{ "Accuracy": 76.32, "Time": [ 299.38313263481484, 12.072338508084599, 60029.66669876501 ], "Optimizer": { "Meta": { "optim": "Adam", "lr": 0.01 }, "Inner": { "optim": "SGD", "lr": 0.01, "momentum": 0.9 } }, "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 4.590113639831543, "val_loss": 2.1507625579833984, "acc": 20.82, "time": 312.4232046340185, "param": [ { "p": 0.05370648577809334, "m": 1.0 }, { "p": 0.0780387595295906, "m": 1.0 }, { "p": 0.09120310097932816, "m": 1.0 }, { "p": 0.08283569663763046, "m": 1.0 }, { "p": 0.06759549677371979, "m": 1.0 }, { "p": 0.06145256757736206, "m": 1.0 }, { "p": 0.05607231333851814, "m": 1.0 }, { "p": 0.08316579461097717, "m": 1.0 }, { "p": 0.10685248672962189, "m": 1.0 }, { "p": 0.06134844198822975, "m": 1.0 }, { "p": 0.06834089010953903, "m": 1.0 }, { "p": 0.06971435248851776, "m": 1.0 }, { "p": 0.041977494955062866, "m": 1.0 }, { "p": 0.07769616693258286, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 4.32794189453125, "val_loss": 1.8284531831741333, "acc": 36.19, "time": 349.1486821589933, "param": [ { "p": 0.058422382920980453, "m": 1.0 }, { "p": 0.08833936601877213, "m": 1.0 }, { "p": 0.09577583521604538, "m": 1.0 }, { "p": 0.09485024958848953, "m": 1.0 }, { "p": 0.03807844594120979, "m": 1.0 }, { "p": 0.057826001197099686, "m": 1.0 }, { "p": 0.058818548917770386, "m": 1.0 }, { "p": 0.08176073431968689, "m": 1.0 }, { "p": 0.10137555748224258, "m": 1.0 }, { "p": 0.038507748395204544, "m": 1.0 }, { "p": 0.07515127211809158, "m": 1.0 }, { "p": 0.08817095309495926, "m": 1.0 }, { "p": 0.05160604789853096, "m": 1.0 }, { "p": 0.07131683826446533, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 3.768434524536133, "val_loss": 1.7100216150283813, "acc": 38.61, "time": 326.57351825298974, "param": [ { "p": 0.04843352362513542, "m": 1.0 }, { "p": 0.057515762746334076, "m": 1.0 }, { "p": 0.08346205949783325, "m": 1.0 }, { "p": 0.06269926577806473, "m": 1.0 }, { "p": 0.031361497938632965, "m": 1.0 }, { "p": 0.015434850007295609, "m": 1.0 }, { "p": 0.1395256370306015, "m": 1.0 }, { "p": 0.07677417248487473, "m": 1.0 }, { "p": 0.023643923923373222, "m": 1.0 }, { "p": 0.1306723654270172, "m": 1.0 }, { "p": 0.04712293669581413, "m": 1.0 }, { "p": 0.04345225915312767, "m": 1.0 }, { "p": 0.055936072021722794, "m": 1.0 }, { "p": 0.18396562337875366, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 3.8669142723083496, "val_loss": 1.7653906345367432, "acc": 38.26, "time": 330.6733795759792, "param": [ { "p": 0.016630016267299652, "m": 1.0 }, { "p": 0.051886528730392456, "m": 1.0 }, { "p": 0.037554748356342316, "m": 1.0 }, { "p": 0.02500785142183304, "m": 1.0 }, { "p": 0.07180464267730713, "m": 1.0 }, { "p": 0.056503888219594955, "m": 1.0 }, { "p": 0.1432299166917801, "m": 1.0 }, { "p": 0.052784767001867294, "m": 1.0 }, { "p": 0.08835363388061523, "m": 1.0 }, { "p": 0.12731581926345825, "m": 1.0 }, { "p": 0.0007149874581955373, "m": 1.0 }, { "p": 0.015881182625889778, "m": 1.0 }, { "p": 0.12201988697052002, "m": 1.0 }, { "p": 0.190311998128891, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 3.690176010131836, "val_loss": 1.5646061897277832, "acc": 43.85, "time": 312.81642748002196, "param": [ { "p": 0.019394738599658012, "m": 1.0 }, { "p": 0.026630990207195282, "m": 1.0 }, { "p": 0.07867784053087234, "m": 1.0 }, { "p": 0.047203823924064636, "m": 1.0 }, { "p": 0.05535915493965149, "m": 1.0 }, { "p": 0.04224750027060509, "m": 1.0 }, { "p": 0.11176927387714386, "m": 1.0 }, { "p": 0.14193041622638702, "m": 1.0 }, { "p": 0.07070895284414291, "m": 1.0 }, { "p": 0.10313600301742554, "m": 1.0 }, { "p": 0.024754367768764496, "m": 1.0 }, { "p": 0.013373948633670807, "m": 1.0 }, { "p": 0.11349575966596603, "m": 1.0 }, { "p": 0.1513172835111618, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 3.6964104175567627, "val_loss": 1.380196452140808, "acc": 47.18, "time": 308.42218082098407, "param": [ { "p": 0.01487136259675026, "m": 1.0 }, { "p": 0.048140622675418854, "m": 1.0 }, { "p": 0.025599811226129532, "m": 1.0 }, { "p": 0.03608572110533714, "m": 1.0 }, { "p": 0.04865735024213791, "m": 1.0 }, { "p": 0.0340711772441864, "m": 1.0 }, { "p": 0.1064007505774498, "m": 1.0 }, { "p": 0.1485322117805481, "m": 1.0 }, { "p": 0.0670245885848999, "m": 1.0 }, { "p": 0.0829479843378067, "m": 1.0 }, { "p": 0.020332492887973785, "m": 1.0 }, { "p": 0.11480073630809784, "m": 1.0 }, { "p": 0.10895580053329468, "m": 1.0 }, { "p": 0.14357945322990417, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 3.665287494659424, "val_loss": 1.355133056640625, "acc": 49.01, "time": 293.1937914690061, "param": [ { "p": 0.04789683222770691, "m": 1.0 }, { "p": 0.022016014903783798, "m": 1.0 }, { "p": 0.010026403702795506, "m": 1.0 }, { "p": 0.18000644445419312, "m": 1.0 }, { "p": 0.03903045132756233, "m": 1.0 }, { "p": 0.022587694227695465, "m": 1.0 }, { "p": 0.0909925252199173, "m": 1.0 }, { "p": 0.1308768093585968, "m": 1.0 }, { "p": 0.05874282866716385, "m": 1.0 }, { "p": 0.05343569442629814, "m": 1.0 }, { "p": 0.01590200513601303, "m": 1.0 }, { "p": 0.10678443312644958, "m": 1.0 }, { "p": 0.09814175218343735, "m": 1.0 }, { "p": 0.12356004863977432, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 3.420719623565674, "val_loss": 1.5547995567321777, "acc": 45.87, "time": 311.17359137302265, "param": [ { "p": 0.04811745882034302, "m": 1.0 }, { "p": 0.11185836791992188, "m": 1.0 }, { "p": 0.012277651578187943, "m": 1.0 }, { "p": 0.16295132040977478, "m": 1.0 }, { "p": 0.02705673687160015, "m": 1.0 }, { "p": 0.02001793310046196, "m": 1.0 }, { "p": 0.08438180387020111, "m": 