{ "Accuracy": 73.53, "Time": [ 107.98433005353746, 5.40664385973981 ], "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 2.2052359580993652, "val_loss": 2.2793562412261963, "acc": 14.47, "time": 108.7027228299994, "param": [ { "p": 0.0789775475859642, "m": 1.0 }, { "p": 0.07146448642015457, "m": 1.0 }, { "p": 0.06036721169948578, "m": 1.0 }, { "p": 0.09002602100372314, "m": 1.0 }, { "p": 0.09492004662752151, "m": 1.0 }, { "p": 0.02729993872344494, "m": 1.0 }, { "p": 0.0641038790345192, "m": 1.0 }, { "p": 0.07689249515533447, "m": 1.0 }, { "p": 0.08651211857795715, "m": 1.0 }, { "p": 0.08977146446704865, "m": 1.0 }, { "p": 0.044101227074861526, "m": 1.0 }, { "p": 0.06213574856519699, "m": 1.0 }, { "p": 0.10137125104665756, "m": 1.0 }, { "p": 0.052056685090065, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 2.2982492446899414, "val_loss": 2.0751192569732666, "acc": 23.25, "time": 108.30152661399916, "param": [ { "p": 0.10071588307619095, "m": 1.0 }, { "p": 0.04833546280860901, "m": 1.0 }, { "p": 0.07120773196220398, "m": 1.0 }, { "p": 0.11220569163560867, "m": 1.0 }, { "p": 0.10530451685190201, "m": 1.0 }, { "p": 0.04040868580341339, "m": 1.0 }, { "p": 0.07112900912761688, "m": 1.0 }, { "p": 0.05684659630060196, "m": 1.0 }, { "p": 0.10712695121765137, "m": 1.0 }, { "p": 0.09348293393850327, "m": 1.0 }, { "p": 0.019123582169413567, "m": 1.0 }, { "p": 0.07463761419057846, "m": 1.0 }, { "p": 0.08487221598625183, "m": 1.0 }, { "p": 0.01460317987948656, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 2.065664529800415, "val_loss": 1.9600352048873901, "acc": 29.45, "time": 109.24246307183057, "param": [ { "p": 0.12459759414196014, "m": 1.0 }, { "p": 0.026039408519864082, "m": 1.0 }, { "p": 0.07939521223306656, "m": 1.0 }, { "p": 0.12722933292388916, "m": 1.0 }, { "p": 0.10489030182361603, "m": 1.0 }, { "p": 0.021052362397313118, "m": 1.0 }, { "p": 0.05996546149253845, "m": 1.0 }, { "p": 0.06409602612257004, "m": 1.0 }, { "p": 0.10779837518930435, "m": 1.0 }, { "p": 0.09844192117452621, "m": 1.0 }, { "p": 0.010974552482366562, "m": 1.0 }, { "p": 0.09754778444766998, "m": 1.0 }, { "p": 0.07797172665596008, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 2.003465414047241, "val_loss": 1.9156750440597534, "acc": 34.09, "time": 110.5423766199965, "param": [ { "p": 0.12851019203662872, "m": 1.0 }, { "p": 0.0015954556874930859, "m": 1.0 }, { "p": 0.08576095104217529, "m": 1.0 }, { "p": 0.12544389069080353, "m": 1.0 }, { "p": 0.10034900158643723, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.055506084114313126, "m": 1.0 }, { "p": 0.07291775941848755, "m": 1.0 }, { "p": 0.10400258004665375, "m": 1.0 }, { "p": 0.10570620745420456, "m": 1.0 }, { "p": 0.026297297328710556, "m": 1.0 }, { "p": 0.11867033690214157, "m": 1.0 }, { "p": 0.07524023950099945, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 1.883785605430603, "val_loss": 1.8055002689361572, "acc": 37.54, "time": 101.2407546530012, "param": [ { "p": 0.15435034036636353, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07728530466556549, "m": 1.0 }, { "p": 0.11198610812425613, "m": 1.0 }, { "p": 0.11201154440641403, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06369773298501968, "m": 1.0 }, { "p": 0.05654752627015114, "m": 1.0 }, { "p": 0.09303921461105347, "m": 1.0 }, { "p": 0.09814298897981644, "m": 1.0 }, { "p": 0.013286808505654335, "m": 1.0 }, { "p": 0.14248359203338623, "m": 1.0 }, { "p": 0.07716888189315796, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 1.8156991004943848, "val_loss": 1.749772310256958, "acc": 36.52, "time": 105.91904400894418, "param": [ { "p": 0.1939307600259781, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0612308531999588, "m": 1.0 }, { "p": 0.11911951005458832, "m": 1.0 }, { "p": 0.1126592680811882, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06891559064388275, "m": 1.0 }, { "p": 0.03384994715452194, "m": 1.0 }, { "p": 0.08627285808324814, "m": 1.0 }, { "p": 0.1050306186079979, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.15864881873130798, "m": 1.0 }, { "p": 0.06034179776906967, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 1.9363409280776978, "val_loss": 1.7923272848129272, "acc": 40.25, "time": 109.94360910193063, "param": [ { "p": 0.17352673411369324, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06816636770963669, "m": 1.0 }, { "p": 0.10357759147882462, "m": 1.0 }, { "p": 0.10205259174108505, "m": 1.0 }, { "p": 0.01680469885468483, "m": 1.0 }, { "p": 0.07678592950105667, "m": 1.0 }, { "p": 0.04067215323448181, "m": 1.0 }, { "p": 0.08067899197340012, "m": 1.0 }, { "p": 0.11170179396867752, "m": 1.0 }, { "p": 0.02078053168952465, "m": 1.0 }, { "p": 0.1392209380865097, "m": 1.0 }, { "p": 0.06603166460990906, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 1.8930538892745972, "val_loss": 1.6032782793045044, "acc": 43.03, "time": 115.93302625394426, "param": [ { "p": 0.17372390627861023, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08562321960926056, "m": 1.0 }, { "p": 0.10120757669210434, "m": 1.0 }, { "p": 0.09486352652311325, "m": 1.0 }, { "p": 0.01101972721517086, "m": 1.0 }, { "p": 0.07782280445098877, "m": 1.0 }, { "p": 0.041238244622945786, "m": 1.0 }, { "p": 0.07145635783672333, "m": 1.0 }, { "p": 0.10672096908092499, "m": 1.0 }, { "p": 0.026783013716340065, "m": 1.0 }, { "p": 0.13942432403564453, "m": 1.0 }, { "p": 0.07011640071868896, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 1.89827561378479, "val_loss": 1.485926628112793, "acc": 43.65, "time": 111.9273042450659, "param": [ { "p": 0.1818728744983673, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10644923150539398, "m": 1.0 }, { "p": 0.10371337085962296, "m": 1.0 }, { "p": 0.07647354900836945, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07601092010736465, "m": 1.0 }, { "p": 0.04479307681322098, "m": 1.0 }, { "p": 0.07253573834896088, "m": 1.0 }, { "p": 0.10382445901632309, "m": 1.0 }, { "p": 0.025995422154664993, "m": 1.0 }, { "p": 0.13901665806770325, "m": 1.0 }, { "p": 0.06931472569704056, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 1.7585912942886353, "val_loss": 1.4411929845809937, "acc": 44.24, "time": 106.90274714305997, "param": [ { "p": 0.19060342013835907, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12123967707157135, "m": 1.0 }, { "p": 0.10927238315343857, "m": 1.0 }, { "p": 0.061058711260557175, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0719468891620636, "m": 1.0 }, { "p": 0.04000354930758476, "m": 1.0 }, { "p": 0.07138878107070923, "m": 1.0 }, { "p": 0.10066062957048416, "m": 1.0 }, { "p": 0.01195402629673481, "m": 1.0 }, { "p": 0.14801883697509766, "m": 1.0 }, { "p": 0.07385298609733582, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 1.5623600482940674, "val_loss": 1.575615644454956, "acc": 45.49, "time": 108.6637520219665, "param": [ { "p": 0.21615733206272125, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.13666564226150513, "m": 1.0 }, { "p": 0.10975385457277298, "m": 1.0 }, { "p": 0.0424380749464035, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07006800174713135, "m": 1.0 }, { "p": 0.029222389683127403, "m": 1.0 }, { "p": 0.07028704136610031, "m": 1.0 }, { "p": 0.09349499642848969, "m": 1.0 }, { "p": 0.00014280813047662377, "m": 1.0 }, { "p": 0.1609443873167038, "m": 1.0 }, { "p": 0.07082558423280716, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 1.8146734237670898, "val_loss": 1.4797356128692627, "acc": 45.3, "time": 117.3234457669314, "param": [ { "p": 0.2287605255842209, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1387728601694107, "m": 1.0 }, { "p": 0.09933918714523315, "m": 1.0 }, { "p": 0.021359186619520187, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0803573727607727, "m": 1.0 }, { "p": 0.025229277089238167, "m": 1.0 }, { "p": 0.06475061178207397, "m": 1.0 }, { "p": 0.09313486516475677, "m": 1.0 }, { "p": 0.005235957447439432, "m": 1.0 }, { "p": 0.1705041229724884, "m": 1.0 }, { "p": 0.0725560188293457, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 1.6708755493164062, "val_loss": 1.4622515439987183, "acc": 47.52, "time": 110.53321379702538, "param": [ { "p": 0.24051779508590698, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.13446934521198273, "m": 1.0 }, { "p": 0.08268078416585922, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10428597778081894, "m": 1.0 }, { "p": 0.02303583361208439, "m": 1.0 }, { "p": 0.05836004763841629, "m": 1.0 }, { "p": 0.10858172178268433, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.17620813846588135, "m": 1.0 }, { "p": 0.07186038047075272, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 1.8601784706115723, "val_loss": 1.557496190071106, "acc": 47.97, "time": 104.61468114494346, "param": [ { "p": 0.25726956129074097, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.13021448254585266, "m": 1.0 }, { "p": 0.06041799485683441, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1182393878698349, "m": 1.0 }, { "p": 0.010897353291511536, "m": 1.0 }, { "p": 0.03897686302661896, "m": 1.0 }, { "p": 0.12733905017375946, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.18679746985435486, "m": 1.0 }, { "p": 0.06984784454107285, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 1.5289219617843628, "val_loss": 1.395140528678894, "acc": 50.33, "time": 107.87954363995232, "param": [ { "p": 0.2796784043312073, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.13389600813388824, "m": 1.0 }, { "p": 0.03823145851492882, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11686766892671585, "m": 1.0 }, { "p": 2.9859316782676615e-05, "m": 1.0 }, { "p": 0.020383872091770172, "m": 1.0 }, { "p": 0.142330601811409, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.2109791338443756, "m": 1.0 }, { "p": 0.05760306119918823, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 1.7864758968353271, "val_loss": 1.4553836584091187, "acc": 49.42, "time": 101.90184057014994, "param": [ { "p": 0.29509150981903076, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1379193216562271, "m": 1.0 }, { "p": 0.01699642837047577, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11353349685668945, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.008586418814957142, "m": 1.0 }, { "p": 0.15284715592861176, "m": 1.0 }, { "p": 0.0022897724993526936, "m": 1.0 }, { "p": 0.22570590674877167, "m": 1.0 }, { "p": 0.04702994227409363, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 1.6163420677185059, "val_loss": 1.4511520862579346, "acc": 50.91, "time": 114.1476961018052, "param": [ { "p": 0.28976941108703613, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.14051586389541626, "m": 1.0 }, { "p": 0.00557326152920723, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12219683825969696, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.010180437006056309, "m": 1.0 }, { "p": 0.15837860107421875, "m": 1.0 }, { "p": 0.006247702986001968, "m": 1.0 }, { "p": 0.22262127697467804, "m": 1.0 }, { "p": 0.04451649636030197, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 1.4724712371826172, "val_loss": 1.3800268173217773, "acc": 53.03, "time": 108.82384061696939, "param": [ { "p": 0.2994273900985718, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1368490606546402, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11565198004245758, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.005545135121792555, "m": 1.0 }, { "p": 0.16422781348228455, "m": 1.0 }, { "p": 0.002419236348941922, "m": 1.0 }, { "p": 0.23803405463695526, "m": 1.0 }, { "p": 0.03784532472491264, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 1.582410216331482, "val_loss": 1.3187037706375122, "acc": 52.84, "time": 111.70953956316225, "param": [ { "p": 0.3029077649116516, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12706544995307922, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1127094253897667, "m": 1.0 }, { "p": 0.0033980875741690397, "m": 1.0 }, { "p": 0.0031488745007663965, "m": 1.0 }, { "p": 0.1683669239282608, "m": 1.0 }, { "p": 0.001398540334776044, "m": 1.0 }, { "p": 0.24237580597400665, "m": 1.0 }, { "p": 0.03862911835312843, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 1.4253839254379272, "val_loss": 1.2656171321868896, "acc": 54.48, "time": 111.564552905038, "param": [ { "p": 0.2956002652645111, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12393856048583984, "m": 