m": 1.0 }, { "p": 0.07002495974302292, "m": 1.0 }, { "p": 0.0676497295498848, "m": 1.0 }, { "p": 0.057698436081409454, "m": 1.0 }, { "p": 0.07399201393127441, "m": 1.0 }, { "p": 0.05643600597977638, "m": 1.0 }, { "p": 0.07417532801628113, "m": 1.0 }, { "p": 0.1508098542690277, "m": 1.0 }, { "p": 0.07593921571969986, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 0.9617944359779358, "val_loss": 0.8916221857070923, "acc": 71.91, "time": 99.83919740281999, "param": [ { "p": 0.13175828754901886, "m": 1.0 }, { "p": 0.003655240871012211, "m": 1.0 }, { "p": 0.08362177759408951, "m": 1.0 }, { "p": 0.08010610938072205, "m": 1.0 }, { "p": 0.019961053505539894, "m": 1.0 }, { "p": 0.04608897492289543, "m": 1.0 }, { "p": 0.07225348800420761, "m": 1.0 }, { "p": 0.05740590766072273, "m": 1.0 }, { "p": 0.056923624128103256, "m": 1.0 }, { "p": 0.07112974673509598, "m": 1.0 }, { "p": 0.06619744002819061, "m": 1.0 }, { "p": 0.07795928418636322, "m": 1.0 }, { "p": 0.15117700397968292, "m": 1.0 }, { "p": 0.08176204562187195, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 0.8872804045677185, "val_loss": 0.823926568031311, "acc": 71.25, "time": 88.9561778740026, "param": [ { "p": 0.13976655900478363, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07800343632698059, "m": 1.0 }, { "p": 0.08222144097089767, "m": 1.0 }, { "p": 0.027060776948928833, "m": 1.0 }, { "p": 0.047583408653736115, "m": 1.0 }, { "p": 0.05048026517033577, "m": 1.0 }, { "p": 0.05277102813124657, "m": 1.0 }, { "p": 0.04899995028972626, "m": 1.0 }, { "p": 0.07633567601442337, "m": 1.0 }, { "p": 0.08409179747104645, "m": 1.0 }, { "p": 0.08685719221830368, "m": 1.0 }, { "p": 0.1399630457162857, "m": 1.0 }, { "p": 0.085865318775177, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 1.0284771919250488, "val_loss": 0.9217870235443115, "acc": 71.34, "time": 86.23004681104794, "param": [ { "p": 0.15452806651592255, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08352068811655045, "m": 1.0 }, { "p": 0.08056934922933578, "m": 1.0 }, { "p": 0.052547480911016464, "m": 1.0 }, { "p": 0.05122636631131172, "m": 1.0 }, { "p": 0.026044992730021477, "m": 1.0 }, { "p": 0.051122475415468216, "m": 1.0 }, { "p": 0.04810183867812157, "m": 1.0 }, { "p": 0.07699841260910034, "m": 1.0 }, { "p": 0.08827048540115356, "m": 1.0 }, { "p": 0.08875375986099243, "m": 1.0 }, { "p": 0.11981440335512161, "m": 1.0 }, { "p": 0.0785016342997551, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 0.9737052917480469, "val_loss": 0.8496941924095154, "acc": 71.47, "time": 86.15485525899567, "param": [ { "p": 0.14884574711322784, "m": 1.0 }, { "p": 0.003219127655029297, "m": 1.0 }, { "p": 0.09321793913841248, "m": 1.0 }, { "p": 0.07940668612718582, "m": 1.0 }, { "p": 0.06823574006557465, "m": 1.0 }, { "p": 0.0566251203417778, "m": 1.0 }, { "p": 0.024202663451433182, "m": 1.0 }, { "p": 0.05387077480554581, "m": 1.0 }, { "p": 0.05584855377674103, "m": 1.0 }, { "p": 0.07005977630615234, "m": 1.0 }, { "p": 0.09349719434976578, "m": 1.0 }, { "p": 0.0815679281949997, "m": 1.0 }, { "p": 0.0998450517654419, "m": 1.0 }, { "p": 0.07155762612819672, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 0.9458956122398376, "val_loss": 0.7819920182228088, "acc": 71.33, "time": 96.86445306614041, "param": [ { "p": 0.13703303039073944, "m": 1.0 }, { "p": 0.00988867785781622, "m": 1.0 }, { "p": 0.1021295115351677, "m": 1.0 }, { "p": 0.06810791045427322, "m": 1.0 }, { "p": 0.07173872739076614, "m": 1.0 }, { "p": 0.06591647118330002, "m": 1.0 }, { "p": 0.026233961805701256, "m": 1.0 }, { "p": 0.060367293655872345, "m": 1.0 }, { "p": 0.06067304685711861, "m": 1.0 }, { "p": 0.07217855006456375, "m": 1.0 }, { "p": 0.09517508000135422, "m": 1.0 }, { "p": 0.07859482616186142, "m": 1.0 }, { "p": 0.08385473489761353, "m": 1.0 }, { "p": 0.06810818612575531, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 0.9510256052017212, "val_loss": 0.8313276171684265, "acc": 71.48, "time": 90.42714612209238, "param": [ { "p": 0.11727999150753021, "m": 1.0 }, { "p": 0.01179032027721405, "m": 1.0 }, { "p": 0.09972438216209412, "m": 1.0 }, { "p": 0.07361873239278793, "m": 1.0 }, { "p": 0.061596740037202835, "m": 1.0 }, { "p": 0.0712164044380188, "m": 1.0 }, { "p": 0.046908121556043625, "m": 1.0 }, { "p": 0.06881830096244812, "m": 1.0 }, { "p": 0.06725682318210602, "m": 1.0 }, { "p": 0.07280498743057251, "m": 1.0 }, { "p": 0.08742228150367737, "m": 1.0 }, { "p": 0.0873156264424324, "m": 1.0 }, { "p": 0.07621891051530838, "m": 1.0 }, { "p": 0.05802839249372482, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 0.9035691618919373, "val_loss": 0.9916075468063354, "acc": 71.81, "time": 82.17503655492328, "param": [ { "p": 0.12511257827281952, "m": 1.0 }, { "p": 0.02673584409058094, "m": 1.0 }, { "p": 