1.0 }, { "p": 0.11725746840238571, "m": 1.0 }, { "p": 0.0516141913831234, "m": 1.0 }, { "p": 0.0677143931388855, "m": 1.0 }, { "p": 0.000712791399564594, "m": 1.0 }, { "p": 0.09667578339576721, "m": 1.0 }, { "p": 0.0921635702252388, "m": 1.0 }, { "p": 0.10720053315162659, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 3.247647762298584, "val_loss": 1.3876842260360718, "acc": 51.29, "time": 316.4698351639963, "param": [ { "p": 0.04834180697798729, "m": 1.0 }, { "p": 0.11037620157003403, "m": 1.0 }, { "p": 0.021881580352783203, "m": 1.0 }, { "p": 0.16861297190189362, "m": 1.0 }, { "p": 0.01839086413383484, "m": 1.0 }, { "p": 0.017053868621587753, "m": 1.0 }, { "p": 0.07834204286336899, "m": 1.0 }, { "p": 0.1197073683142662, "m": 1.0 }, { "p": 0.04976211115717888, "m": 1.0 }, { "p": 0.04011034592986107, "m": 1.0 }, { "p": 0.03131873905658722, "m": 1.0 }, { "p": 0.09921341389417648, "m": 1.0 }, { "p": 0.09545262157917023, "m": 1.0 }, { "p": 0.10143610090017319, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 3.279402017593384, "val_loss": 1.3997973203659058, "acc": 51.48, "time": 342.0976999020204, "param": [ { "p": 0.04943665862083435, "m": 1.0 }, { "p": 0.10504552721977234, "m": 1.0 }, { "p": 0.020287061110138893, "m": 1.0 }, { "p": 0.16778422892093658, "m": 1.0 }, { "p": 0.006145496852695942, "m": 1.0 }, { "p": 0.04077412560582161, "m": 1.0 }, { "p": 0.08075091987848282, "m": 1.0 }, { "p": 0.11811302602291107, "m": 1.0 }, { "p": 0.04436153173446655, "m": 1.0 }, { "p": 0.04722568765282631, "m": 1.0 }, { "p": 0.0324116088449955, "m": 1.0 }, { "p": 0.09899332374334335, "m": 1.0 }, { "p": 0.09459381550550461, "m": 1.0 }, { "p": 0.09407694637775421, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 3.3162896633148193, "val_loss": 1.290636420249939, "acc": 50.21, "time": 331.5903487849864, "param": [ { "p": 0.04998970404267311, "m": 1.0 }, { "p": 0.09406440705060959, "m": 1.0 }, { "p": 0.02751329354941845, "m": 1.0 }, { "p": 0.1540900319814682, "m": 1.0 }, { "p": 0.03970809280872345, "m": 1.0 }, { "p": 0.03550069406628609, "m": 1.0 }, { "p": 0.08355066925287247, "m": 1.0 }, { "p": 0.10912412405014038, "m": 1.0 }, { "p": 0.04135248064994812, "m": 1.0 }, { "p": 0.06832945346832275, "m": 1.0 }, { "p": 0.028808852657675743, "m": 1.0 }, { "p": 0.09266790747642517, "m": 1.0 }, { "p": 0.09349729865789413, "m": 1.0 }, { "p": 0.08180300146341324, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 3.198641061782837, "val_loss": 1.3247205018997192, "acc": 54.67, "time": 325.59056337201037, "param": [ { "p": 0.050970420241355896, "m": 1.0 }, { "p": 0.08970063924789429, "m": 1.0 }, { "p": 0.0310626570135355, "m": 1.0 }, { "p": 0.14853866398334503, "m": 1.0 }, { "p": 0.03731600195169449, "m": 1.0 }, { "p": 0.032288823276758194, "m": 1.0 }, { "p": 0.08365045487880707, "m": 1.0 }, { "p": 0.10601945966482162, "m": 1.0 }, { "p": 0.03934654965996742, "m": 1.0 }, { "p": 0.09420909732580185, "m": 1.0 }, { "p": 0.029181523248553276, "m": 1.0 }, { "p": 0.09283307939767838, "m": 1.0 }, { "p": 0.09408946335315704, "m": 1.0 }, { "p": 0.07079319655895233, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 2.645935535430908, "val_loss": 1.3979847431182861, "acc": 54.12, "time": 323.82528945201193, "param": [ { "p": 0.05275681987404823, "m": 1.0 }, { "p": 0.08328890800476074, "m": 1.0 }, { "p": 0.03402436152100563, "m": 1.0 }, { "p": 0.14334242045879364, "m": 1.0 }, { "p": 0.03255888819694519, "m": 1.0 }, { "p": 0.026352504268288612, "m": 1.0 }, { "p": 0.09194526821374893, "m": 1.0 }, { "p": 0.10353987663984299, "m": 1.0 }, { "p": 0.03842196613550186, "m": 1.0 }, { "p": 0.11825378984212875, "m": 1.0 }, { "p": 0.02982587367296219, "m": 1.0 }, { "p": 0.09218493849039078, "m": 1.0 }, { "p": 0.09633468836545944, "m": 1.0 }, { "p": 0.05716967210173607, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 2.9506378173828125, "val_loss": 1.3370468616485596, "acc": 56.12, "time": 325.25765383199905, "param": [ { "p": 0.04749641194939613, "m": 1.0 }, { "p": 0.06597714126110077, "m": 1.0 }, { "p": 0.03275258094072342, "m": 1.0 }, { "p": 0.1253545880317688, "m": 1.0 }, { "p": 0.02427852712571621, "m": 1.0 }, { "p": 0.1448565572500229, "m": 1.0 }, { "p": 0.08426257967948914, "m": 1.0 }, { "p": 0.09067615121603012, "m": 1.0 }, { "p": 0.03195332735776901, "m": 1.0 }, { "p": 0.11237695813179016, "m": 1.0 }, { "p": 0.026809293776750565, "m": 1.0 }, { "p": 0.08152218163013458, "m": 1.0 }, { "p": 0.08938147872686386, "m": 1.0 }, { "p": 0.042302168905735016, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 2.9370615482330322, "val_loss": 1.0742350816726685, "acc": 57.19, "time": 318.6751570700144, "param": [ { "p": 0.04495043680071831, "m": 1.0 }, { "p": 0.05238364636898041, "m": 1.0 }, { "p": 0.035049982368946075, "m": 1.0 }, { "p": 0.10620196908712387, "m": 1.0 }, { "p": 0.008908143267035484, "m": 1.0 }, { "p": 0.19771641492843628, "m": 1.0 }, { "p": 0.08566692471504211, "m": 1.0 }, { "p": 0.07886438071727753, "m": 1.0 }, { "p": 0.030242370441555977, "m": 1.0 }, { "p": 0.11126071959733963, "m": 1.0 }, { "p": 0.021096844226121902, "m": 1.0 }, { "p": 0.07187182456254959, "m": 1.0 }, { "p": 0.08444710075855255, "m": 1.0 }, { "p": 0.07133925706148148, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 2.914060115814209, "val_loss": 1.2612197399139404, "acc": 57.75, "time": 308.84738616101095, "param": [ { "p": 0.04419642314314842, "m": 1.0 }, { "p": 0.03474174067378044, "m": 1.0 }, { "p": 0.03763939440250397, "m": 1.0 }, { "p": 0.09291992336511612, "m": 1.0 }, { "p": 0.08979498594999313, "m": 1.0 }, { "p": 0.17230525612831116, "m": 1.0 }, { "p": 0.08273046463727951, "m": 1.0 }, { "p": 0.07046326994895935, "m": 1.0 }, { "p": 0.03167811036109924, "m": 1.0 }, { "p": 0.1145051047205925, "m": 1.0 }, { "p": 0.020745916292071342, "m": 1.0 }, { "p": 0.06543277949094772, "m": 1.0 }, { "p": 0.07982195168733597, "m": 1.0 }, { "p": 0.06302472949028015, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 3.1658382415771484, "val_loss": 1.323463797569275, "acc": 57.32, "time": 314.93553055400844, "param": [ { "p": 0.042951032519340515, "m": 1.0 }, { "p": 0.027759460732340813, "m": 1.0 }, { "p": 0.041112739592790604, "m": 1.0 }, { "p": 0.08797533810138702, "m": 1.0 }, { "p": 0.08435549587011337, "m": 1.0 }, { "p": 0.16242332756519318, "m": 1.0 }, { "p": 0.09156416356563568, "m": 1.0 }, { "p": 0.06855947524309158, "m": 1.0 }, { "p": 0.033802639693021774, "m": 1.0 }, { "p": 0.13113965094089508, "m": 1.0 }, { "p": 0.022882848978042603, "m": 1.0 }, { "p": 0.0656283050775528, "m": 1.0 }, { "p": 0.08571694791316986, "m": 1.0 }, { "p": 0.05412853881716728, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 2.8961400985717773, "val_loss": 1.1685034036636353, "acc": 58.25, "time": 311.66807434201473, "param": [ { "p": 0.04220461845397949, "m": 1.0 }, { "p": 0.024226464331150055, "m": 1.0 }, { "p": 0.043412551283836365, "m": 1.0 }, { "p": 0.08227183669805527, "m": 1.0 }, { "p": 0.07637906819581985, "m": 1.0 }, { "p": 0.14856687188148499, "m": 1.0 }, { "p": 0.10048322379589081, "m": 1.0 }, { "p": 0.06967080384492874, "m": 1.0 }, { "p": 0.039482809603214264, "m": 1.0 }, { "p": 0.14267145097255707, "m": 1.0 }, { "p": 0.02517533116042614, "m": 1.0 }, { "p": 0.06602010130882263, "m": 1.0 }, { "p": 0.09409239143133163, "m": 1.0 }, { "p": 0.04534240812063217, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 2.4914462566375732, "val_loss": 1.1137311458587646, "acc": 61.87, "time": 313.98476944101276, "param": [ { "p": 0.04366862401366234, "m": 1.0 }, { "p": 0.028079140931367874, "m": 1.0 }, { "p": 0.04446052014827728, "m": 1.0 }, { "p": 0.07873094826936722, "m": 1.0 }, { "p": 0.0668371170759201, "m": 1.0 }, { "p": 0.1393435001373291, "m": 1.0 }, { "p": 0.10815935581922531, "m": 1.0 }, { "p": 0.06880404055118561, "m": 1.0 }, { "p": 0.03744248300790787, "m": 1.0 }, { "p": 0.15473949909210205, "m": 1.0 }, { "p": 0.024371467530727386, "m": 1.0 }, { "p": 0.06832385063171387, "m": 1.0 }, { "p": 0.09705942869186401, "m": 1.0 }, { "p": 0.039980027824640274, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 2.71281099319458, "val_loss": 1.0740125179290771, "acc": 61.65, "time": 293.24831980702584, "param": [ { "p": 0.045476846396923065, "m": 1.0 }, { "p": 0.02076764591038227, "m": 1.0 }, { "p": 0.049381088465452194, "m": 1.0 }, { "p": 0.07371141016483307, "m": 1.0 }, { "p": 0.06331104785203934, "m": 1.0 }, { "p": 0.128189355134964, "m": 1.0 }, { "p": 0.11371985077857971, "m": 1.0 }, { "p": 0.07085185497999191, "m": 1.0 }, { "p": 0.03617716580629349, "m": 1.0 }, { "p": 0.16809767484664917, "m": 1.0 }, { "p": 0.024819716811180115, "m": 1.0 }, { "p": 0.07090473175048828, "m": 1.0 }, { "p": 0.10158107429742813, "m": 1.0 }, { "p": 0.03301048278808594, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 2.6289684772491455, "val_loss": 1.1355961561203003, "acc": 61.21, "time": 303.56809538201196, "param": [ { "p": 0.04877719655632973, "m": 1.0 }, { "p": 0.01704191043972969, "m": 1.0 }, { "p": 0.0528290718793869, "m": 1.0 }, { "p": 0.06970654428005219, "m": 1.0 }, { "p": 0.05700003728270531, "m": 1.0 }, { "p": 0.11969563364982605, "m": 1.0 }, { "p": 0.11821883171796799, "m": 1.0 }, { "p": 0.0728873461484909, "m": 1.0 }, { "p": 0.03733054921030998, "m": 1.0 }, { "p": 0.18272557854652405, "m": 1.0 }, { "p": 0.025357680395245552, "m": 1.0 }, { "p": 0.07297959923744202, "m": 1.0 }, { "p": 0.10677051544189453, "m": 1.0 }, { "p": 0.018679657950997353, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 2.394726514816284, "val_loss": 1.1316068172454834, "acc": 61.36, "time": 305.17104099399876, "param": [ { "p": 0.0496305376291275, "m": 1.0 }, { "p": 0.04395298287272453, "m": 1.0 }, { "p": 0.05357983335852623, "m": 1.0 }, { "p": 0.06263913959264755, "m": 1.0 }, { "p": 0.049665309488773346, "m": 1.0 }, { "p": 0.10586746037006378, "m": 1.0 }, { "p": 0.12218247354030609, "m": 1.0 }, { "p": 0.06920160353183746, "m": 1.0 }, { "p": 0.038052599877119064, "m": 1.0 }, { "p": 0.18520745635032654, "m": 1.0 }, { "p": 0.026357583701610565, "m": 1.0 }, { "p": 0.0703633725643158, "m": 1.0 }, { "p": 0.10312945395708084, "m": 1.0 }, { "p": 0.020170260220766068, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 2.4543752670288086, "val_loss": 1.0512195825576782, "acc": 61.7, "time": 321.5583046039974, "param": [ { "p": 0.05196947231888771, "m": 1.0 }, { "p": 0.03464517742395401, "m": 1.0 }, { "p": 0.05526936799287796, "m": 1.0 }, { "p": 0.05670253932476044, "m": 1.0 }, { "p": 0.04677736014127731, "m": 1.0 }, { "p": 0.09411819279193878, "m": 1.0 }, { "p": 0.12408683449029922, "m": 1.0 }, { "p": 0.07166069746017456, "m": 1.0 }, { "p": 0.039885930716991425, "m": 1.0 }, { "p": 0.19118094444274902, "m": 1.0 }, { "p": 0.029294759035110474, "m": 1.0 }, { "p": 0.07405050843954086, "m": 1.0 }, { "p": 0.11114200204610825, "m": 1.0 }, { "p": 0.01921621896326542, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 2.4520137310028076, "val_loss": 1.105039358139038, "acc": 61.59, "time": 311.08106507200864, "param": [ { "p": 0.05098297819495201, "m": 1.0 }, { "p": 0.027886100113391876, "m": 1.0 }, { "p": 0.05514832213521004, "m": 1.0 }, { "p": 0.053663238883018494, "m": 1.0 }, { "p": 0.04645013436675072, "m": 1.0 }, { "p": 0.08732612431049347, "m": 1.0 }, { "p": 0.12735751271247864, "m": 1.0 }, { "p": 0.07323131710290909, "m": 1.0 }, { "p": 0.04279669001698494, "m": 1.0 }, { "p": 0.19796040654182434, "m": 1.0 }, { "p": 0.0314188227057457, "m": 1.0 }, { "p": 0.07295820862054825, "m": 1.0 }, { "p": 0.11525793373584747, "m": 1.0 }, { "p": 0.01756213791668415, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 2.4463717937469482, "val_loss": 0.9708080887794495, "acc": 64.88, "time": 319.7296684019966, "param": [ { "p": 0.051286716014146805, "m": 1.0 }, { "p": 0.020590342581272125, "m": 1.0 }, { "p": 0.05979667603969574, "m": 1.0 }, { "p": 0.04983663931488991, "m": 1.0 }, { "p": 0.0428662970662117, "m": 1.0 }, { "p": 0.07965151965618134, "m": 1.0 }, { "p": 0.13303139805793762, "m": 1.0 }, { "p": 0.07157128304243088, "m": 1.0 }, { "p": 0.03938888758420944, "m": 1.0 }, { "p": 0.21029925346374512, "m": 1.0 }, { "p": 0.02982369065284729, "m": 1.0 }, { "p": 0.07324803620576859, "m": 1.0 }, { "p": 0.11372587084770203, "m": 1.0 }, { "p": 0.02488340251147747, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 2.3595409393310547, "val_loss": 0.977284848690033, "acc": 64.69, "time": 321.1835945759958, "param": [ { "p": 0.05282798036932945, "m": 1.0 }, { "p": 0.009124704636633396, "m": 1.0 }, { "p": 0.06439278274774551, "m": 1.0 }, { "p": 0.04713963717222214, "m": 1.0 }, { "p": 0.039965517818927765, "m": 1.0 }, { "p": 0.07146768271923065, "m": 1.0 }, { "p": 0.13524222373962402, "m": 1.0 }, { "p": 0.0710408091545105, "m": 1.0 }, { "p": 0.03479449078440666, "m": 1.0 }, { "p": 0.21959131956100464, "m": 1.0 }, { "p": 0.030682584270834923, "m": 1.0 }, { "p": 0.07719121128320694, "m": 1.0 }, { "p": 0.11545586585998535, "m": 1.0 }, { "p": 0.03108319826424122, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 1.8796049356460571, "val_loss": 1.0300571918487549, "acc": 62.23, "time": 307.256426996988, "param": [ { "p": 0.053209129720926285, "m": 1.0 }, { "p": 0.000713987392373383, "m": 1.0 }, { "p": 0.0665331557393074, "m": 1.0 }, { "p": 0.04555058851838112, "m": 1.0 }, { "p": 0.03778136521577835, "m": 1.0 }, { "p": 0.06356588751077652, "m": 1.0 }, { "p": 0.13850639760494232, "m": 1.0 }, { "p": 0.07346010208129883, "m": 1.0 }, { "p": 0.03875884413719177, "m": 1.0 }, { "p": 0.22222328186035156, "m": 1.0 }, { "p": 0.03334303945302963, "m": 1.0 }, { "p": 0.07734066992998123, "m": 1.0 }, { "p": 0.1214175596833229, "m": 1.0 }, { "p": 0.02759593538939953, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 2.2750587463378906, "val_loss": 1.1203182935714722, "acc": 64.49, "time": 334.4477038620098, "param": [ { "p": 0.05150346830487251, "m": 1.0 }, { "p": 0.1141403391957283, "m": 1.0 }, { "p": 0.0570463202893734, "m": 1.0 }, { "p": 0.0371466800570488, "m": 1.0 }, { "p": 0.028872326016426086, "m": 1.0 }, { "p": 0.04954282194375992, "m": 1.0 }, { "p": 0.12623070180416107, "m": 1.0 }, { "p": 0.0628119483590126, "m": 1.0 }, { "p": 0.037674639374017715, "m": 1.0 }, { "p": 0.20419789850711823, "m": 1.0 }, { "p": 0.03413322940468788, "m": 1.0 }, { "p": 0.068671815097332, "m": 1.0 }, { "p": 0.11272335052490234, "m": 1.0 }, { "p": 0.015304477885365486, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 2.3471226692199707, "val_loss": 0.9970547556877136, "acc": 63.89, "time": 317.1928371049871, "param": [ { "p": 0.04661792889237404, "m": 1.0 }, { "p": 0.08413448929786682, "m": 1.0 }, { "p": 0.051846448332071304, "m": 1.0 }, { "p": 0.02987724356353283, "m": 1.0 }, { "p": 0.024693740531802177, "m": 1.0 }, { "p": 0.03508742153644562, "m": 1.0 }, { "p": 0.11511969566345215, "m": 1.0 }, { "p": 0.05435633659362793, "m": 1.0 }, { "p": 0.03270910680294037, "m": 1.0 }, { "p": 0.1849994659423828, "m": 1.0 }, { "p": 0.03173258528113365, "m": 1.0 }, { "p": 0.05928840488195419, "m": 1.0 }, { "p": 0.09653490781784058, "m": 1.0 }, { "p": 0.15300223231315613, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 2.5179598331451416, "val_loss": 1.0930540561676025, "acc": 64.93, "time": 311.5793457190157, "param": [ { "p": 0.04620078578591347, "m": 1.0 }, { "p": 0.06971242278814316, "m": 1.0 }, { "p": 0.04921706020832062, "m": 1.0 }, { "p": 0.028597570955753326, "m": 1.0 }, { "p": 0.05185084789991379, "m": 1.0 }, { "p": 0.030387617647647858, "m": 1.0 }, { "p": 0.11242324858903885, "m": 1.0 }, { "p": 0.05887595936655998, "m": 1.0 }, { "p": 0.035125549882650375, "m": 1.0 }, { "p": 0.19248078763484955, "m": 1.0 }, { "p": 0.029392343014478683, "m": 1.0 }, { "p": 0.06159309670329094, "m": 1.0 }, { "p": 0.1051870808005333, "m": 1.0 }, { "p": 0.12895561754703522, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 2.1554951667785645, "val_loss": 0.9097788333892822, "acc": 65.58, "time": 312.9817711900105, "param": [ { "p": 0.04748455435037613, "m": 1.0 }, { "p": 0.059777773916721344, "m": 1.0 }, { "p": 0.05091610178351402, "m": 1.0 }, { "p": 0.030718939378857613, "m": 1.0 }, { "p": 0.04724672809243202, "m": 1.0 }, { "p": 0.02700180932879448, "m": 1.0 }, { "p": 0.1135031208395958, "m": 1.0 }, { "p": 0.06227507069706917, "m": 1.0 }, { "p": 0.03582765907049179, "m": 1.0 }, { "p": 0.20376622676849365, "m": 1.0 }, { "p": 0.032725825905799866, "m": 1.0 }, { "p": 0.06912022083997726, "m": 1.0 }, { "p": 0.10993746668100357, "m": 1.0 }, { "p": 0.10969848930835724, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 2.0451853275299072, "val_loss": 0.9733823537826538, "acc": 67.08, "time": 301.80579312099144, "param": [ { "p": 0.051845718175172806, "m": 1.0 }, { "p": 