1.0 }, { "p": 0.0022614533081650734, "m": 1.0 }, { "p": 0.001078571192920208, "m": 1.0 }, { "p": 0.008718614466488361, "m": 1.0 }, { "p": 0.10333853214979172, "m": 1.0 }, { "p": 0.009117640554904938, "m": 1.0 }, { "p": 0.0074020372703671455, "m": 1.0 }, { "p": 0.1605307012796402, "m": 1.0 }, { "p": 0.0036341005470603704, "m": 1.0 }, { "p": 0.2393491119146347, "m": 1.0 }, { "p": 0.04503033310174942, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 1.8087890148162842, "val_loss": 1.3369476795196533, "acc": 54.49, "time": 103.44502354506403, "param": [ { "p": 0.22616104781627655, "m": 1.0 }, { "p": 0.016056258231401443, "m": 1.0 }, { "p": 0.11083429306745529, "m": 1.0 }, { "p": 0.030147423967719078, "m": 1.0 }, { "p": 0.015123986639082432, "m": 1.0 }, { "p": 0.013494751416146755, "m": 1.0 }, { "p": 0.08576077967882156, "m": 1.0 }, { "p": 0.045471202582120895, "m": 1.0 }, { "p": 0.038036707788705826, "m": 1.0 }, { "p": 0.12994977831840515, "m": 1.0 }, { "p": 0.02387394942343235, "m": 1.0 }, { "p": 0.18786625564098358, "m": 1.0 }, { "p": 0.06530771404504776, "m": 1.0 }, { "p": 0.011915917508304119, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 1.5425970554351807, "val_loss": 1.436095952987671, "acc": 52.69, "time": 112.12222851905972, "param": [ { "p": 0.214385524392128, "m": 1.0 }, { "p": 0.007620977703481913, "m": 1.0 }, { "p": 0.11432532221078873, "m": 1.0 }, { "p": 0.0376187302172184, "m": 1.0 }, { "p": 0.014413151890039444, "m": 1.0 }, { "p": 0.006626335438340902, "m": 1.0 }, { "p": 0.07347925007343292, "m": 1.0 }, { "p": 0.06397435814142227, "m": 1.0 }, { "p": 0.0445549339056015, "m": 1.0 }, { "p": 0.13378027081489563, "m": 1.0 }, { "p": 0.03092912584543228, "m": 1.0 }, { "p": 0.18449081480503082, "m": 1.0 }, { "p": 0.07380114495754242, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 1.4486489295959473, "val_loss": 1.2385993003845215, "acc": 55.85, "time": 111.51923599117436, "param": [ { "p": 0.22950045764446259, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11093834787607193, "m": 1.0 }, { "p": 0.04056728631258011, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.05853603407740593, "m": 1.0 }, { "p": 0.06735662370920181, "m": 1.0 }, { "p": 0.04808085784316063, "m": 1.0 }, { "p": 0.14403961598873138, "m": 1.0 }, { "p": 0.028261428698897362, "m": 1.0 }, { "p": 0.19258862733840942, "m": 1.0 }, { "p": 0.0801306813955307, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 1.3011422157287598, "val_loss": 1.208046555519104, "acc": 56.67, "time": 107.17509473697282, "param": [ { "p": 0.24414999783039093, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10508515685796738, "m": 1.0 }, { "p": 0.031770408153533936, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.05906691029667854, "m": 1.0 }, { "p": 0.06757447868585587, "m": 1.0 }, { "p": 0.044356297701597214, "m": 1.0 }, { "p": 0.16024810075759888, "m": 1.0 }, { "p": 0.021038396283984184, "m": 1.0 }, { "p": 0.18830963969230652, "m": 1.0 }, { "p": 0.07840067148208618, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 1.4848461151123047, "val_loss": 1.3064336776733398, "acc": 56.05, "time": 102.52053856896237, "param": [ { "p": 0.26361599564552307, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10218855738639832, "m": 1.0 }, { "p": 0.010603787377476692, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.051536571234464645, "m": 1.0 }, { "p": 0.06498054414987564, "m": 1.0 }, { "p": 0.03362340107560158, "m": 1.0 }, { "p": 0.1834425926208496, "m": 1.0 }, { "p": 0.016569841653108597, "m": 1.0 }, { "p": 0.19191399216651917, "m": 1.0 }, { "p": 0.08152465522289276, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 1.5292712450027466, "val_loss": 1.316119909286499, "acc": 56.81, "time": 112.00723353889771, "param": [ { "p": 0.2873184084892273, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10550738871097565, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.038025714457035065, "m": 1.0 }, { "p": 0.043741002678871155, "m": 1.0 }, { "p": 0.009338908828794956, "m": 1.0 }, { "p": 0.1987493485212326, "m": 1.0 }, { "p": 0.02329556830227375, "m": 1.0 }, { "p": 0.2058102786540985, "m": 1.0 }, { "p": 0.08821339160203934, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 1.4169872999191284, "val_loss": 1.1826159954071045, "acc": 57.05, "time": 112.93035091995262, "param": [ { "p": 0.2829935848712921, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10767409950494766, "m": 1.0 }, { "p": 0.0073736500926315784, "m": 1.0 }, { "p": 0.0010686960304155946, "m": 1.0 }, { "p": 0.0003877226554322988, "m": 1.0 }, { "p": 0.040804315358400345, "m": 1.0 }, { "p": 0.03310526907444, "m": 1.0 }, { "p": 6.144202779978514e-05, "m": 1.0 }, { "p": 0.19312500953674316, "m": 1.0 }, { "p": 0.03371698036789894, "m": 1.0 }, { "p": 0.2033461332321167, "m": 1.0 }, { "p": 0.09634310007095337, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 1.5454717874526978, "val_loss": 1.140197515487671, "acc": 56.49, "time": 113.80419196281582, "param": [ { "p": 0.2781190276145935, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.101974718272686, "m": 1.0 }, { "p": 0.023102574050426483, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.051089245826005936, "m": 1.0 }, { "p": 0.026439987123012543, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.18694382905960083, "m": 1.0 }, { "p": 0.03190896660089493, "m": 1.0 }, { "p": 0.19829344749450684, "m": 1.0 }, { "p": 0.10212826728820801, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 1.1145925521850586, "val_loss": 1.0848859548568726, "acc": 59.22, "time": 106.44992245384492, "param": [ { "p": 0.2726374864578247, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10235866159200668, "m": 1.0 }, { "p": 0.022750074043869972, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06669286638498306, "m": 1.0 }, { "p": 0.01765941083431244, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1824909895658493, "m": 1.0 }, { "p": 0.03237590938806534, "m": 1.0 }, { "p": 0.19703003764152527, "m": 1.0 }, { "p": 0.10600459575653076, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 1.580281376838684, "val_loss": 1.145714282989502, "acc": 57.51, "time": 101.18581575201824, "param": [ { "p": 0.28398004174232483, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11128287017345428, "m": 1.0 }, { "p": 0.0036612984258681536, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06862516701221466, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.17945294082164764, "m": 1.0 }, { "p": 0.03721251338720322, "m": 1.0 }, { "p": 0.20776811242103577, "m": 1.0 }, { "p": 0.10801700502634048, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 1.4488341808319092, "val_loss": 1.1916847229003906, "acc": 59.71, "time": 103.49943919712678, "param": [ { "p": 0.2878677248954773, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10712430626153946, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06514306366443634, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1677197366952896, "m": 1.0 }, { "p": 0.045000556856393814, "m": 1.0 }, { "p": 0.21012814342975616, "m": 1.0 }, { "p": 0.11701652407646179, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 1.399613618850708, "val_loss": 1.259364128112793, "acc": 58.83, "time": 115.27400888619013, "param": [ { "p": 0.29351457953453064, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09870849549770355, "m": 1.0 }, { "p": 0.001373174018226564, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.00052826659521088, "m": 1.0 }, { "p": 0.05529693886637688, "m": 1.0 }, { "p": 0.0019651688635349274, "m": 1.0 }, { "p": 0.00026003923267126083, "m": 1.0 }, { "p": 0.15494443476200104, "m": 1.0 }, { "p": 0.05090617388486862, "m": 1.0 }, { "p": 0.22246213257312775, "m": 1.0 }, { "p": 0.12004061043262482, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 1.220725655555725, "val_loss": 1.1056368350982666, "acc": 61.03, "time": 109.64476018608548, "param": [ { "p": 0.2576834559440613, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09990379959344864, "m": 1.0 }, { "p": 0.02635444514453411, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0060006133280694485, "m": 1.0 }, { "p": 0.05546997860074043, "m": 1.0 }, { "p": 0.018685150891542435, "m": 1.0 }, { "p": 0.013916769996285439, "m": 1.0 }, { "p": 0.1426737755537033, "m": 1.0 }, { "p": 0.06055404618382454, "m": 1.0 }, { "p": 0.20417776703834534, "m": 1.0 }, { "p": 0.11458024382591248, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 1.2846077680587769, "val_loss": 1.1781959533691406, "acc": 60.17, "time": 115.22987236408517, "param": [ { "p": 0.2269265353679657, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09342271834611893, "m": 1.0 }, { "p": 0.041526924818754196, "m": 1.0 }, { "p": 0.00455069076269865, "m": 1.0 }, { "p": 0.011355345137417316, "m": 1.0 }, { "p": 0.060285866260528564, "m": 1.0 }, { "p": 0.02594471536576748, "m": 1.0 }, { "p": 0.026646364480257034, "m": 1.0 }, { "p": 0.1358560472726822, "m": 1.0 }, { "p": 0.07482382655143738, "m": 1.0 }, { "p": 0.18806353211402893, "m": 1.0 }, { "p": 0.1105974093079567, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 1.5535286664962769, "val_loss": 1.1175495386123657, "acc": 59.37, "time": 113.04085024097003, "param": [ { "p": 0.19911667704582214, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0894995629787445, "m": 1.0 }, { "p": 0.04622732847929001, "m": 1.0 }, { "p": 0.01625405251979828, "m": 1.0 }, { "p": 0.019873924553394318, "m": 1.0 }, { "p": 0.06761104613542557, "m": 1.0 }, { "p": 0.027954446151852608, "m": 1.0 }, { "p": 0.0388188362121582, "m": 1.0 }, { "p": 0.12580083310604095, "m": 1.0 }, { "p": 0.08446633815765381, "m": 1.0 }, { "p": 0.18101072311401367, "m": 1.0 }, { "p": 0.10336626321077347, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 1.4124435186386108, "val_loss": 1.1871273517608643, "acc": 61.11, "time": 117.45137788099237, "param": [ { "p": 0.1725986897945404, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09293653815984726, "m": 1.0 }, { "p": 0.04306032508611679, "m": 1.0 }, { "p": 0.023826513439416885, "m": 1.0 }, { "p": 0.023863909766077995, "m": 1.0 }, { "p": 0.07414064556360245, "m": 1.0 }, { "p": 0.029020002111792564, "m": 1.0 }, { "p": 0.05078522861003876, "m": 1.0 }, { "p": 0.11644478142261505, "m": 1.0 }, { "p": 0.08315151929855347, "m": 1.0 }, { "p": 0.18436512351036072, "m": 1.0 }, { "p": 0.10580675303936005, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 1.2229450941085815, "val_loss": 0.9584627151489258, "acc": 62.42, "time": 107.17114666313864, "param": [ { "p": 0.16093401610851288, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09875419735908508, "m": 1.0 }, { "p": 0.027892770245671272, "m": 1.0 }, { "p": 0.031339969485998154, "m": 1.0 }, { "p": 0.02976231649518013, "m": 1.0 }, { "p": 0.07153995335102081, "m": 1.0 }, { "p": 0.028140194714069366, "m": 1.0 }, { "p": 0.05615726485848427, "m": 1.0 }, { "p": 0.11210723221302032, "m": 1.0 }, { "p": 0.08217854052782059, "m": 1.0 }, { "p": 0.18807007372379303, "m": 1.0 }, { "p": 0.11037477850914001, "m": 1.0 }, { "p": 0.0027487536426633596, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 1.5509370565414429, "val_loss": 1.0428764820098877, "acc": 62.83, "time": 106.72537382505834, "param": [ { "p": 0.15744838118553162, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09762290120124817, "m": 1.0 }, { "p": 0.016980541869997978, "m": 1.0 }, { "p": 0.042455531656742096, "m": 1.0 }, { "p": 0.02817014418542385, "m": 1.0 }, { "p": 0.06583071500062943, "m": 1.0 }, { "p": 0.03255319967865944, "m": 1.0 }, { "p": 0.07312983274459839, "m": 1.0 }, { "p": 0.10600500553846359, "m": 1.0 }, { "p": 0.08461348712444305, "m": 1.0 }, { "p": 0.179587721824646, "m": 1.0 }, { "p": 0.11453539878129959, "m": 1.0 }, { "p": 0.0010671104537323117, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 1.5555682182312012, "val_loss": 1.095808982849121, "acc": 62.42, "time": 102.19746485678479, "param": [ { "p": 0.15960393846035004, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1039709821343422, "m": 1.0 }, { "p": 0.014538660645484924, "m": 1.0 }, { "p": 0.038523294031620026, "m": 1.0 }, { "p": 0.011672263965010643, "m": 1.0 }, { "p": 0.05848941579461098, "m": 1.0 }, { "p": 0.03442460671067238, "m": 1.0 }, { "p": 0.08192232996225357, "m": 1.0 }, { "p": 0.10696578770875931, "m": 1.0 }, { "p": 0.09287779033184052, "m": 