0.09052394330501556, "m": 1.0 }, { "p": 0.07160156220197678, "m": 1.0 }, { "p": 0.05351840704679489, "m": 1.0 }, { "p": 0.07055260986089706, "m": 1.0 }, { "p": 0.05166133865714073, "m": 1.0 }, { "p": 0.06343881040811539, "m": 1.0 }, { "p": 0.06489299982786179, "m": 1.0 }, { "p": 0.08889947831630707, "m": 1.0 }, { "p": 0.08383193612098694, "m": 1.0 }, { "p": 0.09222134947776794, "m": 1.0 }, { "p": 0.07668279111385345, "m": 1.0 }, { "p": 0.04032626375555992, "m": 1.0 } ] }, { "epoch": 104, "train_loss": 0.7118819952011108, "val_loss": 0.7167164087295532, "acc": 71.91, "time": 82.95718803186901, "param": [ { "p": 0.13613200187683105, "m": 1.0 }, { "p": 0.037982478737831116, "m": 1.0 }, { "p": 0.08411458134651184, "m": 1.0 }, { "p": 0.058798253536224365, "m": 1.0 }, { "p": 0.04806850478053093, "m": 1.0 }, { "p": 0.06472888588905334, "m": 1.0 }, { "p": 0.05211827903985977, "m": 1.0 }, { "p": 0.06689818948507309, "m": 1.0 }, { "p": 0.07121310383081436, "m": 1.0 }, { "p": 0.10888709127902985, "m": 1.0 }, { "p": 0.07340457290410995, "m": 1.0 }, { "p": 0.08455417305231094, "m": 1.0 }, { "p": 0.07916286587715149, "m": 1.0 }, { "p": 0.0339369960129261, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 0.8401919603347778, "val_loss": 0.8045089244842529, "acc": 71.96, "time": 82.67243906087242, "param": [ { "p": 0.13999931514263153, "m": 1.0 }, { "p": 0.0366215743124485, "m": 1.0 }, { "p": 0.07597740739583969, "m": 1.0 }, { "p": 0.05668799951672554, "m": 1.0 }, { "p": 0.04076496884226799, "m": 1.0 }, { "p": 0.06252438575029373, "m": 1.0 }, { "p": 0.05294113606214523, "m": 1.0 }, { "p": 0.06506086140871048, "m": 1.0 }, { "p": 0.07716407626867294, "m": 1.0 }, { "p": 0.11737930774688721, "m": 1.0 }, { "p": 0.06463661789894104, "m": 1.0 }, { "p": 0.07658468186855316, "m": 1.0 }, { "p": 0.09154940396547318, "m": 1.0 }, { "p": 0.04210825636982918, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 0.8833337426185608, "val_loss": 0.7341811060905457, "acc": 71.82, "time": 87.64741305890493, "param": [ { "p": 0.12881654500961304, "m": 1.0 }, { "p": 0.04410788416862488, "m": 1.0 }, { "p": 0.07656151056289673, "m": 1.0 }, { "p": 0.06795559078454971, "m": 1.0 }, { "p": 0.03124673292040825, "m": 1.0 }, { "p": 0.0611572302877903, "m": 1.0 }, { "p": 0.0684983879327774, "m": 1.0 }, { "p": 0.06213637441396713, "m": 1.0 }, { "p": 0.0770285502076149, "m": 1.0 }, { "p": 0.11714016646146774, "m": 1.0 }, { "p": 0.05747580528259277, "m": 1.0 }, { "p": 0.05347788706421852, "m": 1.0 }, { "p": 0.10348816961050034, "m": 1.0 }, { "p": 0.05090911313891411, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 0.7818472981452942, "val_loss": 0.9314127564430237, "acc": 71.6, "time": 89.82684164890088, "param": [ { "p": 0.13959920406341553, "m": 1.0 }, { "p": 0.044222522526979446, "m": 1.0 }, { "p": 0.07626336067914963, "m": 1.0 }, { "p": 0.07552247494459152, "m": 1.0 }, { "p": 0.02675713412463665, "m": 1.0 }, { "p": 0.06123868748545647, "m": 1.0 }, { "p": 0.09308833628892899, "m": 1.0 }, { "p": 0.06683538854122162, "m": 1.0 }, { "p": 0.07339836657047272, "m": 1.0 }, { "p": 0.12338301539421082, "m": 1.0 }, { "p": 0.034734778106212616, "m": 1.0 }, { "p": 0.027487382292747498, "m": 1.0 }, { "p": 0.10429973155260086, "m": 1.0 }, { "p": 0.05316959694027901, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 0.9869848489761353, "val_loss": 0.8823654055595398, "acc": 72.4, "time": 87.56145084602758, "param": [ { "p": 0.1464676558971405, "m": 1.0 }, { "p": 0.016669271513819695, "m": 1.0 }, { "p": 0.08356653898954391, "m": 1.0 }, { "p": 0.08204008638858795, "m": 1.0 }, { "p": 0.023942474275827408, "m": 1.0 }, { "p": 0.060204535722732544, "m": 1.0 }, { "p": 0.1106320321559906, "m": 1.0 }, { "p": 0.06547054648399353, "m": 1.0 }, { "p": 0.07164665311574936, "m": 1.0 }, { "p": 0.14122623205184937, "m": 1.0 }, { "p": 0.017001990228891373, "m": 1.0 }, { "p": 0.009216378442943096, "m": 1.0 }, { "p": 0.10829910635948181, "m": 1.0 }, { "p": 0.06361651420593262, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 0.5859419703483582, "val_loss": 0.7952373027801514, "acc": 71.63, "time": 93.92632475192659, "param": [ { "p": 0.13503265380859375, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0957232192158699, "m": 1.0 }, { "p": 0.07922017574310303, "m": 1.0 }, { "p": 0.028935307636857033, "m": 1.0 }, { "p": 0.05917505547404289, "m": 1.0 }, { "p": 0.12041384726762772, "m": 1.0 }, { "p": 0.05657327175140381, "m": 1.0 }, { "p": 0.08494927734136581, "m": 1.0 }, { "p": 0.14844754338264465, "m": 1.0 }, { "p": 0.010399664752185345, "m": 1.0 }, { "p": 0.0016858831513673067, "m": 1.0 }, { "p": 0.10504107177257538, "m": 1.0 }, { "p": 0.07440293580293655, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 0.6881333589553833, "val_loss": 0.8680739402770996, "acc": 