0.0488298237323761, "m": 1.0 }, { "p": 0.05250585824251175, "m": 1.0 }, { "p": 0.0286430474370718, "m": 1.0 }, { "p": 0.04650700464844704, "m": 1.0 }, { "p": 0.024464795365929604, "m": 1.0 }, { "p": 0.12249118834733963, "m": 1.0 }, { "p": 0.06330839544534683, "m": 1.0 }, { "p": 0.0438259057700634, "m": 1.0 }, { "p": 0.20824262499809265, "m": 1.0 }, { "p": 0.032323673367500305, "m": 1.0 }, { "p": 0.06858174502849579, "m": 1.0 }, { "p": 0.1173018142580986, "m": 1.0 }, { "p": 0.09112843126058578, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 2.103583812713623, "val_loss": 0.9697358012199402, "acc": 66.27, "time": 299.66683139500674, "param": [ { "p": 0.04995600879192352, "m": 1.0 }, { "p": 0.03800677880644798, "m": 1.0 }, { "p": 0.05560829117894173, "m": 1.0 }, { "p": 0.03154764696955681, "m": 1.0 }, { "p": 0.044433485716581345, "m": 1.0 }, { "p": 0.026013469323515892, "m": 1.0 }, { "p": 0.13121625781059265, "m": 1.0 }, { "p": 0.06979472190141678, "m": 1.0 }, { "p": 0.0454300157725811, "m": 1.0 }, { "p": 0.21200436353683472, "m": 1.0 }, { "p": 0.033548686653375626, "m": 1.0 }, { "p": 0.07000414282083511, "m": 1.0 }, { "p": 0.1172083392739296, "m": 1.0 }, { "p": 0.0752277821302414, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 2.134061574935913, "val_loss": 0.9596027731895447, "acc": 66.7, "time": 307.2008067120041, "param": [ { "p": 0.05725076422095299, "m": 1.0 }, { "p": 0.03379678353667259, "m": 1.0 }, { "p": 0.0560787133872509, "m": 1.0 }, { "p": 0.03195040300488472, "m": 1.0 }, { "p": 0.042760856449604034, "m": 1.0 }, { "p": 0.027352066710591316, "m": 1.0 }, { "p": 0.12736201286315918, "m": 1.0 }, { "p": 0.06683732569217682, "m": 1.0 }, { "p": 0.04740370810031891, "m": 1.0 }, { "p": 0.2199392020702362, "m": 1.0 }, { "p": 0.03434308245778084, "m": 1.0 }, { "p": 0.07156358659267426, "m": 1.0 }, { "p": 0.11670705676078796, "m": 1.0 }, { "p": 0.06665442138910294, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 1.901375412940979, "val_loss": 0.9376713037490845, "acc": 67.14, "time": 278.01205031000427, "param": [ { "p": 0.05387666076421738, "m": 1.0 }, { "p": 0.024936040863394737, "m": 1.0 }, { "p": 0.0526776984333992, "m": 1.0 }, { "p": 0.026978710666298866, "m": 1.0 }, { "p": 0.04572828486561775, "m": 1.0 }, { "p": 0.017591796815395355, "m": 1.0 }, { "p": 0.13686896860599518, "m": 1.0 }, { "p": 0.07196962088346481, "m": 1.0 }, { "p": 0.04853377863764763, "m": 1.0 }, { "p": 0.22907356917858124, "m": 1.0 }, { "p": 0.03981543332338333, "m": 1.0 }, { "p": 0.07418657839298248, "m": 1.0 }, { "p": 0.11901062726974487, "m": 1.0 }, { "p": 0.058752257376909256, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 1.9622952938079834, "val_loss": 0.9422555565834045, "acc": 65.6, "time": 294.74230305300443, "param": [ { "p": 0.05442221835255623, "m": 1.0 }, { "p": 0.015304172411561012, "m": 1.0 }, { "p": 0.05163867771625519, "m": 1.0 }, { "p": 0.03221729025244713, "m": 1.0 }, { "p": 0.04815424978733063, "m": 1.0 }, { "p": 0.022370442748069763, "m": 1.0 }, { "p": 0.1393459439277649, "m": 1.0 }, { "p": 0.07436512410640717, "m": 1.0 }, { "p": 0.049318037927150726, "m": 1.0 }, { "p": 0.23017355799674988, "m": 1.0 }, { "p": 0.038381461054086685, "m": 1.0 }, { "p": 0.07440043985843658, "m": 1.0 }, { "p": 0.1134665459394455, "m": 1.0 }, { "p": 0.05644189193844795, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 2.2372617721557617, "val_loss": 1.0881366729736328, "acc": 66.5, "time": 299.0373155339912, "param": [ { "p": 0.05689084157347679, "m": 1.0 }, { "p": 0.021216774359345436, "m": 1.0 }, { "p": 0.0526881106197834, "m": 1.0 }, { "p": 0.035212192684412, "m": 1.0 }, { "p": 0.05008557811379433, "m": 1.0 }, { "p": 0.02593994140625, "m": 1.0 }, { "p": 0.13825446367263794, "m": 1.0 }, { "p": 0.07505102455615997, "m": 1.0 }, { "p": 0.05299791693687439, "m": 1.0 }, { "p": 0.21962876617908478, "m": 1.0 }, { "p": 0.037572260946035385, "m": 1.0 }, { "p": 0.0745752826333046, "m": 1.0 }, { "p": 0.1089111715555191, "m": 1.0 }, { "p": 0.05097569525241852, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 2.213792085647583, "val_loss": 0.7943255305290222, "acc": 67.86, "time": 308.0433070420113, "param": [ { "p": 0.057066693902015686, "m": 1.0 }, { "p": 0.020223990082740784, "m": 1.0 }, { "p": 0.05802677199244499, "m": 1.0 }, { "p": 0.03424351289868355, "m": 1.0 }, { "p": 0.04691033437848091, "m": 1.0 }, { "p": 0.024838142096996307, "m": 1.0 }, { "p": 0.1389283686876297, "m": 1.0 }, { "p": 0.07568630576133728, "m": 1.0 }, { "p": 0.05098513886332512, "m": 1.0 }, { "p": 0.21379081904888153, "m": 1.0 }, { "p": 0.036140330135822296, "m": 1.0 }, { "p": 0.07539882510900497, "m": 1.0 }, { "p": 0.11434227228164673, "m": 1.0 }, { "p": 0.05341846123337746, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 2.216465950012207, "val_loss": 1.0737495422363281, "acc": 68.26, "time": 292.7582447300083, "param": [ { "p": 0.05590163916349411, "m": 1.0 }, { "p": 0.02230370230972767, "m": 1.0 }, { "p": 0.05877644196152687, "m": 1.0 }, { "p": 0.03288620337843895, "m": 1.0 }, { "p": 0.04484475776553154, "m": 1.0 }, { "p": 0.028892245143651962, "m": 1.0 }, { "p": 0.13807184994220734, "m": 1.0 }, { "p": 0.07811211049556732, "m": 1.0 }, { "p": 0.05135165899991989, "m": 1.0 }, { "p": 0.21479827165603638, "m": 1.0 }, { "p": 0.03887830674648285, "m": 1.0 }, { "p": 0.07228252291679382, "m": 1.0 }, { "p": 0.11187990754842758, "m": 1.0 }, { "p": 0.05102042108774185, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 1.8143458366394043, "val_loss": 0.9934411644935608, "acc": 69.13, "time": 291.4740165209805, "param": [ { "p": 0.05572029948234558, "m": 1.0 }, { "p": 0.024970432743430138, "m": 1.0 }, { "p": 0.055325619876384735, "m": 1.0 }, { "p": 0.03512146696448326, "m": 1.0 }, { "p": 0.04392493888735771, "m": 1.0 }, { "p": 0.027641871944069862, "m": 1.0 }, { "p": 0.13343843817710876, "m": 1.0 }, { "p": 0.0820828452706337, "m": 1.0 }, { "p": 0.049401432275772095, "m": 1.0 }, { "p": 0.2234799861907959, "m": 1.0 }, { "p": 0.03750021383166313, "m": 1.0 }, { "p": 0.07118745148181915, "m": 1.0 }, { "p": 0.11599649488925934, "m": 1.0 }, { "p": 0.04420856758952141, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 1.8103806972503662, "val_loss": 0.9218833446502686, "acc": 68.69, "time": 289.7755291349895, "param": [ { "p": 0.05352003872394562, "m": 1.0 }, { "p": 0.02524467185139656, "m": 1.0 }, { "p": 0.05242298170924187, "m": 1.0 }, { "p": 0.0358593575656414, "m": 1.0 }, { "p": 0.043723948299884796, "m": 1.0 }, { "p": 0.024415472522377968, "m": 1.0 }, { "p": 0.13636884093284607, "m": 1.0 }, { "p": 0.07699599862098694, "m": 1.0 }, { "p": 0.05240911617875099, "m": 1.0 }, { "p": 0.2236999124288559, "m": 1.0 }, { "p": 0.03868350014090538, "m": 1.0 }, { "p": 0.07042751461267471, "m": 1.0 }, { "p": 0.12238051742315292, "m": 1.0 }, { "p": 0.043848104774951935, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 1.9817365407943726, "val_loss": 0.9191845655441284, "acc": 67.21, "time": 299.30415527601144, "param": [ { "p": 0.053881287574768066, "m": 1.0 }, { "p": 0.027956563979387283, "m": 1.0 }, { "p": 0.051553741097450256, "m": 1.0 }, { "p": 0.03600981831550598, "m": 1.0 }, { "p": 0.04838894307613373, "m": 1.0 }, { "p": 0.02524729073047638, "m": 1.0 }, { "p": 0.13417348265647888, "m": 1.0 }, { "p": 0.07793526351451874, "m": 1.0 }, { "p": 0.05133115500211716, "m": 1.0 }, { "p": 0.2155502587556839, "m": 1.0 }, { "p": 0.03931541368365288, "m": 1.0 }, { "p": 0.07067837566137314, "m": 1.0 }, { "p": 0.12642307579517365, "m": 1.0 }, { "p": 0.04155541956424713, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 1.6841932535171509, "val_loss": 0.919136643409729, "acc": 69.65, "time": 294.0142029449926, "param": [ { "p": 0.052895642817020416, "m": 1.0 }, { "p": 0.026026533916592598, "m": 1.0 }, { "p": 0.052008889615535736, "m": 1.0 }, { "p": 0.03390583395957947, "m": 1.0 }, { "p": 0.053434040397405624, "m": 1.0 }, { "p": 0.021448848769068718, "m": 1.0 }, { "p": 0.1374393254518509, "m": 1.0 }, { "p": 0.06943370401859283, "m": 1.0 }, { "p": 0.05205107107758522, "m": 1.0 }, { "p": 0.2237367033958435, "m": 1.0 }, { "p": 0.03641360625624657, "m": 1.0 }, { "p": 0.07133256644010544, "m": 1.0 }, { "p": 0.12376166135072708, "m": 1.0 }, { "p": 0.04611147195100784, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 1.5479471683502197, "val_loss": 0.8478180766105652, "acc": 68.91, "time": 298.64140960999066, "param": [ { "p": 0.0522598922252655, "m": 1.0 }, { "p": 0.018996290862560272, "m": 1.0 }, { "p": 0.05084069073200226, "m": 1.0 }, { "p": 0.03407173976302147, "m": 1.0 }, { "p": 0.05251236632466316, "m": 1.0 }, { "p": 0.027616219595074654, "m": 1.0 }, { "p": 0.14016534388065338, "m": 1.0 }, { "p": 0.0704752579331398, "m": 1.0 }, { "p": 0.05205494910478592, "m": 1.0 }, { "p": 0.22566863894462585, "m": 1.0 }, { "p": 0.033381618559360504, "m": 1.0 }, { "p": 0.07395588606595993, "m": 1.0 }, { "p": 0.12669403851032257, "m": 1.0 }, { "p": 0.04130702093243599, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 1.6187736988067627, "val_loss": 0.9846852421760559, "acc": 68.04, "time": 307.2825217420177, "param": [ { "p": 0.05300939828157425, "m": 1.0 }, { "p": 0.02818877622485161, "m": 1.0 }, { "p": 0.05771429091691971, "m": 1.0 }, { "p": 0.02870791032910347, "m": 1.0 }, { "p": 0.04910539463162422, "m": 1.0 }, { "p": 0.022205470129847527, "m": 1.0 }, { "p": 0.1348399966955185, "m": 1.0 }, { "p": 0.07169684767723083, "m": 1.0 }, { "p": 0.05234687030315399, "m": 1.0 }, { "p": 0.22764906287193298, "m": 1.0 }, { "p": 0.034285273402929306, "m": 1.0 }, { "p": 0.0730840191245079, "m": 1.0 }, { "p": 0.12208980321884155, "m": 1.0 }, { "p": 0.045076820999383926, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 1.4807767868041992, "val_loss": 1.0028784275054932, "acc": 70.52, "time": 306.7701477490191, "param": [ { "p": 0.05062065273523331, "m": 1.0 }, { "p": 0.02441725693643093, "m": 1.0 }, { "p": 0.06233326718211174, "m": 1.0 }, { "p": 0.029388388618826866, "m": 1.0 }, { "p": 0.04669522866606712, "m": 1.0 }, { "p": 0.026870246976614, "m": 1.0 }, { "p": 0.1338837891817093, "m": 1.0 }, { "p": 0.07158887386322021, "m": 1.0 }, { "p": 0.05690854415297508, "m": 1.0 }, { "p": 0.21444165706634521, "m": 1.0 }, { "p": 0.0382748506963253, "m": 1.0 }, { "p": 0.07317481189966202, "m": 1.0 }, { "p": 0.1214108094573021, "m": 1.0 }, { "p": 0.049991674721241, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 1.7611876726150513, "val_loss": 0.960624098777771, "acc": 70.56, "time": 281.17622872200445, "param": [ { "p": 0.04607739672064781, "m": 1.0 }, { "p": 0.02360227331519127, "m": 1.0 }, { "p": 0.05717604234814644, "m": 1.0 }, { "p": 0.03172653168439865, "m": 1.0 }, { "p": 0.052735600620508194, "m": 1.0 }, { "p": 0.03051716461777687, "m": 1.0 }, { "p": 0.14104408025741577, "m": 1.0 }, { "p": 0.07120134681463242, "m": 1.0 }, { "p": 0.057696737349033356, "m": 1.0 }, { "p": 0.20948092639446259, "m": 1.0 }, { "p": 0.040618155151605606, "m": 1.0 }, { "p": 0.07144831866025925, "m": 1.0 }, { "p": 0.11856941133737564, "m": 1.0 }, { "p": 0.04810595139861107, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 2.167971611022949, "val_loss": 