1.0 }, { "p": 0.18537761270999908, "m": 1.0 }, { "p": 0.1116332858800888, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 1.3274712562561035, "val_loss": 0.9341570138931274, "acc": 61.74, "time": 101.82566940807737, "param": [ { "p": 0.17006155848503113, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11214397847652435, "m": 1.0 }, { "p": 0.0014866513665765524, "m": 1.0 }, { "p": 0.01893109641969204, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.052306123077869415, "m": 1.0 }, { "p": 0.03879283741116524, "m": 1.0 }, { "p": 0.08578097820281982, "m": 1.0 }, { "p": 0.10648543387651443, "m": 1.0 }, { "p": 0.08771515637636185, "m": 1.0 }, { "p": 0.20636266469955444, "m": 1.0 }, { "p": 0.1199336051940918, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 1.257138729095459, "val_loss": 0.9653416872024536, "acc": 63.32, "time": 116.5029376798775, "param": [ { "p": 0.17286556959152222, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11971055716276169, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.008027688600122929, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04075581952929497, "m": 1.0 }, { "p": 0.0307533610612154, "m": 1.0 }, { "p": 0.08654793351888657, "m": 1.0 }, { "p": 0.10975193232297897, "m": 1.0 }, { "p": 0.08656477183103561, "m": 1.0 }, { "p": 0.22316494584083557, "m": 1.0 }, { "p": 0.12185736745595932, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 1.3698855638504028, "val_loss": 1.1258819103240967, "acc": 62.44, "time": 102.32510183099657, "param": [ { "p": 0.15955735743045807, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12903055548667908, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.01158886682242155, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.046035751700401306, "m": 1.0 }, { "p": 0.020514339208602905, "m": 1.0 }, { "p": 0.0840400829911232, "m": 1.0 }, { "p": 0.10694621503353119, "m": 1.0 }, { "p": 0.09316331893205643, "m": 1.0 }, { "p": 0.21971659362316132, "m": 1.0 }, { "p": 0.1294068694114685, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 1.171316385269165, "val_loss": 1.1506223678588867, "acc": 63.47, "time": 101.46919785696082, "param": [ { "p": 0.14217321574687958, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.13668997585773468, "m": 1.0 }, { "p": 0.00854435469955206, "m": 1.0 }, { "p": 0.011127455160021782, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06459839642047882, "m": 1.0 }, { "p": 0.015368156135082245, "m": 1.0 }, { "p": 0.08355291932821274, "m": 1.0 }, { "p": 0.10275400429964066, "m": 1.0 }, { "p": 0.09278938174247742, "m": 1.0 }, { "p": 0.21300631761550903, "m": 1.0 }, { "p": 0.12939582765102386, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 1.2725677490234375, "val_loss": 1.022095799446106, "acc": 63.02, "time": 101.58876568404958, "param": [ { "p": 0.13410405814647675, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.13495776057243347, "m": 1.0 }, { "p": 0.0031091629061847925, "m": 1.0 }, { "p": 0.016088059172034264, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07627702504396439, "m": 1.0 }, { "p": 0.020317502319812775, "m": 1.0 }, { "p": 0.08923476934432983, "m": 1.0 }, { "p": 0.09855967015028, "m": 1.0 }, { "p": 0.08200594037771225, "m": 1.0 }, { "p": 0.2123187780380249, "m": 1.0 }, { "p": 0.13302730023860931, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 1.321571946144104, "val_loss": 0.9596670269966125, "acc": 63.48, "time": 111.70839954400435, "param": [ { "p": 0.13327746093273163, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1390077769756317, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07943370193243027, "m": 1.0 }, { "p": 0.010526057332754135, "m": 1.0 }, { "p": 0.10639337450265884, "m": 1.0 }, { "p": 0.09315488487482071, "m": 1.0 }, { "p": 0.08389191329479218, "m": 1.0 }, { "p": 0.21997542679309845, "m": 1.0 }, { "p": 0.1343393623828888, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 1.2927840948104858, "val_loss": 1.2048718929290771, "acc": 62.49, "time": 117.6343125840649, "param": [ { "p": 0.13437430560588837, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1400700956583023, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.061987727880477905, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.121847964823246, "m": 1.0 }, { "p": 0.08754915744066238, "m": 1.0 }, { "p": 0.07676640897989273, "m": 1.0 }, { "p": 0.23298387229442596, "m": 1.0 }, { "p": 0.14442048966884613, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 1.257120132446289, "val_loss": 1.0238759517669678, "acc": 64.63, "time": 112.54813662893139, "param": [ { "p": 0.1334991753101349, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.137497216463089, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.052432235330343246, "m": 1.0 }, { "p": 0.0026024652179330587, "m": 1.0 }, { "p": 0.12886907160282135, "m": 1.0 }, { "p": 0.09156695753335953, "m": 1.0 }, { "p": 0.07034794241189957, "m": 1.0 }, { "p": 0.22902151942253113, "m": 1.0 }, { "p": 0.1541634202003479, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 1.2417947053909302, "val_loss": 1.047213077545166, "acc": 64.76, "time": 119.34686400811188, "param": [ { "p": 0.12666653096675873, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1313309371471405, "m": 1.0 }, { "p": 0.012652642093598843, "m": 1.0 }, { "p": 0.007555813994258642, "m": 1.0 }, { "p": 0.0027578389272093773, "m": 1.0 }, { "p": 0.06589306145906448, "m": 1.0 }, { "p": 0.013148168101906776, "m": 1.0 }, { "p": 0.1215062066912651, "m": 1.0 }, { "p": 0.08979126811027527, "m": 1.0 }, { "p": 0.06866127997636795, "m": 1.0 }, { "p": 0.2023019641637802, "m": 1.0 }, { "p": 0.1524159163236618, "m": 1.0 }, { "p": 0.005318380892276764, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 1.265899658203125, "val_loss": 1.005373239517212, "acc": 64.01, "time": 101.36125371814705, "param": [ { "p": 0.13586057722568512, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.13323010504245758, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04896595701575279, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11885867267847061, "m": 1.0 }, { "p": 0.09646409004926682, "m": 1.0 }, { "p": 0.06842920184135437, "m": 1.0 }, { "p": 0.22854143381118774, "m": 1.0 }, { "p": 0.16964994370937347, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 1.2810916900634766, "val_loss": 0.8962881565093994, "acc": 64.44, "time": 101.13582967896946, "param": [ { "p": 0.1517583429813385, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1246887594461441, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.019859876483678818, "m": 1.0 }, { "p": 0.0029991758055984974, "m": 1.0 }, { "p": 0.11547492444515228, "m": 1.0 }, { "p": 0.11212225258350372, "m": 1.0 }, { "p": 0.06817726790904999, "m": 1.0 }, { "p": 0.23064899444580078, "m": 1.0 }, { "p": 0.17367032170295715, "m": 1.0 }, { "p": 0.0006000662106089294, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 1.3798246383666992, "val_loss": 1.0160629749298096, "acc": 65.0, "time": 100.99666194594465, "param": [ { "p": 0.14916466176509857, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12256672978401184, "m": 1.0 }, { "p": 0.007122161332517862, "m": 1.0 }, { "p": 0.005120106507092714, "m": 1.0 }, { "p": 0.0007442100322805345, "m": 1.0 }, { "p": 0.005637249443680048, "m": 1.0 }, { "p": 0.0015957519644871354, "m": 1.0 }, { "p": 0.123209647834301, "m": 1.0 }, { "p": 0.13408097624778748, "m": 1.0 }, { "p": 0.05946742743253708, "m": 1.0 }, { "p": 0.22001323103904724, "m": 1.0 }, { "p": 0.16852541267871857, "m": 1.0 }, { "p": 0.0027523706667125225, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 1.0746816396713257, "val_loss": 0.9058265089988708, "acc": 64.25, "time": 107.94431616109796, "param": [ { "p": 0.140756294131279, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12910732626914978, "m": 1.0 }, { "p": 0.00234483671374619, "m": 1.0 }, { "p": 0.02056976780295372, "m": 1.0 }, { "p": 0.00397580536082387, "m": 1.0 }, { "p": 0.009999541565775871, "m": 1.0 }, { "p": 0.0008206772617995739, "m": 1.0 }, { "p": 0.12187010794878006, "m": 1.0 }, { "p": 0.15135391056537628, "m": 1.0 }, { "p": 0.05348489060997963, "m": 1.0 }, { "p": 0.20077235996723175, "m": 1.0 }, { "p": 0.16059331595897675, "m": 1.0 }, { "p": 0.004351100418716669, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 1.0864620208740234, "val_loss": 0.9876284003257751, "acc": 65.01, "time": 102.62515284307301, "param": [ { "p": 0.13813619315624237, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1310153603553772, "m": 1.0 }, { "p": 0.0017201969167217612, "m": 1.0 }, { "p": 0.042667534202337265, "m": 1.0 }, { "p": 0.007838890887796879, "m": 1.0 }, { "p": 0.016356701031327248, "m": 1.0 }, { "p": 0.010224833153188229, "m": 1.0 }, { "p": 0.10999764502048492, "m": 1.0 }, { "p": 0.13575652241706848, "m": 1.0 }, { "p": 0.05587729439139366, "m": 1.0 }, { "p": 0.18264427781105042, "m": 1.0 }, { "p": 0.1527690291404724, "m": 1.0 }, { "p": 0.014995562843978405, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 1.3382372856140137, "val_loss": 0.9269599318504333, "acc": 65.64, "time": 101.78020713897422, "param": [ { "p": 0.14682994782924652, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1293104887008667, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04718165099620819, "m": 1.0 }, { "p": 0.016096007078886032, "m": 1.0 }, { "p": 0.03492812439799309, "m": 1.0 }, { "p": 0.02581079863011837, "m": 1.0 }, { "p": 0.09122374653816223, "m": 1.0 }, { "p": 0.12611831724643707, "m": 1.0 }, { "p": 0.05900977924466133, "m": 1.0 }, { "p": 0.1619698703289032, "m": 1.0 }, { "p": 0.1510767787694931, "m": 1.0 }, { "p": 0.01044444553554058, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 1.4880547523498535, "val_loss": 0.9762318134307861, "acc": 65.09, "time": 101.62725020712242, "param": [ { "p": 0.15505735576152802, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1344415545463562, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.034546345472335815, "m": 1.0 }, { "p": 0.01465370412915945, "m": 1.0 }, { "p": 0.04355379194021225, "m": 1.0 }, { "p": 0.038430944085121155, "m": 1.0 }, { "p": 0.08133069425821304, "m": 1.0 }, { "p": 0.12118421494960785, "m": 1.0 }, { "p": 0.06423619389533997, "m": 1.0 }, { "p": 0.15474198758602142, "m": 1.0 }, { "p": 0.15558035671710968, "m": 1.0 }, { "p": 0.0022428471129387617, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 1.1942882537841797, "val_loss": 0.9304615259170532, "acc": 66.88, "time": 102.55846544215456, "param": [ { "p": 0.163943812251091, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.14231999218463898, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.019942807033658028, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.036967258900403976, "m": 1.0 }, { "p": 0.03711889684200287, "m": 1.0 }, { "p": 0.07910901308059692, "m": 1.0 }, { "p": 0.12728886306285858, "m": 1.0 }, { "p": 0.06382157653570175, "m": 1.0 }, { "p": 0.1559629738330841, "m": 1.0 }, { "p": 0.17268337309360504, "m": 1.0 }, { "p": 0.0008414242183789611, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 1.2561792135238647, "val_loss": 0.9211615920066833, "acc": 66.33, "time": 110.25358233088627, "param": [ { "p": 0.17365799844264984, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1533137559890747, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.008887373842298985, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.024585282430052757, "m": 1.0 }, { "p": 0.027095023542642593, "m": 1.0 }, { "p": 0.06992803514003754, "m": 1.0 }, { "p": 0.12854765355587006, "m": 1.0 }, { "p": 0.0470782108604908, "m": 1.0 }, { "p": 0.17112098634243011, "m": 1.0 }, { "p": 0.19224974513053894, "m": 1.0 }, { "p": 0.0035358411259949207, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 1.2342499494552612, "val_loss": 0.8412219882011414, "acc": 67.1, "time": 117.64293734217063, "param": [ { "p": 0.18031203746795654, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1495659351348877, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0008577667758800089, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.030703097581863403, "m": 1.0 }, { "p": 0.024365421384572983, "m": 1.0 }, { "p": 0.08657124638557434, "m": 1.0 }, { "p": 0.12588131427764893, "m": 1.0 }, { "p": 0.04069517180323601, "m": 1.0 }, { "p": 0.16544997692108154, "m": 1.0 }, { "p": 0.19010047614574432, "m": 1.0 }, { "p": 