70.97, "time": 97.88435072218999, "param": [ { "p": 0.15044376254081726, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10061024874448776, "m": 1.0 }, { "p": 0.08311084657907486, "m": 1.0 }, { "p": 0.0186834167689085, "m": 1.0 }, { "p": 0.05701678246259689, "m": 1.0 }, { "p": 0.1177230030298233, "m": 1.0 }, { "p": 0.025845149531960487, "m": 1.0 }, { "p": 0.08237402886152267, "m": 1.0 }, { "p": 0.15695303678512573, "m": 1.0 }, { "p": 0.016519468277692795, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10613696277141571, "m": 1.0 }, { "p": 0.08458320796489716, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 0.7391433715820312, "val_loss": 0.6891047954559326, "acc": 71.9, "time": 99.41436070599593, "param": [ { "p": 0.15417516231536865, "m": 1.0 }, { "p": 0.0032259379513561726, "m": 1.0 }, { "p": 0.09925361722707748, "m": 1.0 }, { "p": 0.09029319882392883, "m": 1.0 }, { "p": 0.0024511415977030993, "m": 1.0 }, { "p": 0.0728960633277893, "m": 1.0 }, { "p": 0.11644020676612854, "m": 1.0 }, { "p": 0.00884905643761158, "m": 1.0 }, { "p": 0.08857763558626175, "m": 1.0 }, { "p": 0.1581547111272812, "m": 1.0 }, { "p": 0.0074424175545573235, "m": 1.0 }, { "p": 0.009113420732319355, "m": 1.0 }, { "p": 0.11077830195426941, "m": 1.0 }, { "p": 0.07834921777248383, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 0.8933811783790588, "val_loss": 0.7487497925758362, "acc": 72.38, "time": 92.51381543511525, "param": [ { "p": 0.14736619591712952, "m": 1.0 }, { "p": 0.028392983600497246, "m": 1.0 }, { "p": 0.09180445969104767, "m": 1.0 }, { "p": 0.09468107670545578, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0868234783411026, "m": 1.0 }, { "p": 0.10138806700706482, "m": 1.0 }, { "p": 0.0043717361986637115, "m": 1.0 }, { "p": 0.0875934362411499, "m": 1.0 }, { "p": 0.15575474500656128, "m": 1.0 }, { "p": 0.0011115007800981402, "m": 1.0 }, { "p": 0.026048598811030388, "m": 1.0 }, { "p": 0.10657691955566406, "m": 1.0 }, { "p": 0.06808673590421677, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 0.8158268332481384, "val_loss": 0.9144593477249146, "acc": 72.22, "time": 84.80667310906574, "param": [ { "p": 0.1358710676431656, "m": 1.0 }, { "p": 0.04672741889953613, "m": 1.0 }, { "p": 0.07364287227392197, "m": 1.0 }, { "p": 0.0928359255194664, "m": 1.0 }, { "p": 0.009398909285664558, "m": 1.0 }, { "p": 0.08491091430187225, "m": 1.0 }, { "p": 0.08822933584451675, "m": 1.0 }, { "p": 0.025409165769815445, "m": 1.0 }, { "p": 0.08189286291599274, "m": 1.0 }, { "p": 0.1289496123790741, "m": 1.0 }, { "p": 0.021147416904568672, "m": 1.0 }, { "p": 0.04556639865040779, "m": 1.0 }, { "p": 0.11346504837274551, "m": 1.0 }, { "p": 0.05195315182209015, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 0.8930326700210571, "val_loss": 0.898564875125885, "acc": 72.43, "time": 82.82344174291939, "param": [ { "p": 0.13204039633274078, "m": 1.0 }, { "p": 0.0565190389752388, "m": 1.0 }, { "p": 0.0758967325091362, "m": 1.0 }, { "p": 0.08655280619859695, "m": 1.0 }, { "p": 0.023164154961705208, "m": 1.0 }, { "p": 0.08079144358634949, "m": 1.0 }, { "p": 0.06534149497747421, "m": 1.0 }, { "p": 0.027714574709534645, "m": 1.0 }, { "p": 0.07803092151880264, "m": 1.0 }, { "p": 0.10941360890865326, "m": 1.0 }, { "p": 0.0353342741727829, "m": 1.0 }, { "p": 0.06076028570532799, "m": 1.0 }, { "p": 0.1299438178539276, "m": 1.0 }, { "p": 0.03849639371037483, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 0.7923083901405334, "val_loss": 0.7126799821853638, "acc": 72.41, "time": 98.14306897390634, "param": [ { "p": 0.12417125701904297, "m": 1.0 }, { "p": 0.060582779347896576, "m": 1.0 }, { "p": 0.08014555275440216, "m": 1.0 }, { "p": 0.08883976191282272, "m": 1.0 }, { "p": 0.032092925161123276, "m": 1.0 }, { "p": 0.08450422435998917, "m": 1.0 }, { "p": 0.04973248764872551, "m": 1.0 }, { "p": 0.021630702540278435, "m": 1.0 }, { "p": 0.07946543395519257, "m": 1.0 }, { "p": 0.09549195319414139, "m": 1.0 }, { "p": 0.03851289674639702, "m": 1.0 }, { "p": 0.06467869132757187, "m": 1.0 }, { "p": 0.13826487958431244, "m": 1.0 }, { "p": 0.04188648238778114, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 0.8984330296516418, "val_loss": 0.7483029961585999, "acc": 71.36, "time": 91.22740864101797, "param": [ { "p": 0.12521541118621826, "m": 1.0 }, { "p": 0.043304502964019775, "m": 1.0 }, { "p": 0.08786852657794952, "m": 1.0 }, { "p": 0.08378945291042328, "m": 1.0 }, { "p": 0.030882632359862328, "m": 1.0 }, { "p": 0.09902724623680115, "m": 1.0 }, { "p": 0.03282899037003517, "m": 1.0 }, { "p": 0.022437935695052147, "m": 1.0 }, { "p": 0.08317360281944275, "m": 1.0 }, { "p": 0.09540139883756638, "m": 1.0 }, { "p": 0.027253873646259308, "m": 1.0 }, { "p": 0.07281186431646347, "m": 1.0 }, { "p": 0.15050828456878662, "m": 