0.7704368233680725, "acc": 69.83, "time": 295.5046446719789, "param": [ { "p": 0.047042109072208405, "m": 1.0 }, { "p": 0.019525470212101936, "m": 1.0 }, { "p": 0.059721074998378754, "m": 1.0 }, { "p": 0.029496625065803528, "m": 1.0 }, { "p": 0.04924818128347397, "m": 1.0 }, { "p": 0.024947911500930786, "m": 1.0 }, { "p": 0.14551886916160583, "m": 1.0 }, { "p": 0.0722566768527031, "m": 1.0 }, { "p": 0.05960732698440552, "m": 1.0 }, { "p": 0.21479007601737976, "m": 1.0 }, { "p": 0.04158272221684456, "m": 1.0 }, { "p": 0.07033926993608475, "m": 1.0 }, { "p": 0.11851216107606888, "m": 1.0 }, { "p": 0.04741152003407478, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 1.5941988229751587, "val_loss": 0.918438196182251, "acc": 69.89, "time": 284.1277506799961, "param": [ { "p": 0.050157032907009125, "m": 1.0 }, { "p": 0.028312459588050842, "m": 1.0 }, { "p": 0.0599350780248642, "m": 1.0 }, { "p": 0.030976710841059685, "m": 1.0 }, { "p": 0.0378975048661232, "m": 1.0 }, { "p": 0.026564808562397957, "m": 1.0 }, { "p": 0.13840913772583008, "m": 1.0 }, { "p": 0.07530428469181061, "m": 1.0 }, { "p": 0.05286166071891785, "m": 1.0 }, { "p": 0.22040976583957672, "m": 1.0 }, { "p": 0.04222438111901283, "m": 1.0 }, { "p": 0.07695622742176056, "m": 1.0 }, { "p": 0.11516307294368744, "m": 1.0 }, { "p": 0.04482788220047951, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 1.5577666759490967, "val_loss": 0.7507530450820923, "acc": 68.3, "time": 307.4318373729766, "param": [ { "p": 0.04709969088435173, "m": 1.0 }, { "p": 0.02905992604792118, "m": 1.0 }, { "p": 0.059285055845975876, "m": 1.0 }, { "p": 0.028640856966376305, "m": 1.0 }, { "p": 0.044878240674734116, "m": 1.0 }, { "p": 0.025458924472332, "m": 1.0 }, { "p": 0.1431576907634735, "m": 1.0 }, { "p": 0.06792420148849487, "m": 1.0 }, { "p": 0.054154109209775925, "m": 1.0 }, { "p": 0.22398285567760468, "m": 1.0 }, { "p": 0.037448883056640625, "m": 1.0 }, { "p": 0.07479558140039444, "m": 1.0 }, { "p": 0.11800798773765564, "m": 1.0 }, { "p": 0.04610597342252731, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 1.7532960176467896, "val_loss": 0.8564174175262451, "acc": 70.84, "time": 295.3693761889881, "param": [ { "p": 0.055797651410102844, "m": 1.0 }, { "p": 0.021816657856106758, "m": 1.0 }, { "p": 0.05799670144915581, "m": 1.0 }, { "p": 0.0275453869253397, "m": 1.0 }, { "p": 0.0498686321079731, "m": 1.0 }, { "p": 0.02988450601696968, "m": 1.0 }, { "p": 0.14532731473445892, "m": 1.0 }, { "p": 0.067896269261837, "m": 1.0 }, { "p": 0.05339477211236954, "m": 1.0 }, { "p": 0.21848559379577637, "m": 1.0 }, { "p": 0.031072096899151802, "m": 1.0 }, { "p": 0.07159491628408432, "m": 1.0 }, { "p": 0.12014178186655045, "m": 1.0 }, { "p": 0.04917777329683304, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 1.7714494466781616, "val_loss": 0.8884618282318115, "acc": 69.55, "time": 297.53658129798714, "param": [ { "p": 0.051117997616529465, "m": 1.0 }, { "p": 0.018519913777709007, "m": 1.0 }, { "p": 0.05403583496809006, "m": 1.0 }, { "p": 0.0333518423140049, "m": 1.0 }, { "p": 0.05484190955758095, "m": 1.0 }, { "p": 0.020061273127794266, "m": 1.0 }, { "p": 0.13873644173145294, "m": 1.0 }, { "p": 0.06570164114236832, "m": 1.0 }, { "p": 0.05656828358769417, "m": 1.0 }, { "p": 0.20193031430244446, "m": 1.0 }, { "p": 0.037762805819511414, "m": 1.0 }, { "p": 0.07611580938100815, "m": 1.0 }, { "p": 0.1265598088502884, "m": 1.0 }, { "p": 0.06469614803791046, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 1.5556172132492065, "val_loss": 0.9274871945381165, "acc": 71.58, "time": 290.6730424859852, "param": [ { "p": 0.052721794694662094, "m": 1.0 }, { "p": 0.02837952971458435, "m": 1.0 }, { "p": 0.05285455659031868, "m": 1.0 }, { "p": 0.02977721206843853, "m": 1.0 }, { "p": 0.044663961976766586, "m": 1.0 }, { "p": 0.02529411017894745, "m": 1.0 }, { "p": 0.13916806876659393, "m": 1.0 }, { "p": 0.07371962815523148, "m": 1.0 }, { "p": 0.057556625455617905, "m": 1.0 }, { "p": 0.21394218504428864, "m": 1.0 }, { "p": 0.03773164004087448, "m": 1.0 }, { "p": 0.06988712400197983, "m": 1.0 }, { "p": 0.11392837017774582, "m": 1.0 }, { "p": 0.06037520617246628, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 1.6098144054412842, "val_loss": 0.7911677360534668, "acc": 71.49, "time": 293.2339274699916, "param": [ { "p": 0.05556125566363335, "m": 1.0 }, { "p": 0.016606664285063744, "m": 1.0 }, { "p": 0.0614984966814518, "m": 1.0 }, { "p": 0.03422968462109566, "m": 1.0 }, { "p": 0.04698924720287323, "m": 1.0 }, { "p": 0.01908854953944683, "m": 1.0 }, { "p": 0.1359676718711853, "m": 1.0 }, { "p": 0.07269652187824249, "m": 1.0 }, { "p": 0.058248233050107956, "m": 1.0 }, { "p": 0.21086953580379486, "m": 1.0 }, { "p": 0.03686763718724251, "m": 1.0 }, { "p": 0.07212918996810913, "m": 1.0 }, { "p": 0.11494630575180054, "m": 1.0 }, { "p": 0.06430104374885559, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 1.6842210292816162, "val_loss": 0.8927701711654663, "acc": 70.51, "time": 301.96697954900446, "param": [ { "p": 0.05250328406691551, "m": 1.0 }, { "p": 0.032573502510786057, "m": 1.0 }, { "p": 0.05585280433297157, "m": 1.0 }, { "p": 0.026251772418618202, "m": 1.0 }, { "p": 0.05119640752673149, "m": 1.0 }, { "p": 0.02726070024073124, "m": 1.0 }, { "p": 0.14031244814395905, "m": 1.0 }, { "p": 0.06716882437467575, "m": 1.0 }, { "p": 0.051014386117458344, "m": 1.0 }, { "p": 0.21341729164123535, "m": 1.0 }, { "p": 0.04055009037256241, "m": 1.0 }, { "p": 0.07405985891819, "m": 1.0 }, { "p": 0.1175706684589386, "m": 1.0 }, { "p": 