0.005497529171407223, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 1.111989140510559, "val_loss": 0.9492982029914856, "acc": 64.5, "time": 115.50556768802926, "param": [ { "p": 0.16513937711715698, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.13123661279678345, "m": 1.0 }, { "p": 0.009329198859632015, "m": 1.0 }, { "p": 0.009294216521084309, "m": 1.0 }, { "p": 0.010147101245820522, "m": 1.0 }, { "p": 0.03247790038585663, "m": 1.0 }, { "p": 0.031697019934654236, "m": 1.0 }, { "p": 0.10693568736314774, "m": 1.0 }, { "p": 0.11081517487764359, "m": 1.0 }, { "p": 0.04975821450352669, "m": 1.0 }, { "p": 0.14891275763511658, "m": 1.0 }, { "p": 0.16987955570220947, "m": 1.0 }, { "p": 0.024377236142754555, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 1.3203792572021484, "val_loss": 0.936552107334137, "acc": 67.66, "time": 114.85698699811473, "param": [ { "p": 0.15700100362300873, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11463151127099991, "m": 1.0 }, { "p": 0.017027350142598152, "m": 1.0 }, { "p": 0.02153237909078598, "m": 1.0 }, { "p": 0.0073648481629788876, "m": 1.0 }, { "p": 0.034865256398916245, "m": 1.0 }, { "p": 0.04082772880792618, "m": 1.0 }, { "p": 0.11565085500478745, "m": 1.0 }, { "p": 0.1040545254945755, "m": 1.0 }, { "p": 0.053892623633146286, "m": 1.0 }, { "p": 0.14406853914260864, "m": 1.0 }, { "p": 0.1600690335035324, "m": 1.0 }, { "p": 0.029014384374022484, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 1.2733309268951416, "val_loss": 0.9642426371574402, "acc": 67.13, "time": 104.50368115003221, "param": [ { "p": 0.16157317161560059, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1104850247502327, "m": 1.0 }, { "p": 0.012995239347219467, "m": 1.0 }, { "p": 0.0319274477660656, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.03339342772960663, "m": 1.0 }, { "p": 0.049276430159807205, "m": 1.0 }, { "p": 0.1112261712551117, "m": 1.0 }, { "p": 0.09771264344453812, "m": 1.0 }, { "p": 0.060281287878751755, "m": 1.0 }, { "p": 0.14866048097610474, "m": 1.0 }, { "p": 0.15820704400539398, "m": 1.0 }, { "p": 0.0242615956813097, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 1.106460452079773, "val_loss": 0.9786189794540405, "acc": 66.87, "time": 104.64236273081042, "param": [ { "p": 0.17590463161468506, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10908393561840057, "m": 1.0 }, { "p": 0.006811917293816805, "m": 1.0 }, { "p": 0.03161812573671341, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.026599228382110596, "m": 1.0 }, { "p": 0.05111189931631088, "m": 1.0 }, { "p": 0.11561893671751022, "m": 1.0 }, { "p": 0.0941620022058487, "m": 1.0 }, { "p": 0.06607534736394882, "m": 1.0 }, { "p": 0.14650346338748932, "m": 1.0 }, { "p": 0.16830003261566162, "m": 1.0 }, { "p": 0.008210432715713978, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 1.1266816854476929, "val_loss": 0.8815473318099976, "acc": 67.53, "time": 117.04096234496683, "param": [ { "p": 0.21202102303504944, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10483580827713013, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0040985760278999805, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.01583002135157585, "m": 1.0 }, { "p": 0.048408523201942444, "m": 1.0 }, { "p": 0.131797194480896, "m": 1.0 }, { "p": 0.09671251475811005, "m": 1.0 }, { "p": 0.05623431131243706, "m": 1.0 }, { "p": 0.14270345866680145, "m": 1.0 }, { "p": 0.18735860288143158, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 1.031915307044983, "val_loss": 0.8848420977592468, "acc": 68.05, "time": 109.20477292197756, "param": [ { "p": 0.24583350121974945, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10110733658075333, "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": 0.025004355236887932, "m": 1.0 }, { "p": 0.13834123313426971, "m": 1.0 }, { "p": 0.09704388678073883, "m": 1.0 }, { "p": 0.032949503511190414, "m": 1.0 }, { "p": 0.14271831512451172, "m": 1.0 }, { "p": 0.21700187027454376, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 1.0530352592468262, "val_loss": 0.9058545827865601, "acc": 67.52, "time": 109.61528858286329, "param": [ { "p": 0.27541038393974304, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0886772871017456, "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": 0.0, "m": 1.0 }, { "p": 0.13426469266414642, "m": 1.0 }, { "p": 0.09967312961816788, "m": 1.0 }, { "p": 0.011887041851878166, "m": 1.0 }, { "p": 0.14555996656417847, "m": 1.0 }, { "p": 0.24452748894691467, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 1.2555692195892334, "val_loss": 0.8548581004142761, "acc": 67.78, "time": 110.57834197906777, "param": [ { "p": 0.27187880873680115, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08142488449811935, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0024864610750228167, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.006494665984064341, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12848946452140808, "m": 1.0 }, { "p": 0.1002890020608902, "m": 1.0 }, { "p": 0.011531664058566093, "m": 1.0 }, { "p": 0.15509511530399323, "m": 1.0 }, { "p": 0.24230995774269104, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 0.9853658676147461, "val_loss": 1.0333282947540283, "acc": 67.22, "time": 107.7334568509832, "param": [ { "p": 0.26101648807525635, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0875922366976738, "m": 1.0 }, { "p": 0.0007033700821921229, "m": 1.0 }, { "p": 0.005123441573232412, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.004594569560140371, "m": 1.0 }, { "p": 0.008054361678659916, "m": 1.0 }, { "p": 0.12062675505876541, "m": 1.0 }, { "p": 0.09363604336977005, "m": 1.0 }, { "p": 0.01930791698396206, "m": 1.0 }, { "p": 0.16253620386123657, "m": 1.0 }, { "p": 0.23680861294269562, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 1.1833473443984985, "val_loss": 0.8537293672561646, "acc": 67.21, "time": 111.63039516215213, "param": [ { "p": 0.2620242238044739, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09643185138702393, "m": 1.0 }, { "p": 0.0026809386909008026, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.011801893822848797, "m": 1.0 }, { "p": 0.11509599536657333, "m": 1.0 }, { "p": 0.0905417874455452, "m": 1.0 }, { "p": 0.01564575918018818, "m": 1.0 }, { "p": 0.16306161880493164, "m": 1.0 }, { "p": 0.2427159547805786, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 1.085349678993225, "val_loss": 0.8399479389190674, "acc": 68.04, "time": 112.85154557810165, "param": [ { "p": 0.2526910603046417, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10116950422525406, "m": 1.0 }, { "p": 0.0035409817937761545, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.014155290089547634, "m": 1.0 }, { "p": 0.10609719902276993, "m": 1.0 }, { "p": 0.09136559069156647, "m": 1.0 }, { "p": 0.017162209376692772, "m": 1.0 }, { "p": 0.16004149615764618, "m": 1.0 }, { "p": 0.2529466152191162, "m": 1.0 }, { "p": 0.0008299821638502181, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 1.0157361030578613, "val_loss": 0.8856438994407654, "acc": 67.91, "time": 101.11061015585437, "param": [ { "p": 0.24673454463481903, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09301095455884933, "m": 1.0 }, { "p": 0.004509001970291138, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.017009008675813675, "m": 1.0 }, { "p": 0.10123482346534729, "m": 1.0 }, { "p": 0.08942346274852753, "m": 1.0 }, { "p": 0.022446170449256897, "m": 1.0 }, { "p": 0.15528590977191925, "m": 1.0 }, { "p": 0.27034613490104675, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 0.9673673510551453, "val_loss": 0.9598483443260193, "acc": 68.12, "time": 102.30343562318012, "param": [ { "p": 0.25529366731643677, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07468383759260178, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.00018362142145633698, "m": 1.0 }, { "p": 0.0002791942679323256, "m": 1.0 }, { "p": 0.008606599643826485, "m": 1.0 }, { "p": 0.010828403756022453, "m": 1.0 }, { "p": 0.09869955480098724, "m": 1.0 }, { "p": 0.07318109273910522, "m": 1.0 }, { "p": 0.02585378661751747, "m": 1.0 }, { "p": 0.1521027386188507, "m": 1.0 }, { "p": 0.29478880763053894, "m": 1.0 }, { "p": 0.00549865048378706, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 1.1643681526184082, "val_loss": 0.9561793804168701, "acc": 67.51, "time": 103.57101858500391, "param": [ { "p": 0.2707274854183197, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.059055279940366745, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.011127314530313015, "m": 1.0 }, { "p": 0.00955260545015335, "m": 1.0 }, { "p": 0.09222125262022018, "m": 1.0 }, { "p": 0.056978706270456314, "m": 1.0 }, { "p": 0.02426455356180668, "m": 1.0 }, { "p": 0.1524268537759781, "m": 1.0 }, { "p": 0.3226679563522339, "m": 1.0 }, { "p": 0.0009780506370589137, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 1.546742558479309, "val_loss": 1.0382018089294434, "acc": 65.48, "time": 104.14168815291487, "param": [ { "p": 0.2992824614048004, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0455503836274147, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0008623670437373221, "m": 1.0 }, { "p": 0.0006615765742026269, "m": 1.0 }, { "p": 0.0022637913934886456, "m": 1.0 }, { "p": 0.0010414913995191455, "m": 1.0 }, { "p": 0.09038876742124557, "m": 1.0 }, { "p": 0.044733088463544846, "m": 1.0 }, { "p": 0.009191292338073254, "m": 1.0 }, { "p": 0.14856132864952087, "m": 1.0 }, { "p": 0.35746344923973083, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 1.055745244026184, "val_loss": 0.8761904835700989, "acc": 67.11, "time": 110.42046151310205, "param": [ { "p": 0.2922348976135254, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.046203479170799255, "m": 1.0 }, { "p": 0.0006350583862513304, "m": 1.0 }, { "p": 0.004408253822475672, "m": 1.0 }, { "p": 0.019256437197327614, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.008779143914580345, "m": 1.0 }, { "p": 0.07879604399204254, "m": 1.0 }, { "p": 0.04577650502324104, "m": 1.0 }, { "p": 0.010151303373277187, "m": 1.0 }, { "p": 0.13814400136470795, "m": 1.0 }, { "p": 0.3551684319972992, "m": 1.0 }, { "p": 0.000446388847194612, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 1.0849729776382446, "val_loss": 0.937529981136322, "acc": 67.97, "time": 116.70474259508774, "param": [ { "p": 0.29109877347946167, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04310235008597374, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0065323952585458755, "m": 1.0 }, { "p": 0.0197483878582716, "m": 1.0 }, { "p": 0.0011436899658292532, "m": 1.0 }, { "p": 0.014916406013071537, "m": 1.0 }, { "p": 0.06629975140094757, "m": 1.0 }, { "p": 0.04732440039515495, "m": 1.0 }, { "p": 0.009357881732285023, "m": 1.0 }, { "p": 0.14153651893138885, "m": 1.0 }, { "p": 0.35893943905830383, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 0.9548265337944031, "val_loss": 0.9104377031326294, "acc": 67.85, "time": 106.45047429506667, "param": [ { "p": 0.27112120389938354, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.05161471664905548, "m": 1.0 }, { "p": 0.005503963679075241, "m": 1.0 }, { "p": 0.025354651734232903, "m": 1.0 }, { "p": 0.011969586834311485, "m": 1.0 }, { "p": 0.007978096604347229, "m": 1.0 }, { "p": 0.0341348834335804, "m": 1.0 }, { "p": 0.062363144010305405, "m": 1.0 }, { "p": 0.048645492643117905, "m": 1.0 }, { "p": 0.011615828610956669, "m": 1.0 }, { "p": 0.14117805659770966, "m": 1.0 }, { "p": 0.32852035760879517, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 1.2137391567230225, "val_loss": 0.8661181926727295, "acc": 69.5, "time": 113.38791942899115, "param": [ { "p": 0.243616983294487, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06372015178203583, "m": 1.0 }, { "p": 0.009990333579480648, "m": 1.0 }, { "p": 0.0462472178041935, "m": 1.0 }, { "p": 0.015180437825620174, "m": 1.0 }, { "p": 0.008771838620305061, "m": 1.0 }, { "p": 0.050567373633384705, "m": 1.0 }, { "p": 0.06071031466126442, "m": 1.0 }, { "p": 0.04857715591788292, "m": 1.0 }, { "p": 0.01992146298289299, "m": 1.0 }, { "p": 0.12599262595176697, "m": 1.0 }, { "p": 0.294169157743454, "m": 1.0 }, { "p": 0.012534928508102894, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 1.18143630027771, "val_loss": 0.940714418888092, "acc": 68.39, "time": 110.16727947304025, "param": [ { "p": 