1.0 }, { "p": 0.04549625143408775, "m": 1.0 } ] }, { "epoch": 117, "train_loss": 0.7614639401435852, "val_loss": 0.8440366387367249, "acc": 71.71, "time": 95.97038421500474, "param": [ { "p": 0.12501627206802368, "m": 1.0 }, { "p": 0.03528513014316559, "m": 1.0 }, { "p": 0.08818455785512924, "m": 1.0 }, { "p": 0.07845129072666168, "m": 1.0 }, { "p": 0.04025747999548912, "m": 1.0 }, { "p": 0.09408678114414215, "m": 1.0 }, { "p": 0.004537919536232948, "m": 1.0 }, { "p": 0.03677999600768089, "m": 1.0 }, { "p": 0.09844336658716202, "m": 1.0 }, { "p": 0.09398330003023148, "m": 1.0 }, { "p": 0.028749389573931694, "m": 1.0 }, { "p": 0.09025800228118896, "m": 1.0 }, { "p": 0.14086759090423584, "m": 1.0 }, { "p": 0.045098926872015, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 0.952829122543335, "val_loss": 0.8187503814697266, "acc": 72.62, "time": 89.13258146797307, "param": [ { "p": 0.11724396795034409, "m": 1.0 }, { "p": 0.016974791884422302, "m": 1.0 }, { "p": 0.08459844440221786, "m": 1.0 }, { "p": 0.08158063143491745, "m": 1.0 }, { "p": 0.05723651498556137, "m": 1.0 }, { "p": 0.08236066997051239, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0608142726123333, "m": 1.0 }, { "p": 0.10949121415615082, "m": 1.0 }, { "p": 0.08466149121522903, "m": 1.0 }, { "p": 0.03122282400727272, "m": 1.0 }, { "p": 0.0883793979883194, "m": 1.0 }, { "p": 0.13541282713413239, "m": 1.0 }, { "p": 0.05002297833561897, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 0.7843369841575623, "val_loss": 0.8115176558494568, "acc": 72.28, "time": 84.43617708794773, "param": [ { "p": 0.12313046306371689, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08130902051925659, "m": 1.0 }, { "p": 0.0822143405675888, "m": 1.0 }, { "p": 0.06082027032971382, "m": 1.0 }, { "p": 0.08030194044113159, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06275840848684311, "m": 1.0 }, { "p": 0.1154513955116272, "m": 1.0 }, { "p": 0.07987171411514282, "m": 1.0 }, { "p": 0.036829084157943726, "m": 1.0 }, { "p": 0.08942744880914688, "m": 1.0 }, { "p": 0.13781705498695374, "m": 1.0 }, { "p": 0.05006876960396767, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 0.9637401103973389, "val_loss": 0.8464623689651489, "acc": 72.44, "time": 95.46310858614743, "param": [ { "p": 0.12813010811805725, "m": 1.0 }, { "p": 0.003194329561665654, "m": 1.0 }, { "p": 0.08041762560606003, "m": 1.0 }, { "p": 0.06041369587182999, "m": 1.0 }, { "p": 0.07179681956768036, "m": 1.0 }, { "p": 0.07559741288423538, "m": 1.0 }, { "p": 0.005134500563144684, "m": 1.0 }, { "p": 0.05684921145439148, "m": 1.0 }, { "p": 0.114040806889534, "m": 1.0 }, { "p": 0.07447434961795807, "m": 1.0 }, { "p": 0.03674953803420067, "m": 1.0 }, { "p": 0.0962739959359169, "m": 1.0 }, { "p": 0.13852129876613617, "m": 1.0 }, { "p": 0.058406323194503784, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 0.8238266706466675, "val_loss": 0.8356123566627502, "acc": 72.67, "time": 99.9309419170022, "param": [ { "p": 0.1268710196018219, "m": 1.0 }, { "p": 0.004287702962756157, "m": 1.0 }, { "p": 0.06735600531101227, "m": 1.0 }, { "p": 0.04679948836565018, "m": 1.0 }, { "p": 0.07599154859781265, "m": 1.0 }, { "p": 0.0887875035405159, "m": 1.0 }, { "p": 0.014799704775214195, "m": 1.0 }, { "p": 0.05744341015815735, "m": 1.0 }, { "p": 0.10955944657325745, "m": 1.0 }, { "p": 0.07448992133140564, "m": 1.0 }, { "p": 0.025189222767949104, "m": 1.0 }, { "p": 0.08926007896661758, "m": 1.0 }, { "p": 0.1514049768447876, "m": 1.0 }, { "p": 0.06775994598865509, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 0.9515149593353271, "val_loss": 0.8492478728294373, "acc": 72.37, "time": 90.94532898091711, "param": [ { "p": 0.1315259039402008, "m": 1.0 }, { "p": 0.022844141349196434, "m": 1.0 }, { "p": 0.05481923744082451, "m": 1.0 }, { "p": 0.03735567256808281, "m": 1.0 }, { "p": 0.07367246598005295, "m": 1.0 }, { "p": 0.09546148777008057, "m": 1.0 }, { "p": 0.012516964226961136, "m": 1.0 }, { "p": 0.06565216928720474, "m": 1.0 }, { "p": 0.10499653965234756, "m": 1.0 }, { "p": 0.06635181605815887, "m": 1.0 }, { "p": 0.01863454282283783, "m": 1.0 }, { "p": 0.08375561982393265, "m": 1.0 }, { "p": 0.1714763343334198, "m": 1.0 }, { "p": 0.0609370656311512, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 0.8461024165153503, "val_loss": 0.9287270903587341, "acc": 72.43, "time": 83.48431634996086, "param": [ { "p": 0.14153975248336792, "m": 1.0 }, { "p": 0.02338554337620735, "m": 1.0 }, { "p": 0.05527740716934204, "m": 1.0 }, { "p": 0.015362907201051712, "m": 1.0 }, { "p": 0.06025807932019234, "m": 1.0 }, { "p": 0.09783203899860382, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07413645088672638, "m": 1.0 }, { "p": 0.11476638913154602, "m": 1.0 }, { "p": 0.06110687553882599, "m": 1.0 }, { "p": 