0.254277765750885, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06913357973098755, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04841962084174156, "m": 1.0 }, { "p": 0.011634431779384613, "m": 1.0 }, { "p": 0.006495352368801832, "m": 1.0 }, { "p": 0.056768227368593216, "m": 1.0 }, { "p": 0.05146758630871773, "m": 1.0 }, { "p": 0.06066826358437538, "m": 1.0 }, { "p": 0.01638917066156864, "m": 1.0 }, { "p": 0.11688495427370071, "m": 1.0 }, { "p": 0.28908687829971313, "m": 1.0 }, { "p": 0.01877414435148239, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 1.2697111368179321, "val_loss": 0.8672531247138977, "acc": 69.13, "time": 118.52925288607366, "param": [ { "p": 0.25033268332481384, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06702233105897903, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04544173553586006, "m": 1.0 }, { "p": 0.006279155146330595, "m": 1.0 }, { "p": 0.004000694490969181, "m": 1.0 }, { "p": 0.05885213613510132, "m": 1.0 }, { "p": 0.04993487522006035, "m": 1.0 }, { "p": 0.08004619181156158, "m": 1.0 }, { "p": 0.021289115771651268, "m": 1.0 }, { "p": 0.10534188896417618, "m": 1.0 }, { "p": 0.27729687094688416, "m": 1.0 }, { "p": 0.034162264317274094, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 1.137219786643982, "val_loss": 0.9193056225776672, "acc": 69.97, "time": 108.75727592990734, "param": [ { "p": 0.2333085536956787, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06686814874410629, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04675022140145302, "m": 1.0 }, { "p": 0.009627693332731724, "m": 1.0 }, { "p": 0.008847814984619617, "m": 1.0 }, { "p": 0.05403321608901024, "m": 1.0 }, { "p": 0.05552991107106209, "m": 1.0 }, { "p": 0.09099099040031433, "m": 1.0 }, { "p": 0.022149352356791496, "m": 1.0 }, { "p": 0.10019352287054062, "m": 1.0 }, { "p": 0.2759785056114197, "m": 1.0 }, { "p": 0.035722024738788605, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 1.084306001663208, "val_loss": 0.856026828289032, "acc": 70.17, "time": 107.17637894907966, "param": [ { "p": 0.21610108017921448, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06848843395709991, "m": 1.0 }, { "p": 0.008984101936221123, "m": 1.0 }, { "p": 0.045030731707811356, "m": 1.0 }, { "p": 0.01077610906213522, "m": 1.0 }, { "p": 0.0267405416816473, "m": 1.0 }, { "p": 0.04205137863755226, "m": 1.0 }, { "p": 0.0741443932056427, "m": 1.0 }, { "p": 0.08935827761888504, "m": 1.0 }, { "p": 0.026965303346514702, "m": 1.0 }, { "p": 0.09441466629505157, "m": 1.0 }, { "p": 0.2623538076877594, "m": 1.0 }, { "p": 0.03459126502275467, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 1.149019718170166, "val_loss": 0.8771101832389832, "acc": 68.83, "time": 102.5284744950477, "param": [ { "p": 0.19022341072559357, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07903151959180832, "m": 1.0 }, { "p": 0.0187027920037508, "m": 1.0 }, { "p": 0.04163128510117531, "m": 1.0 }, { "p": 0.02972705103456974, "m": 1.0 }, { "p": 0.03918055444955826, "m": 1.0 }, { "p": 0.05055009946227074, "m": 1.0 }, { "p": 0.08560816943645477, "m": 1.0 }, { "p": 0.07962255924940109, "m": 1.0 }, { "p": 0.029940586537122726, "m": 1.0 }, { "p": 0.09719184041023254, "m": 1.0 }, { "p": 0.22633951902389526, "m": 1.0 }, { "p": 0.032250627875328064, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 1.166813850402832, "val_loss": 0.9326652884483337, "acc": 69.95, "time": 114.78459741501138, "param": [ { "p": 0.15913192927837372, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07798656821250916, "m": 1.0 }, { "p": 0.027500981464982033, "m": 1.0 }, { "p": 0.03754705190658569, "m": 1.0 }, { "p": 0.04726238176226616, "m": 1.0 }, { "p": 0.054903384298086166, "m": 1.0 }, { "p": 0.06129997968673706, "m": 1.0 }, { "p": 0.08794048428535461, "m": 1.0 }, { "p": 0.07967766374349594, "m": 1.0 }, { "p": 0.03678371384739876, "m": 1.0 }, { "p": 0.10147389024496078, "m": 1.0 }, { "p": 0.1892312467098236, "m": 1.0 }, { "p": 0.039260733872652054, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 1.2026442289352417, "val_loss": 0.8577414155006409, "acc": 69.41, "time": 117.39685192913748, "param": [ { "p": 0.13461528718471527, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08004865795373917, "m": 1.0 }, { "p": 0.048193756490945816, "m": 1.0 }, { "p": 0.022863438352942467, "m": 1.0 }, { "p": 0.046169303357601166, "m": 1.0 }, { "p": 0.0583554282784462, "m": 1.0 }, { "p": 0.06045947223901749, "m": 1.0 }, { "p": 0.09304814040660858, "m": 1.0 }, { "p": 0.08973399549722672, "m": 1.0 }, { "p": 0.04834266006946564, "m": 1.0 }, { "p": 0.09596532583236694, "m": 1.0 }, { "p": 0.17846113443374634, "m": 1.0 }, { "p": 0.043743424117565155, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 1.1930339336395264, "val_loss": 0.8931938409805298, "acc": 70.19, "time": 104.19274018495344, "param": [ { "p": 0.12740735709667206, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07657214999198914, "m": 1.0 }, { "p": 0.04255043342709541, "m": 1.0 }, { "p": 0.008973674848675728, "m": 1.0 }, { "p": 0.050858888775110245, "m": 1.0 }, { "p": 0.056321557611227036, "m": 1.0 }, { "p": 0.06412709504365921, "m": 1.0 }, { "p": 0.09259574115276337, "m": 1.0 }, { "p": 0.1059686467051506, "m": 1.0 }, { "p": 0.04331444203853607, "m": 1.0 }, { "p": 0.09051600843667984, "m": 1.0 }, { "p": 0.18949183821678162, "m": 1.0 }, { "p": 0.05130206048488617, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 1.108169436454773, "val_loss": 0.9058753252029419, "acc": 69.04, "time": 106.03579521202482, "param": [ { "p": 0.12471230328083038, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06938358396291733, "m": 1.0 }, { "p": 0.02816532552242279, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06055319681763649, "m": 1.0 }, { "p": 0.05274203419685364, "m": 1.0 }, { "p": 0.06427625566720963, "m": 1.0 }, { "p": 0.09671425819396973, "m": 1.0 }, { "p": 0.11874078214168549, "m": 1.0 }, { "p": 0.0380786657333374, "m": 1.0 }, { "p": 0.09785410761833191, "m": 1.0 }, { "p": 0.20371797680854797, "m": 1.0 }, { "p": 0.04506148025393486, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 1.3903416395187378, "val_loss": 0.8182857036590576, "acc": 70.4, "time": 102.46838498092256, "param": [ { "p": 0.1336004137992859, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07204969227313995, "m": 1.0 }, { "p": 0.009769369848072529, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07278689742088318, "m": 1.0 }, { "p": 0.05965335667133331, "m": 1.0 }, { "p": 0.0463871993124485, "m": 1.0 }, { "p": 0.08307106792926788, "m": 1.0 }, { "p": 0.12345542758703232, "m": 1.0 }, { "p": 0.04025715962052345, "m": 1.0 }, { "p": 0.11779797822237015, "m": 1.0 }, { "p": 0.21171969175338745, "m": 1.0 }, { "p": 0.029451727867126465, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 1.0882823467254639, "val_loss": 0.7959064245223999, "acc": 70.19, "time": 109.85887524695136, "param": [ { "p": 0.15129074454307556, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07301236689090729, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08130022883415222, "m": 1.0 }, { "p": 0.06648381054401398, "m": 1.0 }, { "p": 0.029320817440748215, "m": 1.0 }, { "p": 0.08191052079200745, "m": 1.0 }, { "p": 0.11594576388597488, "m": 1.0 }, { "p": 0.03427927568554878, "m": 1.0 }, { "p": 0.1404048651456833, "m": 1.0 }, { "p": 0.22605161368846893, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 1.1617764234542847, "val_loss": 0.8170547485351562, "acc": 69.93, "time": 116.84975945181213, "param": [ { "p": 0.16780085861682892, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06532756984233856, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09255322813987732, "m": 1.0 }, { "p": 0.061724189668893814, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07409312576055527, "m": 1.0 }, { "p": 0.10844994336366653, "m": 1.0 }, { "p": 0.025439782068133354, "m": 1.0 }, { "p": 0.15471148490905762, "m": 1.0 }, { "p": 0.24989984929561615, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 1.1409152746200562, "val_loss": 0.9517239332199097, "acc": 70.55, "time": 102.97285703220405, "param": [ { "p": 0.17610079050064087, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.03711751475930214, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10939585417509079, "m": 1.0 }, { "p": 0.04895295947790146, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.05790501832962036, "m": 1.0 }, { "p": 0.10373569279909134, "m": 1.0 }, { "p": 0.025898437947034836, "m": 1.0 }, { "p": 0.16429553925991058, "m": 1.0 }, { "p": 0.2765982151031494, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 1.2918792963027954, "val_loss": 0.8212234973907471, "acc": 70.23, "time": 107.39473855285905, "param": [ { "p": 0.17739810049533844, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.03150005638599396, "m": 1.0 }, { "p": 0.00012749510642606765, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10842480510473251, "m": 1.0 }, { "p": 0.046899329870939255, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04739002138376236, "m": 1.0 }, { "p": 0.10133039951324463, "m": 1.0 }, { "p": 0.05160437896847725, "m": 1.0 }, { "p": 0.16345743834972382, "m": 1.0 }, { "p": 0.2718679904937744, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 0.937540590763092, "val_loss": 0.9833195805549622, "acc": 70.87, "time": 101.86408069892786, "param": [ { "p": 0.17700068652629852, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.03410455957055092, "m": 1.0 }, { "p": 0.0061363521963357925, "m": 1.0 }, { "p": 0.000967316038440913, "m": 1.0 }, { "p": 0.09591636806726456, "m": 1.0 }, { "p": 0.047286052256822586, "m": 1.0 }, { "p": 0.002485689241439104, "m": 1.0 }, { "p": 0.046903979033231735, "m": 1.0 }, { "p": 0.10013864189386368, "m": 1.0 }, { "p": 0.07283666729927063, "m": 1.0 }, { "p": 0.162440225481987, "m": 1.0 }, { "p": 0.2537834644317627, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 1.1314551830291748, "val_loss": 0.8178632855415344, "acc": 70.22, "time": 106.81086853891611, "param": [ { "p": 0.17839479446411133, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.027720097452402115, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09805072844028473, "m": 1.0 }, { "p": 0.04897874966263771, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.03561016544699669, "m": 1.0 }, { "p": 0.09550265967845917, "m": 1.0 }, { "p": 0.08633679896593094, "m": 1.0 }, { "p": 0.16694431006908417, "m": 1.0 }, { "p": 0.26246169209480286, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 1.1062496900558472, "val_loss": 0.8847790360450745, "acc": 70.3, "time": 116.4237154989969, "param": [ { "p": 0.17913495004177094, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.011249501258134842, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09501051902770996, "m": 1.0 }, { "p": 0.0562802329659462, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.035093821585178375, "m": 1.0 }, { "p": 0.07795387506484985, "m": 1.0 }, { "p": 0.09334965795278549, "m": 1.0 }, { "p": 0.17293065786361694, "m": 1.0 }, { "p": 0.2789967656135559, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 0.9590882062911987, "val_loss": 0.8821258544921875, "acc": 70.41, "time": 112.94005795288831, "param": [ { "p": 0.1876407116651535, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.008371403440833092, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07696259021759033, "m": 1.0 }, { "p": 0.06133278086781502, "m": 1.0 }, { "p": 0.0017150702187791467, "m": 1.0 }, { "p": 0.04172886908054352, "m": 1.0 }, { "p": 0.06820579618215561, "m": 1.0 }, { "p": 0.09497517347335815, "m": 1.0 }, { "p": 0.1754007339477539, "m": 1.0 }, { "p": 0.28366678953170776, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 0.9766778349876404, "val_loss": 0.8594270944595337, "acc": 70.82, "time": 104.57152940006927, "param": [ { "p": 0.18519867956638336, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.022760916501283646, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0028310134075582027, "m": 1.0 }, { "p": 0.06944575905799866, "m": 1.0 }, { "p": 0.06381113827228546, "m": 1.0 }, { "p": 0.0010481824865564704, "m": 1.0 }, { "p": 0.044532254338264465, "m": 1.0 }, { "p": 0.05722903460264206, "m": 1.0 }, { "p": 0.09553403407335281, "m": 1.0 }, { "p": 0.17389880120754242, "m": 1.0 }, { "p": 0.28371015191078186, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 1.033551573753357, "val_loss": 0.8057844042778015, "acc": 70.79, "time": 103.2008985010907, "param": [ { "p": 0.1781863123178482, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.045573510229587555, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07043955475091934, "m": 1.0 }, { "p": 0.06810516864061356, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.05747319757938385, "m": 1.0 }, { "p": 0.05347232520580292, "m": 1.0 }, { "p": 0.08706172555685043, "m": 1.0 }, { "p": 0.15570592880249023, "m": 1.0 }, { "p": 0.2839822471141815, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 1.1765878200531006, "val_loss": 0.7925885319709778, "acc": 71.34, "time": 109.37435356108472, "param": [ { "p": 0.16487623751163483, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06839296221733093, "m": 1.0 }, { "p": 0.00013039984332863241, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06220024451613426, "m": 1.0 }, { "p": 0.06051032617688179, "m": 1.0 }, { "p": 0.011507376097142696, "m": 1.0 }, { "p": 0.06790553778409958, "m": 1.0 }, { "p": 0.056678202003240585, "m": 1.0 }, { "p": 0.08757078647613525, "m": 1.0 }, { "p": 0.14047236740589142, "m": 1.0 }, { "p": 0.2751467823982239, "m": 1.0 }, { "p": 0.00460879085585475, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 0.9234454035758972, "val_loss": 0.8155720233917236, "acc": 70.46, "time": 102.41903886501677, "param": [ { "p": 0.16989223659038544, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07645142823457718, "m": 1.0 }, { "p": 0.005382890347391367, "m": 1.0 }, { "p": 6.809326805523597e-06, "m": 1.0 }, { "p": 0.05458198860287666, "m": 1.0 }, { "p": 0.047208938747644424, "m": 1.0 }, { "p": 0.015715016052126884, "m": 1.0 }, { "p": 0.060932707041502, "m": 1.0 }, { "p": 0.049533940851688385, "m": 1.0 }, { "p": 0.08751966059207916, "m": 1.0 }, { "p": 0.1433749496936798, "m": 1.0 }, { "p": 0.27918535470962524, "m": 1.0 }, { "p": 0.010214108042418957, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 1.0323878526687622, "val_loss": 0.9020025730133057, "acc": 70.37, "time": 105.58325326512568, "param": [ { "p": 0.17724619805812836, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10003601759672165, "m": 1.0 }, { "p": 0.004317861516028643, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.042929258197546005, "m": 1.0 }, { "p": 0.03409288451075554, "m": 1.0 }, { "p": 0.01597762107849121, "m": 1.0 }, { "p": 0.043085597455501556, "m": 1.0 }, { "p": 0.039525751024484634, "m": 1.0 }, { "p": 0.08816342800855637, "m": 1.0 }, { "p": 0.15522973239421844, "m": 1.0 }, { "p": 0.29826685786247253, "m": 1.0 }, { "p": 0.0011287855450063944, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 1.1131340265274048, "val_loss": 0.8993469476699829, "acc": 70.37, "time": 104.6812075600028, "param": [ { "p": 0.18499374389648438, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11277852952480316, "m": 1.0 }, { "p": 0.0011754141887649894, "m": 1.0 }, { "p": 0.00262839556671679, "m": 1.0 }, { "p": 0.03050275519490242, "m": 1.0 }, { "p": 0.02764953300356865, "m": 1.0 }, { "p": 0.00921994261443615, "m": 1.0 }, { "p": 0.034466926008462906, "m": 1.0 }, { "p": 0.045438364148139954, "m": 1.0 }, { "p": 0.08570953458547592, "m": 1.0 }, { "p": 0.15592050552368164, "m": 1.0 }, { "p": 0.30951637029647827, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 0.8106701374053955, "val_loss": 0.7864432334899902, "acc": 71.32, "time": 101.16532990895212, "param": [ { "p": 0.17457334697246552, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11262612789869308, "m": 1.0 }, { "p": 0.017480038106441498, "m": 1.0 }, { "p": 0.016827328130602837, "m": 1.0 }, { "p": 0.01763048954308033, "m": 1.0 }, { "p": 0.017998969182372093, "m": 1.0 }, { "p": 0.023938240483403206, "m": 1.0 }, { "p": 0.03190751373767853, "m": 1.0 }, { "p": 0.05387767776846886, "m": 1.0 }, { "p": 0.07877252995967865, "m": 1.0 }, { "p": 0.1563989222049713, "m": 1.0 }, { "p": 0.2979688048362732, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 0.8926827907562256, "val_loss": 0.8304815292358398, "acc": 70.91, "time": 100.52176358085126, "param": [ { "p": 0.15114539861679077, "m": 1.0 }, { "p": 0.0036196373403072357, "m": 1.0 }, { "p": 0.09825664013624191, "m": 1.0 }, { "p": 0.030860282480716705, "m": 1.0 }, { "p": 0.03016207553446293, "m": 1.0 }, { "p": 0.018764067441225052, "m": 1.0 }, { "p": 0.02890814282000065, "m": 1.0 }, { "p": 0.03632846847176552, "m": 1.0 }, { "p": 0.03685901686549187, "m": 1.0 }, { "p": 0.0633099228143692, "m": 1.0 }, { "p": 0.08942406624555588, "m": 1.0 }, { "p": 0.14296096563339233, "m": 1.0 }, { "p": 0.25474274158477783, "m": 1.0 }, { "p": 0.014658567495644093, "m": 1.0 } ] }, { "epoch": 104, "train_loss": 1.1805081367492676, "val_loss": 0.8780632615089417, "acc": 71.58, "time": 102.48442222899757, "param": [ { "p": 0.12816496193408966, "m": 1.0 }, { "p": 0.01132936216890812, "m": 1.0 }, { "p": 0.08690093457698822, "m": 1.0 }, { "p": 0.05025609955191612, "m": 1.0 }, { "p": 0.045774828642606735, "m": 1.0 }, { "p": 0.033291470259428024, "m": 1.0 }, { "p": 0.04563216492533684, "m": 1.0 }, { "p": 0.04965114966034889, "m": 1.0 }, { "p": 0.049974583089351654, "m": 1.0 }, { "p": 0.06035303696990013, "m": 1.0 }, { "p": 0.08283931016921997, "m": 1.0 }, { "p": 0.1169242188334465, "m": 1.0 }, { "p": 0.1942853331565857, "m": 1.0 }, { "p": 0.04462248459458351, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 1.1842658519744873, "val_loss": 0.842085599899292, "acc": 71.38, "time": 101.63520767097361, "param": [ { "p": 0.11963358521461487, "m": 1.0 }, { "p": 0.0222603939473629, "m": 1.0 }, { "p": 0.07409145683050156, "m": 1.0 }, { "p": 0.050241220742464066, "m": 1.0 }, { "p": 0.06332460045814514, "m": 1.0 }, { "p": 0.04818359389901161, "m": 1.0 }, { "p": 0.06109566241502762, "m": 1.0 }, { "p": 0.05716589093208313, "m": 1.0 }, { "p": 0.053558290004730225, "m": 1.0 }, { "p": 0.053117915987968445, "m": 1.0 }, { "p": 0.08068329095840454, "m": 1.0 }, { "p": 0.09869598597288132, "m": 1.0 }, { "p": 0.15527918934822083, "m": 1.0 }, { "p": 0.06266889721155167, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 1.2930784225463867, "val_loss": 0.8132005929946899, "acc": 71.4, "time": 101.75628277589567, "param": [ { "p": 0.1445767730474472, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.059030793607234955, "m": 1.0 }, { "p": 0.04833095893263817, "m": 1.0 }, { "p": 0.06787629425525665, "m": 1.0 }, { "p": 0.050697505474090576, "m": 1.0 }, { "p": 0.0776631161570549, "m": 1.0 }, { "p": 0.056979384273290634, "m": 1.0 }, { "p": 0.04906482994556427, "m": 1.0 }, { "p": 0.04350605979561806, "m": 1.0 }, { "p": 0.0694318413734436, "m": 1.0 }, { "p": 0.1034606471657753, "m": 1.0 }, { "p": 0.16788890957832336, "m": 1.0 }, { "p": 0.06149281933903694, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 1.1841999292373657, "val_loss": 0.6815879940986633, "acc": 71.76, "time": 102.16282824613154, "param": [ { "p": 0.18781360983848572, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.048569489270448685, "m": 1.0 }, { "p": 0.0307778213173151, "m": 1.0 }, { "p": 0.06140350177884102, "m": 1.0 }, { "p": 0.049580156803131104, "m": 1.0 }, { "p": 0.08596469461917877, "m": 1.0 }, { "p": 0.04236967861652374, "m": 1.0 }, { "p": 0.049652621150016785, "m": 1.0 }, { "p": 0.03377236798405647, "m": 1.0 }, { "p": 0.06137733533978462, "m": 1.0 }, { "p": 0.10791348665952682, "m": 1.0 }, { "p": 0.20478038489818573, "m": 1.0 }, { "p": 0.03602483496069908, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 1.219252586364746, "val_loss": 0.8276262879371643, "acc": 71.1, "time": 101.51794429216534, "param": [ { "p": 0.21035705506801605, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.048956502228975296, "m": 1.0 }, { "p": 0.024636870250105858, "m": 1.0 }, { "p": 0.05663525313138962, "m": 1.0 }, { "p": 0.055333275347948074, "m": 1.0 }, { "p": 0.08688465505838394, "m": 1.0 }, { "p": 0.03503084555268288, "m": 1.0 }, { "p": 0.0578501857817173, "m": 1.0 }, { "p": 0.02618609555065632, "m": 1.0 }, { "p": 0.05556255206465721, "m": 1.0 }, { "p": 0.09898591041564941, "m": 1.0 }, { "p": 0.22257661819458008, "m": 1.0 }, { "p": 0.021004121750593185, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 1.1140168905258179, "val_loss": 0.7330659031867981, "acc": 71.17, "time": 106.72075306088664, "param": [ { "p": 0.2162613719701767, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04487663507461548, "m": 1.0 }, { "p": 0.027223657816648483, "m": 1.0 }, { "p": 0.05182729288935661, "m": 1.0 }, { "p": 0.06096694618463516, "m": 1.0 }, { "p": 0.09325727075338364, "m": 1.0 }, { "p": 0.024666709825396538, "m": 1.0 }, { "p": 0.06654538214206696, "m": 1.0 }, { "p": 0.025432392954826355, "m": 1.0 }, { "p": 0.04773302748799324, "m": 1.0 }, { "p": 0.1039801761507988, "m": 1.0 }, { "p": 0.2230643779039383, "m": 1.0 }, { "p": 0.014164709486067295, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 0.9779035449028015, "val_loss": 0.8240882158279419, "acc": 71.67, "time": 114.53250152990222, "param": [ { "p": 0.227268785238266, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0350627675652504, "m": 1.0 }, { "p": 0.02891264110803604, "m": 1.0 }, { "p": 0.05688868835568428, "m": 1.0 }, { "p": 0.057466648519039154, "m": 1.0 }, { "p": 0.10021065175533295, "m": 1.0 }, { "p": 0.014248931780457497, "m": 1.0 }, { "p": 0.07055230438709259, "m": 1.0 }, { "p": 0.03140499070286751, "m": 1.0 }, { "p": 0.050824739038944244, "m": 1.0 }, { "p": 0.10636917501688004, "m": 1.0 }, { "p": 0.22037485241889954, "m": 1.0 }, { "p": 0.00041490563307888806, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 1.2493714094161987, "val_loss": 0.7331411838531494, "acc": 71.11, "time": 116.27922504302114, "param": [ { "p": 0.21156665682792664, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.040333449840545654, "m": 1.0 }, { "p": 0.03929312527179718, "m": 1.0 }, { "p": 0.05763334408402443, "m": 1.0 }, { "p": 0.061403363943099976, "m": 1.0 }, { "p": 0.08757582306861877, "m": 1.0 }, { "p": 0.011736847460269928, "m": 1.0 }, { "p": 0.07606782764196396, "m": 1.0 }, { "p": 0.04916717857122421, "m": 1.0 }, { "p": 0.05691400170326233, "m": 1.0 }, { "p": 0.10591766983270645, "m": 1.0 }, { "p": 0.20075392723083496, "m": 1.0 }, { "p": 0.0016368378419429064, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 0.8837580680847168, "val_loss": 0.723624050617218, "acc": 71.09, "time": 101.25877259299159, "param": [ { "p": 0.2268366813659668, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.048549387603998184, "m": 1.0 }, { "p": 0.04392136260867119, "m": 1.0 }, { "p": 0.040720075368881226, "m": 1.0 }, { "p": 0.05643215402960777, "m": 1.0 }, { "p": 0.08798276633024216, "m": 1.0 }, { "p": 0.003805720480158925, "m": 1.0 }, { "p": 0.0815047025680542, "m": 1.0 }, { "p": 0.04098573699593544, "m": 1.0 }, { "p": 0.05231577530503273, "m": 1.0 }, { "p": 0.10922027379274368, "m": 1.0 }, { "p": 0.2077253758907318, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 0.9159693717956543, "val_loss": 0.8798593878746033, "acc": 72.35, "time": 101.18761430098675, "param": [ { "p": 0.2153923511505127, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.05608906224370003, "m": 1.0 }, { "p": 0.05634773150086403, "m": 1.0 }, { "p": 0.032366570085287094, "m": 1.0 }, { "p": 0.05346803367137909, "m": 1.0 }, { "p": 0.09702865034341812, "m": 1.0 }, { "p": 0.0048041935078799725, "m": 1.0 }, { "p": 0.08717815577983856, "m": 1.0 }, { "p": 0.03811322897672653, "m": 1.0 }, { "p": 0.05110781639814377, "m": 1.0 }, { "p": 0.1024370789527893, "m": 1.0 }, { "p": 0.20566712319850922, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 0.9444303512573242, "val_loss": 0.6969537138938904, "acc": 71.67, "time": 103.23061399301514, "param": [ { "p": 0.2236821949481964, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.060151319950819016, "m": 1.0 }, { "p": 0.04126467555761337, "m": 1.0 }, { "p": 0.03446142002940178, "m": 1.0 }, { "p": 0.036721982061862946, "m": 1.0 }, { "p": 0.10085833072662354, "m": 1.0 }, { "p": 0.0013269501505419612, "m": 1.0 }, { "p": 0.09304694086313248, "m": 1.0 }, { "p": 0.04506991431117058, "m": 1.0 }, { "p": 0.0426529124379158, "m": 1.0 }, { "p": 0.10407385975122452, "m": 1.0 }, { "p": 0.21430779993534088, "m": 1.0 }, { "p": 0.0023817531764507294, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 1.3535690307617188, "val_loss": 