0.0038347637746483088, "m": 1.0 }, { "p": 0.07931281626224518, "m": 1.0 }, { "p": 0.21962758898735046, "m": 1.0 }, { "p": 0.053559403866529465, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 0.734448254108429, "val_loss": 0.8571737408638, "acc": 71.96, "time": 89.35671066795476, "param": [ { "p": 0.13352569937705994, "m": 1.0 }, { "p": 0.021212762221693993, "m": 1.0 }, { "p": 0.05797287076711655, "m": 1.0 }, { "p": 0.018105220049619675, "m": 1.0 }, { "p": 0.06526245176792145, "m": 1.0 }, { "p": 0.09187488257884979, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07779636234045029, "m": 1.0 }, { "p": 0.10909384489059448, "m": 1.0 }, { "p": 0.04628545418381691, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08287956565618515, "m": 1.0 }, { "p": 0.25105759501457214, "m": 1.0 }, { "p": 0.04493328928947449, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 0.7690925598144531, "val_loss": 0.7239971160888672, "acc": 72.32, "time": 93.61404566187412, "param": [ { "p": 0.11516383290290833, "m": 1.0 }, { "p": 0.023082466796040535, "m": 1.0 }, { "p": 0.04812534153461456, "m": 1.0 }, { "p": 0.03193885460495949, "m": 1.0 }, { "p": 0.08990786969661713, "m": 1.0 }, { "p": 0.0787673369050026, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07089965790510178, "m": 1.0 }, { "p": 0.1082117035984993, "m": 1.0 }, { "p": 0.03376255929470062, "m": 1.0 }, { "p": 0.0017057342920452356, "m": 1.0 }, { "p": 0.0906348004937172, "m": 1.0 }, { "p": 0.25938960909843445, "m": 1.0 }, { "p": 0.04841021075844765, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 0.8435810804367065, "val_loss": 0.8892361521720886, "acc": 71.21, "time": 84.8734033331275, "param": [ { "p": 0.08493334800004959, "m": 1.0 }, { "p": 0.027042699977755547, "m": 1.0 }, { "p": 0.045303452759981155, "m": 1.0 }, { "p": 0.05378564074635506, "m": 1.0 }, { "p": 0.11565599590539932, "m": 1.0 }, { "p": 0.056594785302877426, "m": 1.0 }, { "p": 0.003665956435725093, "m": 1.0 }, { "p": 0.06725773215293884, "m": 1.0 }, { "p": 0.1102338656783104, "m": 1.0 }, { "p": 0.03369741514325142, "m": 1.0 }, { "p": 0.011259526014328003, "m": 1.0 }, { "p": 0.09260217845439911, "m": 1.0 }, { "p": 0.24331273138523102, "m": 1.0 }, { "p": 0.05465470626950264, "m": 1.0 } ] }, { "epoch": 127, "train_loss": 0.9792821407318115, "val_loss": 0.7438183426856995, "acc": 72.08, "time": 90.66799916117452, "param": [ { "p": 0.057573352009058, "m": 1.0 }, { "p": 0.0432390421628952, "m": 1.0 }, { "p": 0.04343033209443092, "m": 1.0 }, { "p": 0.05759105086326599, "m": 1.0 }, { "p": 0.13033966720104218, "m": 1.0 }, { "p": 0.03958786651492119, "m": 1.0 }, { "p": 0.007194620557129383, "m": 1.0 }, { "p": 0.06908918917179108, "m": 1.0 }, { "p": 0.10975920408964157, "m": 1.0 }, { "p": 0.04272041469812393, "m": 1.0 }, { "p": 0.023488838225603104, "m": 1.0 }, { "p": 0.09382767975330353, "m": 1.0 }, { "p": 0.20985352993011475, "m": 1.0 }, { "p": 0.07230515778064728, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 0.9877712726593018, "val_loss": 0.7303435206413269, "acc": 72.06, "time": 87.3663649209775, "param": [ { "p": 0.05030805617570877, "m": 1.0 }, { "p": 0.0441037155687809, "m": 1.0 }, { "p": 0.06822241842746735, "m": 1.0 }, { "p": 0.04954735189676285, "m": 1.0 }, { "p": 0.11644497513771057, "m": 1.0 }, { "p": 0.0414276048541069, "m": 1.0 }, { "p": 0.025643689557909966, "m": 1.0 }, { "p": 0.058814458549022675, "m": 1.0 }, { "p": 0.09851891547441483, "m": 1.0 }, { "p": 0.05231793224811554, "m": 1.0 }, { "p": 0.03681924566626549, "m": 1.0 }, { "p": 0.10293523967266083, "m": 1.0 }, { "p": 0.17814554274082184, "m": 1.0 }, { "p": 0.07675081491470337, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 0.8004800081253052, "val_loss": 0.7512233257293701, "acc": 72.7, "time": 84.8145244747866, "param": [ { "p": 0.0429515540599823, "m": 1.0 }, { "p": 0.03499593213200569, "m": 1.0 }, { "p": 0.07842522114515305, "m": 1.0 }, { "p": 0.037792496383190155, "m": 1.0 }, { "p": 0.11704836040735245, "m": 1.0 }, { "p": 0.048514753580093384, "m": 1.0 }, { "p": 0.039948757737874985, "m": 1.0 }, { "p": 0.05737169831991196, "m": 1.0 }, { "p": 0.0959395170211792, "m": 1.0 }, { "p": 0.06342307478189468, "m": 1.0 }, { "p": 0.029317252337932587, "m": 1.0 }, { "p": 0.11647962778806686, "m": 1.0 }, { "p": 0.15432916581630707, "m": 1.0 }, { "p": 0.08346253633499146, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 0.9729037284851074, "val_loss": 0.7723352313041687, "acc": 72.68, "time": 96.14570010895841, "param": [ { "p": 0.045763809233903885, "m": 1.0 }, { "p": 0.04319142922759056, "m": 1.0 }, { "p": 0.07925742119550705, "m": 1.0 }, { "p": 0.041100919246673584, "m": 1.0 }, { "p": 0.09992551058530807, "m": 1.0 }, { "p": 0.06730969995260239, "m": 1.0 }, { "p": 0.06326138228178024, "m": 1.0 }, { "p": 0.05677572637796402, "m": 1.0 }, { "p": 0.09110153466463089, "m": 1.0 }, { "p": 0.057173579931259155, "m": 1.0 }, { "p": 0.04057483375072479, "m": 1.0 }, { "p": 0.11463745683431625, "m": 1.0 }, { "p": 0.11808539181947708, "m": 1.0 }, { "p": 0.08184119313955307, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 1.0818589925765991, "val_loss": 0.7869091033935547, "acc": 73.22, "time": 99.28909599408507, "param": [ { "p": 0.051962126046419144, "m": 1.0 }, { "p": 0.06198744848370552, "m": 1.0 }, { "p": 0.08543344587087631, "m": 1.0 }, { "p": 0.051667969673871994, "m": 1.0 }, { "p": 0.09953679144382477, "m": 1.0 }, { "p": 0.07284132391214371, "m": 1.0 }, { "p": 0.062320902943611145, "m": 1.0 }, { "p": 0.04315759986639023, "m": 1.0 }, { "p": 0.09392707794904709, "m": 1.0 }, { "p": 0.044126011431217194, "m": 1.0 }, { "p": 0.05822383612394333, "m": 1.0 }, { "p": 0.11762994527816772, "m": 1.0 }, { "p": 0.09250666946172714, "m": 1.0 }, { "p": 0.06467884033918381, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 1.1717064380645752, "val_loss": 0.8351958990097046, "acc": 71.57, "time": 83.1707894441206, "param": [ { "p": 0.05375789478421211, "m": 1.0 }, { "p": 0.07996287941932678, "m": 1.0 }, { "p": 0.09440939873456955, "m": 1.0 }, { "p": 0.049155645072460175, "m": 1.0 }, { "p": 0.11556310206651688, "m": 1.0 }, { "p": 0.06105050817131996, "m": 1.0 }, { "p": 0.06953543424606323, "m": 1.0 }, { "p": 0.03655392304062843, "m": 1.0 }, { "p": 0.08438006788492203, "m": 1.0 }, { "p": 0.042267460376024246, "m": 1.0 }, { "p": 0.06964673101902008, "m": 1.0 }, { "p": 0.11695539206266403, "m": 1.0 }, { "p": 0.08059196174144745, "m": 1.0 }, { "p": 0.04616961628198624, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 1.033129096031189, "val_loss": 0.9406318068504333, "acc": 72.87, "time": 82.77182873687707, "param": [ { "p": 0.06873888522386551, "m": 1.0 }, { "p": 0.06829345971345901, "m": 1.0 }, { "p": 0.10879521071910858, "m": 1.0 }, { "p": 0.03686177730560303, "m": 1.0 }, { "p": 0.1218748688697815, "m": 1.0 }, { "p": 0.062299128621816635, "m": 1.0 }, { "p": 0.09371025115251541, "m": 1.0 }, { "p": 0.024179382249712944, "m": 1.0 }, { "p": 0.05665687844157219, "m": 1.0 }, { "p": 0.02976398542523384, "m": 1.0 }, { "p": 0.07983331382274628, "m": 1.0 }, { "p": 0.13537287712097168, "m": 1.0 }, { "p": 0.07622723281383514, "m": 1.0 }, { "p": 0.0373927541077137, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 1.0554301738739014, "val_loss": 0.7833316326141357, "acc": 72.07, "time": 82.75587150105275, "param": [ { "p": 0.07553914934396744, "m": 1.0 }, { "p": 0.05802258476614952, "m": 1.0 }, { "p": 0.10399232804775238, "m": 1.0 }, { "p": 0.026629598811268806, "m": 1.0 }, { "p": 0.1247902438044548, "m": 1.0 }, { "p": 0.06511792540550232, "m": 1.0 }, { "p": 0.09799078106880188, "m": 1.0 }, { "p": 0.02356969192624092, "m": 1.0 }, { "p": 0.04356888309121132, "m": 1.0 }, { "p": 0.03216689079999924, "m": 1.0 }, { "p": 0.08289899677038193, "m": 1.0 }, { "p": 0.14310874044895172, "m": 1.0 }, { "p": 0.07330920547246933, "m": 1.0 }, { "p": 0.049295056611299515, "m": 1.0 } ] }, { "epoch": 135, "train_loss": 0.9265782833099365, "val_loss": 0.7300612330436707, "acc": 72.68, "time": 81.90982301696204, "param": [ { "p": 0.06311263144016266, "m": 1.0 }, { "p": 0.07179959118366241, "m": 1.0 }, { "p": 0.09892678260803223, "m": 1.0 }, { "p": 0.018596766516566277, "m": 1.0 }, { "p": 0.13839194178581238, "m": 1.0 }, { "p": 0.05459057539701462, "m": 1.0 }, { "p": 0.10256826877593994, "m": 1.0 }, { "p": 0.029692713171243668, "m": 1.0 }, { "p": 0.04915016517043114, "m": 1.0 }, { "p": 0.03007318638265133, "m": 1.0 }, { "p": 0.09312742203474045, "m": 1.0 }, { "p": 0.13308754563331604, "m": 1.0 }, { "p": 0.05456674098968506, "m": 1.0 }, { "p": 0.06231576204299927, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 0.7515885233879089, "val_loss": 0.8274477124214172, "acc": 71.86, "time": 82.98175697610714, "param": [ { "p": 0.0671134814620018, "m": 1.0 }, { "p": 0.07043454051017761, "m": 1.0 }, { "p": 0.09663151204586029, "m": 1.0 }, { "p": 0.022836845368146896, "m": 1.0 }, { "p": 0.1320524364709854, "m": 1.0 }, { "p": 0.04887300357222557, "m": 1.0 }, { "p": 0.1001969575881958, "m": 1.0 }, { "p": 0.03843642398715019, "m": 1.0 }, { "p": 0.041891567409038544, "m": 1.0 }, { "p": 0.03313574567437172, "m": 1.0 }, { "p": 0.09807399660348892, "m": 1.0 }, { "p": 0.1300070732831955, "m": 1.0 }, { "p": 0.035867225378751755, "m": 1.0 }, { "p": 0.0844491645693779, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 0.6958453059196472, "val_loss": 0.7891499400138855, "acc": 72.98, "time": 86.5151952910237, "param": [ { "p": 0.07665053755044937, "m": 1.0 }, { "p": 0.052028197795152664, "m": 1.0 }, { "p": 0.10577123612165451, "m": 1.0 }, { "p": 