0.7486093044281006, "acc": 71.75, "time": 101.8495751679875, "param": [ { "p": 0.23421619832515717, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06899774074554443, "m": 1.0 }, { "p": 0.021938178688287735, "m": 1.0 }, { "p": 0.037978094071149826, "m": 1.0 }, { "p": 0.028520779684185982, "m": 1.0 }, { "p": 0.09759800881147385, "m": 1.0 }, { "p": 0.006121844984591007, "m": 1.0 }, { "p": 0.09018571674823761, "m": 1.0 }, { "p": 0.05109288915991783, "m": 1.0 }, { "p": 0.04208199679851532, "m": 1.0 }, { "p": 0.10752827674150467, "m": 1.0 }, { "p": 0.2137403041124344, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 0.734533965587616, "val_loss": 0.8415205478668213, "acc": 72.11, "time": 102.08882320299745, "param": [ { "p": 0.25219520926475525, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07572206109762192, "m": 1.0 }, { "p": 0.0031656480859965086, "m": 1.0 }, { "p": 0.041913826018571854, "m": 1.0 }, { "p": 0.028409743681550026, "m": 1.0 }, { "p": 0.0985320582985878, "m": 1.0 }, { "p": 0.004122587852180004, "m": 1.0 }, { "p": 0.09026732295751572, "m": 1.0 }, { "p": 0.051002807915210724, "m": 1.0 }, { "p": 0.03740818053483963, "m": 1.0 }, { "p": 0.1127176433801651, "m": 1.0 }, { "p": 0.20454281568527222, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 117, "train_loss": 1.0893704891204834, "val_loss": 0.9028900265693665, "acc": 71.81, "time": 112.03871023003012, "param": [ { "p": 0.2545376718044281, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06430163979530334, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.03982178866863251, "m": 1.0 }, { "p": 0.03133167698979378, "m": 1.0 }, { "p": 0.09497963637113571, "m": 1.0 }, { "p": 0.005149561446160078, "m": 1.0 }, { "p": 0.10518123209476471, "m": 1.0 }, { "p": 0.05912328138947487, "m": 1.0 }, { "p": 0.02452155016362667, "m": 1.0 }, { "p": 0.12177257239818573, "m": 1.0 }, { "p": 0.19559070467948914, "m": 1.0 }, { "p": 0.003688680473715067, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 1.13671875, "val_loss": 0.8561111688613892, "acc": 70.8, "time": 103.64193837996572, "param": [ { "p": 0.2514582872390747, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07318921387195587, "m": 1.0 }, { "p": 0.002775089116767049, "m": 1.0 }, { "p": 0.036229170858860016, "m": 1.0 }, { "p": 0.04201168939471245, "m": 1.0 }, { "p": 0.07430420815944672, "m": 1.0 }, { "p": 0.002390594920143485, "m": 1.0 }, { "p": 0.11095374822616577, "m": 1.0 }, { "p": 0.07021632045507431, "m": 1.0 }, { "p": 0.008109788410365582, "m": 1.0 }, { "p": 0.12348558753728867, "m": 1.0 }, { "p": 0.19128091633319855, "m": 1.0 }, { "p": 0.013595395721495152, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 1.1809775829315186, "val_loss": 0.7541784048080444, "acc": 72.1, "time": 104.4946613071952, "param": [ { "p": 0.26342833042144775, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08196131885051727, "m": 1.0 }, { "p": 0.008922670967876911, "m": 1.0 }, { "p": 0.02231581322848797, "m": 1.0 }, { "p": 0.040058862417936325, "m": 1.0 }, { "p": 0.05113300681114197, "m": 1.0 }, { "p": 0.005084080621600151, "m": 1.0 }, { "p": 0.11103830486536026, "m": 1.0 }, { "p": 0.07109455019235611, "m": 1.0 }, { "p": 0.006646933499723673, "m": 1.0 }, { "p": 0.12280599027872086, "m": 1.0 }, { "p": 0.19692201912403107, "m": 1.0 }, { "p": 0.018588101491332054, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 0.8988168239593506, "val_loss": 0.7809957265853882, "acc": 71.83, "time": 110.36844142805785, "param": [ { "p": 0.2772228419780731, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07741729170084, "m": 1.0 }, { "p": 0.014755263924598694, "m": 1.0 }, { "p": 0.02129717916250229, "m": 1.0 }, { "p": 0.04616980999708176, "m": 1.0 }, { "p": 0.027017993852496147, "m": 1.0 }, { "p": 0.005810457281768322, "m": 1.0 }, { "p": 0.1005844846367836, "m": 1.0 }, { "p": 0.06852969527244568, "m": 1.0 }, { "p": 0.017765730619430542, "m": 1.0 }, { "p": 0.1295395940542221, "m": 1.0 }, { "p": 0.20511449873447418, "m": 1.0 }, { "p": 0.008775105699896812, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 1.1679471731185913, "val_loss": 0.7942291498184204, "acc": 71.78, "time": 101.19961957796477, "param": [ { "p": 0.24439109861850739, "m": 1.0 }, { "p": 8.619252184871584e-05, "m": 1.0 }, { "p": 0.08068113774061203, "m": 1.0 }, { "p": 0.02405531331896782, "m": 1.0 }, { "p": 0.023415077477693558, "m": 1.0 }, { "p": 0.062050968408584595, "m": 1.0 }, { "p": 0.021245436742901802, "m": 1.0 }, { "p": 0.017476355656981468, "m": 1.0 }, { "p": 0.09350289404392242, "m": 1.0 }, { "p": 0.0719742476940155, "m": 1.0 }, { "p": 0.036733612418174744, "m": 1.0 }, { "p": 0.11982809007167816, "m": 1.0 }, { "p": 0.18481121957302094, "m": 1.0 }, { "p": 0.019748352468013763, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 1.0462995767593384, "val_loss": 0.7934566140174866, "acc": 71.77, "time": 104.12740775384009, "param": [ { "p": 0.21561798453330994, "m": 1.0 }, { "p": 0.00023900160158518702, "m": 1.0 }, { "p": 0.07992831617593765, "m": 1.0 }, { "p": 0.03395027294754982, "m": 1.0 }, { "p": 0.030859414488077164, "m": 1.0 }, { "p": 0.06978712230920792, "m": 1.0 }, { "p": 0.021755946800112724, "m": 1.0 }, { "p": 0.0292560625821352, "m": 1.0 }, { "p": 0.08156227320432663, "m": 1.0 }, { "p": 0.08057630807161331, "m": 1.0 }, { "p": 0.045418642461299896, "m": 1.0 }, { "p": 0.11063547432422638, "m": 1.0 }, { "p": 0.16017134487628937, "m": 1.0 }, { "p": 0.04024185985326767, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 1.0899559259414673, "val_loss": 0.7818171977996826, "acc": 72.18, "time": 109.70535778999329, "param": [ { "p": 0.19138586521148682, "m": 1.0 }, { "p": 9.364187280880287e-05, "m": 1.0 }, { "p": 0.08168762177228928, "m": 1.0 }, { "p": 0.03451807424426079, "m": 1.0 }, { "p": 0.050350580364465714, "m": 1.0 }, { "p": 0.06265289336442947, "m": 1.0 }, { "p": 0.031475622206926346, "m": 1.0 }, { "p": 0.044709619134664536, "m": 1.0 }, { "p": 0.07862282544374466, "m": 1.0 }, { "p": 0.08549114316701889, "m": 1.0 }, { "p": 0.049652282148599625, "m": 1.0 }, { "p": 0.10323977470397949, "m": 1.0 }, { "p": 0.1384214162826538, "m": 1.0 }, { "p": 0.047698624432086945, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 1.051766276359558, "val_loss": 0.8864263892173767, "acc": 71.93, "time": 112.86829296196811, "param": [ { "p": 0.17680498957633972, "m": 1.0 }, { "p": 0.005063067190349102, "m": 1.0 }, { "p": 0.08913453668355942, "m": 1.0 }, { "p": 0.024633128196001053, "m": 1.0 }, { "p": 0.058097757399082184, "m": 1.0 }, { "p": 0.05282983183860779, "m": 1.0 }, { "p": 0.02068307064473629, "m": 1.0 }, { "p": 0.05350719764828682, "m": 1.0 }, { "p": 0.08128334581851959, "m": 1.0 }, { "p": 0.09385354071855545, "m": 1.0 }, { "p": 0.06396252661943436, "m": 1.0 }, { "p": 0.09790366888046265, "m": 1.0 }, { "p": 0.1334066092967987, "m": 1.0 }, { "p": 0.048836685717105865, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 1.0822232961654663, "val_loss": 0.8781875371932983, "acc": 70.88, "time": 106.85925803286955, "param": [ { "p": 0.19175748527050018, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09916611760854721, "m": 1.0 }, { "p": 0.018499085679650307, "m": 1.0 }, { "p": 0.048641134053468704, "m": 1.0 }, { "p": 0.05047042667865753, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.05096225440502167, "m": 1.0 }, { "p": 0.08275344222784042, "m": 1.0 }, { "p": 0.11038531363010406, "m": 1.0 }, { "p": 0.07054898142814636, "m": 1.0 }, { "p": 0.09782419353723526, "m": 1.0 }, { "p": 0.13286042213439941, "m": 1.0 }, { "p": 0.04613105207681656, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 0.9776285886764526, "val_loss": 0.8505303263664246, "acc": 72.1, "time": 117.84383055800572, "param": [ { "p": 0.18970711529254913, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10459891706705093, "m": 1.0 }, { "p": 0.0292059313505888, "m": 1.0 }, { "p": 0.04066505655646324, "m": 1.0 }, { "p": 0.062377844005823135, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.03880176320672035, "m": 1.0 }, { "p": 0.08387690037488937, "m": 1.0 }, { "p": 0.1135239377617836, "m": 1.0 }, { "p": 0.07797987759113312, "m": 1.0 }, { "p": 0.08637978881597519, "m": 1.0 }, { "p": 0.125334233045578, "m": 1.0 }, { "p": 0.04754860699176788, "m": 1.0 } ] }, { "epoch": 127, "train_loss": 1.2611255645751953, "val_loss": 0.858605146408081, "acc": 72.33, "time": 118.17687863414176, "param": [ { "p": 0.18700557947158813, "m": 1.0 }, { "p": 0.0004984908155165613, "m": 1.0 }, { "p": 0.09367980062961578, "m": 1.0 }, { "p": 0.036673858761787415, "m": 1.0 }, { "p": 0.03930216655135155, "m": 1.0 }, { "p": 0.07105658948421478, "m": 1.0 }, { "p": 0.006839757785201073, "m": 1.0 }, { "p": 0.02461407147347927, "m": 1.0 }, { "p": 0.08413538336753845, "m": 1.0 }, { "p": 0.11073046177625656, "m": 1.0 }, { "p": 0.09378708153963089, "m": 1.0 }, { "p": 0.07957392930984497, "m": 1.0 }, { "p": 0.12904120981693268, "m": 1.0 }, { "p": 0.04306161403656006, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 0.9689866304397583, "val_loss": 0.7192879915237427, "acc": 72.22, "time": 110.35288464417681, "param": [ { "p": 0.17495690286159515, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08817178010940552, "m": 1.0 }, { "p": 0.03147830441594124, "m": 1.0 }, { "p": 0.04258248209953308, "m": 1.0 }, { "p": 0.075638547539711, "m": 1.0 }, { "p": 0.03660278394818306, "m": 1.0 }, { "p": 0.007296257186681032, "m": 1.0 }, { "p": 0.08278314769268036, "m": 1.0 }, { "p": 0.1070675253868103, "m": 1.0 }, { "p": 0.10342425107955933, "m": 1.0 }, { "p": 0.08197760581970215, "m": 1.0 }, { "p": 0.12859919667243958, "m": 1.0 }, { "p": 0.039421189576387405, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 1.046021580696106, "val_loss": 0.7580755352973938, "acc": 72.37, "time": 102.9317291721236, "param": [ { "p": 0.15436960756778717, "m": 1.0 }, { "p": 0.001154519384726882, "m": 1.0 }, { "p": 0.07945185154676437, "m": 1.0 }, { "p": 0.030199268832802773, "m": 1.0 }, { "p": 0.04903200641274452, "m": 1.0 }, { "p": 0.08195004612207413, "m": 1.0 }, { "p": 0.06010155379772186, "m": 1.0 }, { "p": 0.012507864274084568, "m": 1.0 }, { "p": 0.07188282161951065, "m": 1.0 }, { "p": 0.11455727368593216, "m": 1.0 }, { "p": 0.09846717119216919, "m": 1.0 }, { "p": 0.09312933683395386, "m": 1.0 }, { "p": 0.11447429656982422, "m": 1.0 }, { "p": 0.0387224480509758, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 1.0685535669326782, "val_loss": 0.6448164582252502, "acc": 72.28, "time": 108.50669615110382, "param": [ { "p": 0.12758679687976837, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07498327642679214, "m": 1.0 }, { "p": 0.03395812585949898, "m": 1.0 }, { "p": 0.04736730083823204, "m": 1.0 }, { "p": 0.09174487739801407, "m": 1.0 }, { "p": 0.08449169993400574, "m": 1.0 }, { "p": 0.026097461581230164, "m": 1.0 }, { "p": 0.05116259306669235, "m": 1.0 }, { "p": 0.1121894046664238, "m": 1.0 }, { "p": 0.08760485798120499, "m": 1.0 }, { "p": 0.09873305261135101, "m": 1.0 }, { "p": 0.11114457994699478, "m": 1.0 }, { "p": 0.05293608084321022, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 0.9725558161735535, "val_loss": 0.8181955218315125, "acc": 72.7, "time": 103.04038216196932, "param": [ { "p": 0.11655522882938385, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0731109008193016, "m": 1.0 }, { "p": 0.033118829131126404, "m": 1.0 }, { "p": 0.03441562503576279, "m": 1.0 }, { "p": 0.09812751412391663, "m": 1.0 }, { "p": 0.0996164083480835, "m": 1.0 }, { "p": 0.03838794305920601, "m": 1.0 }, { "p": 0.03651406615972519, "m": 1.0 }, { "p": 0.10679014772176743, "m": 1.0 }, { "p": 0.08985676616430283, "m": 1.0 }, { "p": 0.10238724201917648, "m": 1.0 }, { "p": 0.11463373899459839, "m": 1.0 }, { "p": 0.056485582143068314, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 1.2359654903411865, "val_loss": 0.6924752593040466, "acc": 72.44, "time": 105.17803839291446, "param": [ { "p": 0.10782624036073685, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07361061125993729, "m": 1.0 }, { "p": 0.015808461233973503, "m": 1.0 }, { "p": 0.02244914323091507, "m": 1.0 }, { "p": 0.10340416431427002, "m": 1.0 }, { "p": 0.1057313084602356, "m": 1.0 }, { "p": 0.04534076154232025, "m": 1.0 }, { "p": 0.027377959340810776, "m": 1.0 }, { "p": 0.10153834521770477, "m": 1.0 }, { "p": 0.08684711158275604, "m": 1.0 }, { "p": 0.11742299795150757, "m": 1.0 }, { "p": 0.14473026990890503, "m": 1.0 }, { "p": 0.04791263863444328, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 1.1810295581817627, "val_loss": 0.8391324281692505, "acc": 72.01, "time": 104.8875020579435, "param": [ { "p": 0.1025719940662384, "m": 1.0 }, { "p": 0.00035767219378612936, "m": 1.0 }, { "p": 0.06219295784831047, "m": 1.0 }, { "p": 0.010728610679507256, "m": 1.0 }, { "p": 0.021887212991714478, "m": 1.0 }, { "p": 0.09724745154380798, "m": 1.0 }, { "p": 0.10451853275299072, "m": 1.0 }, { "p": 0.060703620314598083, "m": 1.0 }, { "p": 0.035883981734514236, "m": 1.0 }, { "p": 0.09804277122020721, "m": 1.0 }, { "p": 0.07929348200559616, "m": 1.0 }, { "p": 0.13321436941623688, "m": 1.0 }, { "p": 0.16183699667453766, "m": 1.0 }, { "p": 0.031520333141088486, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 1.0159989595413208, "val_loss": 0.8081845641136169, "acc": 71.95, "time": 102.93179244501516, "param": [ { "p": 0.10268557071685791, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.05432726815342903, "m": 1.0 }, { "p": 0.008780939504504204, "m": 1.0 }, { "p": 0.008192239329218864, "m": 1.0 }, { "p": 0.09664088487625122, "m": 1.0 }, { "p": 0.09741129726171494, "m": 1.0 }, { "p": 0.06719057261943817, "m": 1.0 }, { "p": 0.045295875519514084, "m": 1.0 }, { "p": 0.11420390754938126, "m": 1.0 }, { "p": 0.0648784190416336, "m": 1.0 }, { "p": 0.138319730758667, "m": 1.0 }, { "p": 0.18045839667320251, "m": 1.0 }, { "p": 0.021614953875541687, "m": 1.0 } ] }, { "epoch": 135, "train_loss": 1.020033359527588, "val_loss": 0.7656049132347107, "acc": 73.51, "time": 112.08919519698247, "param": [ { "p": 0.10345232486724854, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04621144384145737, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11212974786758423, "m": 1.0 }, { "p": 0.10212784260511398, "m": 1.0 }, { "p": 0.07383020967245102, "m": 1.0 }, { "p": 0.040645770728588104, "m": 1.0 }, { "p": 0.11751465499401093, "m": 1.0 }, { "p": 0.05044172331690788, "m": 1.0 }, { "p": 0.15067091584205627, "m": 1.0 }, { "p": 0.2029753476381302, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 1.1568948030471802, "val_loss": 0.7655642628669739, "acc": 72.27, "time": 117.22418510401621, "param": [ { "p": 0.08548613637685776, "m": 1.0 }, { "p": 0.006062183063477278, "m": 1.0 }, { "p": 0.03241433948278427, "m": 1.0 }, { "p": 0.0006138486205600202, "m": 1.0 }, { "p": 0.016490362584590912, "m": 1.0 }, { "p": 0.11341927945613861, "m": 1.0 }, { "p": 0.10733521729707718, "m": 1.0 }, { "p": 0.07116999477148056, "m": 1.0 }, { "p": 0.041318606585264206, "m": 1.0 }, { "p": 0.11789936572313309, "m": 1.0 }, { "p": 0.04656216874718666, "m": 1.0 }, { "p": 0.14809468388557434, "m": 1.0 }, { "p": 0.20571014285087585, "m": 1.0 }, { "p": 0.0074236150830984116, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 1.0587867498397827, "val_loss": 0.7169859409332275, "acc": 73.38, "time": 103.03990723891184, "param": [ { "p": 0.06879308819770813, "m": 1.0 }, { "p": 0.005673141218721867, "m": 1.0 }, { "p": 0.019344426691532135, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.02178015001118183, "m": 1.0 }, { "p": 0.12259076535701752, "m": 1.0 }, { "p": 0.10910934954881668, "m": 1.0 }, { "p": 0.06945672631263733, "m": 1.0 }, { "p": 0.04656921699643135, "m": 1.0 }, { "p": 0.12752681970596313, "m": 1.0 }, { "p": 0.044708918780088425, "m": 1.0 }, { "p": 0.14142562448978424, "m": 1.0 }, { "p": 0.21584410965442657, "m": 1.0 }, { "p": 0.007177785970270634, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 0.9538052678108215, "val_loss": 0.8711292743682861, "acc": 72.87, "time": 102.3917300410103, "param": [ { "p": 0.05874396860599518, "m": 1.0 }, { "p": 7.929441198939458e-05, "m": 1.0 }, { "p": 0.015152559615671635, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.008434110321104527, "m": 1.0 }, { "p": 0.13002830743789673, "m": 1.0 }, { "p": 0.10670042037963867, "m": 1.0 }, { "p": 0.061526864767074585, "m": 1.0 }, { "p": 0.04669330269098282, "m": 1.0 }, { "p": 0.13888385891914368, "m": 1.0 }, { "p": 0.04447606950998306, "m": 1.0 }, { "p": 0.14508019387722015, "m": 1.0 }, { "p": 0.2354636937379837, "m": 1.0 }, { "p": 0.008737378753721714, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 0.9621447324752808, "val_loss": 0.9166927337646484, "acc": 72.71, "time": 101.07903516688384, "param": [ { "p": 0.06253261119127274, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.019371265545487404, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1221221312880516, "m": 1.0 }, { "p": 0.10235928744077682, "m": 1.0 }, { "p": 0.061211634427309036, "m": 1.0 }, { "p": 0.04963915795087814, "m": 1.0 }, { "p": 0.1288539171218872, "m": 1.0 }, { "p": 0.05229981243610382, "m": 1.0 }, { "p": 0.14009477198123932, "m": 1.0 }, { "p": 0.2532884478569031, "m": 1.0 }, { "p": 0.00822693482041359, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 0.8999528288841248, "val_loss": 0.7362779378890991, "acc": 71.95, "time": 112.75715286796913, "param": [ { "p": 0.0804155245423317, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.028737852349877357, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1099630743265152, "m": 1.0 }, { "p": 0.10266610234975815, "m": 1.0 }, { "p": 0.0470757894217968, "m": 1.0 }, { "p": 0.052695177495479584, "m": 1.0 }, { "p": 0.12435836344957352, "m": 1.0 }, { "p": 0.0437035895884037, "m": 1.0 }, { "p": 0.13430818915367126, "m": 1.0 }, { "p": 0.26719212532043457, "m": 1.0 }, { "p": 0.008884181268513203, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 1.2668251991271973, "val_loss": 0.8175599575042725, "acc": 72.17, "time": 102.79048543795943, "param": [ { "p": 0.09458029270172119, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.05587410926818848, "m": 1.0 }, { "p": 0.01618563011288643, "m": 1.0 }, { "p": 0.010750687681138515, "m": 1.0 }, { "p": 0.09838394820690155, "m": 1.0 }, { "p": 0.07948953658342361, "m": 1.0 }, { "p": 0.041067492216825485, "m": 1.0 }, { "p": 0.06570707261562347, "m": 1.0 }, { "p": 0.11855579912662506, "m": 1.0 }, { "p": 0.053272996097803116, "m": 1.0 }, { "p": 0.11211580038070679, "m": 1.0 }, { "p": 0.22355028986930847, "m": 1.0 }, { "p": 0.03046630136668682, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 0.9412722587585449, "val_loss": 0.6498746871948242, "acc": 73.13, "time": 102.3261250210926, "param": [ { "p": 0.10350784659385681, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07811777293682098, "m": 1.0 }, { "p": 0.027996862307190895, "m": 1.0 }, { "p": 0.008258062414824963, "m": 1.0 }, { "p": 0.08971896022558212, "m": 1.0 }, { "p": 0.06529467552900314, "m": 1.0 }, { "p": 0.03352176025509834, "m": 1.0 }, { "p": 0.08169589191675186, "m": 1.0 }, { "p": 0.1161976084113121, "m": 1.0 }, { "p": 0.05756239593029022, "m": 1.0 }, { "p": 0.09781397879123688, "m": 1.0 }, { "p": 0.19845619797706604, "m": 1.0 }, { "p": 0.04185795038938522, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 1.0165725946426392, "val_loss": 0.8194580078125, "acc": 72.54, "time": 105.84361010510474, "param": [ { "p": 0.1138787716627121, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09179186820983887, "m": 1.0 }, { "p": 0.026244865730404854, "m": 1.0 }, { "p": 0.004854169208556414, "m": 1.0 }, { "p": 0.0828162282705307, "m": 1.0 }, { "p": 0.06077030673623085, "m": 1.0 }, { "p": 0.02279331535100937, "m": 1.0 }, { "p": 0.07636105269193649, "m": 1.0 }, { "p": 0.1219022125005722, "m": 1.0 }, { "p": 0.05485902726650238, "m": 1.0 }, { "p": 0.10313895344734192, "m": 1.0 }, { "p": 0.1933499127626419, "m": 1.0 }, { "p": 0.04723938927054405, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 1.003404974937439, "val_loss": 0.9385215044021606, "acc": 72.83, "time": 108.24404843896627, "param": [ { "p": 0.12288233637809753, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09600067138671875, "m": 1.0 }, { "p": 0.01658814214169979, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07917281985282898, "m": 1.0 }, { "p": 0.06058865413069725, "m": 1.0 }, { "p": 0.027167558670043945, "m": 1.0 }, { "p": 0.06639500707387924, "m": 1.0 }, { "p": 0.13557296991348267, "m": 1.0 }, { "p": 0.043565813452005386, "m": 1.0 }, { "p": 0.09622826427221298, "m": 1.0 }, { "p": 0.193324014544487, "m": 1.0 }, { "p": 0.0625138133764267, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 1.01981782913208, "val_loss": 0.7660973072052002, "acc": 72.89, "time": 117.57058207690716, "param": [ { "p": 0.11430177837610245, "m": 1.0 }, { "p": 0.00025915910373441875, "m": 1.0 }, { "p": 0.10681623220443726, "m": 1.0 }, { "p": 0.020518189296126366, "m": 1.0 }, { "p": 0.005752959288656712, "m": 1.0 }, { "p": 0.07173533737659454, "m": 1.0 }, { "p": 0.06415779888629913, "m": 1.0 }, { "p": 0.03766057640314102, "m": 1.0 }, { "p": 0.06729406863451004, "m": 1.0 }, { "p": 0.13347306847572327, "m": 1.0 }, { "p": 0.029348088428378105, "m": 1.0 }, { "p": 0.09328746050596237, "m": 1.0 }, { "p": 0.18113215267658234, "m": 1.0 }, { "p": 0.07426310330629349, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 0.9347483515739441, "val_loss": 0.7242154479026794, "acc": 73.33, "time": 115.98965945001692, "param": [ { "p": 0.10454437136650085, "m": 1.0 }, { "p": 0.007851621136069298, "m": 1.0 }, { "p": 0.10734819620847702, "m": 1.0 }, { "p": 0.026388414204120636, "m": 1.0 }, { "p": 0.010379917919635773, "m": 1.0 }, { "p": 0.0700077936053276, "m": 1.0 }, { "p": 0.06832180172204971, "m": 1.0 }, { "p": 0.04460250958800316, "m": 1.0 }, { "p": 0.06579373776912689, "m": 1.0 }, { "p": 0.12476973980665207, "m": 1.0 }, { "p": 0.03966871649026871, "m": 1.0 }, { "p": 0.09874944388866425, "m": 1.0 }, { "p": 0.16783884167671204, "m": 1.0 }, { "p": 0.06373485177755356, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 1.031511664390564, "val_loss": 0.7399795055389404, "acc": 73.26, "time": 113.8272999220062, "param": [ { "p": 0.10436666011810303, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10250580310821533, "m": 1.0 }, { "p": 0.021498920395970345, "m": 1.0 }, { "p": 0.007105474825948477, "m": 1.0 }, { "p": 0.06687100231647491, "m": 1.0 }, { "p": 0.06789682060480118, "m": 1.0 }, { "p": 0.054360076785087585, "m": 1.0 }, { "p": 0.06923383474349976, "m": 1.0 }, { "p": 0.12334910035133362, "m": 1.0 }, { "p": 0.048302941024303436, "m": 1.0 }, { "p": 0.10624299198389053, "m": 1.0 }, { "p": 0.17130780220031738, "m": 1.0 }, { "p": 0.056958626955747604, "m": 1.0 } ] }, { "epoch": 148, "train_loss": 1.1940038204193115, "val_loss": 0.6167949438095093, "acc": 73.53, "time": 101.7137127679307, "param": [ { "p": 0.10906150937080383, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09836780279874802, "m": 1.0 }, { "p": 0.0028631386812776327, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06783769279718399, "m": 1.0 }, { "p": 0.05837630480527878, "m": 1.0 }, { "p": 0.08141785115003586, "m": 1.0 }, { "p": 0.08345067501068115, "m": 1.0 }, { "p": 0.12195142358541489, "m": 1.0 }, { "p": 0.04116456210613251, "m": 1.0 }, { "p": 0.1128096804022789, "m": 1.0 }, { "p": 0.17498259246349335, "m": 1.0 }, { "p": 0.04771685600280762, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 0.8662150502204895, "val_loss": 0.8507689833641052, "acc": 72.8, "time": 109.08675052481703, "param": [ { "p": 0.12366869300603867, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10169737786054611, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06685999035835266, "m": 1.0 }, { "p": 0.05432909354567528, "m": 1.0 }, { "p": 0.0858360230922699, "m": 1.0 }, { "p": 0.09623251855373383, "m": 1.0 }, { "p": 0.11744479835033417, "m": 1.0 }, { "p": 0.035113103687763214, "m": 1.0 }, { "p": 0.11392737925052643, "m": 1.0 }, { "p": 0.16534121334552765, "m": 1.0 }, { "p": 0.03954978287220001, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 1.2667421102523804, "val_loss": 0.8721948266029358, "acc": 73.07, "time": 108.80831868504174, "param": [ { "p": 0.13966621458530426, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09974267333745956, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06200642138719559, "m": 1.0 }, { "p": 0.04491030424833298, "m": 1.0 }, { "p": 0.08729550987482071, "m": 1.0 }, { "p": 0.10162553191184998, "m": 1.0 }, { "p": 0.11481045931577682, "m": 1.0 }, { "p": 0.04166484251618385, "m": 1.0 }, { "p": 0.11998863518238068, "m": 1.0 }, { "p": 0.15094907581806183, "m": 1.0 }, { "p": 0.03734039142727852, "m": 1.0 } ] } ] }