0.02431153692305088, "m": 1.0 }, { "p": 0.10705094039440155, "m": 1.0 }, { "p": 0.05025874078273773, "m": 1.0 }, { "p": 0.10568518191576004, "m": 1.0 }, { "p": 0.0406196303665638, "m": 1.0 }, { "p": 0.02540564350783825, "m": 1.0 }, { "p": 0.04994963854551315, "m": 1.0 }, { "p": 0.09623736143112183, "m": 1.0 }, { "p": 0.14667704701423645, "m": 1.0 }, { "p": 0.024175776168704033, "m": 1.0 }, { "p": 0.09517848491668701, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 0.8608936667442322, "val_loss": 0.7006277441978455, "acc": 72.43, "time": 99.98432473791763, "param": [ { "p": 0.08184491097927094, "m": 1.0 }, { "p": 0.028440052643418312, "m": 1.0 }, { "p": 0.12117856740951538, "m": 1.0 }, { "p": 0.027944153174757957, "m": 1.0 }, { "p": 0.09234262257814407, "m": 1.0 }, { "p": 0.0456635057926178, "m": 1.0 }, { "p": 0.12524665892124176, "m": 1.0 }, { "p": 0.04550210386514664, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.05520276352763176, "m": 1.0 }, { "p": 0.10417582839727402, "m": 1.0 }, { "p": 0.17079952359199524, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10165923088788986, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 0.6513631939888, "val_loss": 0.7423897385597229, "acc": 72.88, "time": 84.28147939220071, "param": [ { "p": 0.08577147126197815, "m": 1.0 }, { "p": 0.010643948800861835, "m": 1.0 }, { "p": 0.13532251119613647, "m": 1.0 }, { "p": 0.014946790412068367, "m": 1.0 }, { "p": 0.0881086215376854, "m": 1.0 }, { "p": 0.029634980484843254, "m": 1.0 }, { "p": 0.13048548996448517, "m": 1.0 }, { "p": 0.05515093728899956, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.052805379033088684, "m": 1.0 }, { "p": 0.10120368003845215, "m": 1.0 }, { "p": 0.17563845217227936, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1202877089381218, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 0.7653573155403137, "val_loss": 0.8426802754402161, "acc": 72.48, "time": 92.60770841105841, "param": [ { "p": 0.07407664507627487, "m": 1.0 }, { "p": 0.002113794907927513, "m": 1.0 }, { "p": 0.15177924931049347, "m": 1.0 }, { "p": 0.01649472862482071, "m": 1.0 }, { "p": 0.08800969272851944, "m": 1.0 }, { "p": 0.02118520252406597, "m": 1.0 }, { "p": 0.12890805304050446, "m": 1.0 }, { "p": 0.06599299609661102, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.041623931378126144, "m": 1.0 }, { "p": 0.09841430932283401, "m": 1.0 }, { "p": 0.16975641250610352, "m": 1.0 }, { "p": 0.00020395206229295582, "m": 1.0 }, { "p": 0.14144107699394226, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 0.9877126812934875, "val_loss": 0.8060964345932007, "acc": 72.54, "time": 82.8797817628365, "param": [ { "p": 0.06911574304103851, "m": 1.0 }, { "p": 0.0032088146544992924, "m": 1.0 }, { "p": 0.15944986045360565, "m": 1.0 }, { "p": 0.01435782015323639, "m": 1.0 }, { "p": 0.09398125857114792, "m": 1.0 }, { "p": 0.04378717765212059, "m": 1.0 }, { "p": 0.11480052024126053, "m": 1.0 }, { "p": 0.058834679424762726, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.03290288895368576, "m": 1.0 }, { "p": 0.10447530448436737, "m": 1.0 }, { "p": 0.16452066600322723, "m": 1.0 }, { "p": 0.004565643612295389, "m": 1.0 }, { "p": 0.13599960505962372, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 0.7950096130371094, "val_loss": 0.7661904096603394, "acc": 72.34, "time": 82.55754486098886, "param": [ { "p": 0.0783819854259491, "m": 1.0 }, { "p": 0.005548977293074131, "m": 1.0 }, { "p": 0.14798186719417572, "m": 1.0 }, { "p": 0.027426935732364655, "m": 1.0 }, { "p": 0.09397340565919876, "m": 1.0 }, { "p": 0.0506514273583889, "m": 1.0 }, { "p": 0.10320077836513519, "m": 1.0 }, { "p": 0.048488568514585495, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04866444692015648, "m": 1.0 }, { "p": 0.09807392954826355, "m": 1.0 }, { "p": 0.1524651199579239, "m": 1.0 }, { "p": 0.015563150867819786, "m": 1.0 }, { "p": 0.12957939505577087, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 0.9282594323158264, "val_loss": 0.8464967608451843, "acc": 72.38, "time": 91.14667245489545, "param": [ { "p": 0.09016375988721848, "m": 1.0 }, { "p": 0.006318316794931889, "m": 1.0 }, { "p": 0.14626318216323853, "m": 1.0 }, { "p": 0.033101603388786316, "m": 1.0 }, { "p": 0.10626441240310669, "m": 1.0 }, { "p": 0.04260686784982681, "m": 1.0 }, { "p": 0.09933488816022873, "m": 1.0 }, { "p": 0.03631501644849777, "m": 1.0 }, { "p": 0.004557667765766382, "m": 1.0 }, { "p": 0.06682761758565903, "m": 1.0 }, { "p": 0.08406796306371689, "m": 1.0 }, { "p": 0.14571473002433777, "m": 1.0 }, { "p": 0.013045448809862137, "m": 1.0 }, { "p": 0.125418558716774, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 0.8260828852653503, "val_loss": 0.7744656205177307, "acc": 72.77, "time": 86.52517525991425, "param": [ { "p": 0.10642662644386292, "m": 1.0 }, { "p": 0.006512850057333708, "m": 1.0 }, { "p": 0.14498955011367798, "m": 1.0 }, { "p": 0.024638541042804718, "m": 1.0 }, { "p": 0.10193812102079391, "m": 1.0 }, { "p": 0.05544087663292885, "m": 1.0 }, { "p": 0.09141946583986282, "m": 1.0 }, { "p": 0.02992648258805275, "m": 1.0 }, { "p": 0.02299204096198082, "m": 1.0 }, { "p": 0.09465084224939346, "m": 1.0 }, { "p": 0.06352745741605759, "m": 1.0 }, { "p": 0.12502682209014893, "m": 1.0 }, { "p": 0.006168276071548462, "m": 1.0 }, { "p": 0.12634210288524628, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 0.7375686764717102, "val_loss": 0.8458213806152344, "acc": 73.2, "time": 89.5509638369549, "param": [ { "p": 0.10913145542144775, "m": 1.0 }, { "p": 0.002971622394397855, "m": 1.0 }, { "p": 0.14897632598876953, "m": 1.0 }, { "p": 0.016192857176065445, "m": 1.0 }, { "p": 0.10123828798532486, "m": 1.0 }, { "p": 0.06144459545612335, "m": 1.0 }, { "p": 0.08530140668153763, "m": 1.0 }, { "p": 0.035227857530117035, "m": 1.0 }, { "p": 0.02319420874118805, "m": 1.0 }, { "p": 0.11396700143814087, "m": 1.0 }, { "p": 0.05913282185792923, "m": 1.0 }, { "p": 0.10503324121236801, "m": 1.0 }, { "p": 0.013489967212080956, "m": 1.0 }, { "p": 0.12469837069511414, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 0.6980244517326355, "val_loss": 0.8686733245849609, "acc": 72.33, "time": 84.967677394161, "param": [ { "p": 0.11122998595237732, "m": 1.0 }, { "p": 0.010583695024251938, "m": 1.0 }, { "p": 0.11679787188768387, "m": 1.0 }, { "p": 0.008042972534894943, "m": 1.0 }, { "p": 0.09984517097473145, "m": 1.0 }, { "p": 0.06778190284967422, "m": 1.0 }, { "p": 0.08317204564809799, "m": 1.0 }, { "p": 0.056722063571214676, "m": 1.0 }, { "p": 0.038670334964990616, "m": 1.0 }, { "p": 0.10804246366024017, "m": 1.0 }, { "p": 0.06730308383703232, "m": 1.0 }, { "p": 0.09231261163949966, "m": 1.0 }, { "p": 0.021215813234448433, "m": 1.0 }, { "p": 0.11828002333641052, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 0.7623264193534851, "val_loss": 0.7748068571090698, "acc": 73.37, "time": 84.3447310749907, "param": [ { "p": 0.10210748761892319, "m": 1.0 }, { "p": 0.01898321323096752, "m": 1.0 }, { "p": 0.10462094098329544, "m": 1.0 }, { "p": 0.025200292468070984, "m": 1.0 }, { "p": 0.10330428928136826, "m": 1.0 }, { "p": 0.07728200405836105, "m": 1.0 }, { "p": 0.07401733845472336, "m": 1.0 }, { "p": 0.07530646026134491, "m": 1.0 }, { "p": 0.04581292346119881, "m": 1.0 }, { "p": 0.09024355560541153, "m": 1.0 }, { "p": 0.06713711470365524, "m": 1.0 }, { "p": 0.07649697363376617, "m": 1.0 }, { "p": 0.026203792542219162, "m": 1.0 }, { "p": 0.1132836639881134, "m": 1.0 } ] }, { "epoch": 148, "train_loss": 1.1324257850646973, "val_loss": 0.8872215747833252, "acc": 73.21, "time": 84.24316141894087, "param": [ { "p": 0.09662569314241409, "m": 1.0 }, { "p": 0.03878597915172577, "m": 1.0 }, { "p": 0.08195177465677261, "m": 1.0 }, { "p": 0.04036635905504227, "m": 1.0 }, { "p": 0.10682053118944168, "m": 1.0 }, { "p": 0.08813382685184479, "m": 1.0 }, { "p": 0.07331933826208115, "m": 1.0 }, { "p": 0.07417803257703781, "m": 1.0 }, { "p": 0.04579447954893112, "m": 1.0 }, { "p": 0.07681865990161896, "m": 1.0 }, { "p": 0.05132048949599266, "m": 1.0 }, { "p": 0.08226912468671799, "m": 1.0 }, { "p": 0.04821573942899704, "m": 1.0 }, { "p": 0.09539991617202759, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 1.078338623046875, "val_loss": 0.8346129059791565, "acc": 72.33, "time": 83.78800934902392, "param": [ { "p": 0.09294764697551727, "m": 1.0 }, { "p": 0.056125231087207794, "m": 1.0 }, { "p": 0.05411049351096153, "m": 1.0 }, { "p": 0.06399473547935486, "m": 1.0 }, { "p": 0.10778281092643738, "m": 1.0 }, { "p": 0.09280136972665787, "m": 1.0 }, { "p": 0.0751613900065422, "m": 1.0 }, { "p": 0.0755077451467514, "m": 1.0 }, { "p": 0.05007476732134819, "m": 1.0 }, { "p": 0.06067095696926117, "m": 1.0 }, { "p": 0.043185461312532425, "m": 1.0 }, { "p": 0.08693797141313553, "m": 1.0 }, { "p": 0.05273612588644028, "m": 1.0 }, { "p": 0.08796332031488419, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 0.6951539516448975, "val_loss": 0.8099674582481384, "acc": 72.92, "time": 94.14453077502549, "param": [ { "p": 0.09349216520786285, "m": 1.0 }, { "p": 0.05002683401107788, "m": 1.0 }, { "p": 0.036398012191057205, "m": 1.0 }, { "p": 0.07073121517896652, "m": 1.0 }, { "p": 0.09012795984745026, "m": 1.0 }, { "p": 0.09754187613725662, "m": 1.0 }, { "p": 0.0703820288181305, "m": 1.0 }, { "p": 0.0897059366106987, "m": 1.0 }, { "p": 0.06017649546265602, "m": 1.0 }, { "p": 0.054128702729940414, "m": 1.0 }, { "p": 0.053039759397506714, "m": 1.0 }, { "p": 0.09335532039403915, "m": 1.0 }, { "p": 0.06040685251355171, "m": 1.0 }, { "p": 0.08048690110445023, "m": 1.0 } ] } ] }