0.05026795342564583, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 1.6488745212554932, "val_loss": 0.9858903288841248, "acc": 71.33, "time": 298.1070838769956, "param": [ { "p": 0.047289539128541946, "m": 1.0 }, { "p": 0.026770111173391342, "m": 1.0 }, { "p": 0.05008867755532265, "m": 1.0 }, { "p": 0.02830052375793457, "m": 1.0 }, { "p": 0.04928060248494148, "m": 1.0 }, { "p": 0.03019515611231327, "m": 1.0 }, { "p": 0.13629432022571564, "m": 1.0 }, { "p": 0.07288450002670288, "m": 1.0 }, { "p": 0.04669244587421417, "m": 1.0 }, { "p": 0.20824699103832245, "m": 1.0 }, { "p": 0.04062836617231369, "m": 1.0 }, { "p": 0.07791689038276672, "m": 1.0 }, { "p": 0.13071614503860474, "m": 1.0 }, { "p": 0.05469565838575363, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 1.9348506927490234, "val_loss": 0.8459740281105042, "acc": 70.87, "time": 293.66392763800104, "param": [ { "p": 0.05818886682391167, "m": 1.0 }, { "p": 0.030987268313765526, "m": 1.0 }, { "p": 0.050077904015779495, "m": 1.0 }, { "p": 0.024554764851927757, "m": 1.0 }, { "p": 0.0515013225376606, "m": 1.0 }, { "p": 0.029805824160575867, "m": 1.0 }, { "p": 0.13959650695323944, "m": 1.0 }, { "p": 0.060078661888837814, "m": 1.0 }, { "p": 0.05127566307783127, "m": 1.0 }, { "p": 0.21185995638370514, "m": 1.0 }, { "p": 0.032006312161684036, "m": 1.0 }, { "p": 0.0757826566696167, "m": 1.0 }, { "p": 0.1300744116306305, "m": 1.0 }, { "p": 0.054209887981414795, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 1.445704698562622, "val_loss": 0.9393177032470703, "acc": 70.8, "time": 293.3600194680039, "param": [ { "p": 0.05491655319929123, "m": 1.0 }, { "p": 0.019855763763189316, "m": 1.0 }, { "p": 0.051636360585689545, "m": 1.0 }, { "p": 0.032893843948841095, "m": 1.0 }, { "p": 0.04408333823084831, "m": 1.0 }, { "p": 0.02790498360991478, "m": 1.0 }, { "p": 0.14287398755550385, "m": 1.0 }, { "p": 0.06797211617231369, "m": 1.0 }, { "p": 0.05132129788398743, "m": 1.0 }, { "p": 0.21063187718391418, "m": 1.0 }, { "p": 0.03729632496833801, "m": 1.0 }, { "p": 0.0742761492729187, "m": 1.0 }, { "p": 0.12970079481601715, "m": 1.0 }, { "p": 0.054636579006910324, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 1.6152870655059814, "val_loss": 0.8845444917678833, "acc": 69.58, "time": 297.8311591229867, "param": [ { "p": 0.057873304933309555, "m": 1.0 }, { "p": 0.024321850389242172, "m": 1.0 }, { "p": 0.06087511405348778, "m": 1.0 }, { "p": 0.034148041158914566, "m": 1.0 }, { "p": 0.04965975880622864, "m": 1.0 }, { "p": 0.026367709040641785, "m": 1.0 }, { "p": 0.13246510922908783, "m": 1.0 }, { "p": 0.06608971208333969, "m": 1.0 }, { "p": 0.05045103281736374, "m": 1.0 }, { "p": 0.21104566752910614, "m": 1.0 }, { "p": 0.03928375616669655, "m": 1.0 }, { "p": 0.07479388266801834, "m": 1.0 }, { "p": 0.11802173405885696, "m": 1.0 }, { "p": 0.054603323340415955, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 1.6156306266784668, "val_loss": 0.8340835571289062, "acc": 71.83, "time": 304.6094012680114, "param": [ { "p": 0.049023088067770004, "m": 1.0 }, { "p": 0.026925012469291687, "m": 1.0 }, { "p": 0.06707628816366196, "m": 1.0 }, { "p": 0.032013941556215286, "m": 1.0 }, { "p": 0.048528041690588, "m": 1.0 }, { "p": 0.02891969121992588, "m": 1.0 }, { "p": 0.13462182879447937, "m": 1.0 }, { "p": 0.06607291102409363, "m": 1.0 }, { "p": 0.051281388849020004, "m": 1.0 }, { "p": 0.21176022291183472, "m": 1.0 }, { "p": 0.037198927253484726, "m": 1.0 }, { "p": 0.07494816929101944, "m": 1.0 }, { "p": 0.11584988981485367, "m": 1.0 }, { "p": 0.05578063055872917, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 1.6158696413040161, "val_loss": 0.8571926951408386, "acc": 70.42, "time": 303.1279460969963, "param": [ { "p": 0.05411415547132492, "m": 1.0 }, { "p": 0.03220545873045921, "m": 1.0 }, { "p": 0.061063896864652634, "m": 1.0 }, { "p": 0.031010378152132034, "m": 1.0 }, { "p": 0.03812498599290848, "m": 1.0 }, { "p": 0.02688037045300007, "m": 1.0 }, { "p": 0.13803982734680176, "m": 1.0 }, { "p": 0.07708020508289337, "m": 1.0 }, { "p": 0.051415082067251205, "m": 1.0 }, { "p": 0.2133725881576538, "m": 1.0 }, { "p": 0.03609241917729378, "m": 1.0 }, { "p": 0.06885241717100143, "m": 1.0 }, { "p": 0.10983030498027802, "m": 1.0 }, { "p": 0.06191787123680115, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 1.8957892656326294, "val_loss": 0.9072016477584839, "acc": 71.44, "time": 296.65333401501994, "param": [ { "p": 0.05679094418883324, "m": 1.0 }, { "p": 0.021733086556196213, "m": 1.0 }, { "p": 0.05651494488120079, "m": 1.0 }, { "p": 0.03076855279505253, "m": 1.0 }, { "p": 0.054181940853595734, "m": 1.0 }, { "p": 0.038464292883872986, "m": 1.0 }, { "p": 0.1362881362438202, "m": 1.0 }, { "p": 0.07983675599098206, "m": 1.0 }, { "p": 0.04774300381541252, "m": 1.0 }, { "p": 0.20960955321788788, "m": 1.0 }, { "p": 0.03373264521360397, "m": 1.0 }, { "p": 0.07191307097673416, "m": 1.0 }, { "p": 0.10784605890512466, "m": 1.0 }, { "p": 0.05457697808742523, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 1.643012523651123, "val_loss": 0.8588463068008423, "acc": 71.42, "time": 293.4844365490135, "param": [ { "p": 0.05493669584393501, "m": 1.0 }, { "p": 0.01747637800872326, "m": 1.0 }, { "p": 0.059936027973890305, "m": 1.0 }, { "p": 0.037914447486400604, "m": 1.0 }, { "p": 0.04462016373872757, "m": 1.0 }, { "p": 0.028431277722120285, "m": 1.0 }, { "p": 0.13844363391399384, "m": 1.0 }, { "p": 0.0824342668056488, "m": 1.0 }, { "p": 0.04285509139299393, "m": 1.0 }, { "p": 0.22589178383350372, "m": 1.0 }, { "p": 0.03206750005483627, "m": 1.0 }, { "p": 0.07007598131895065, "m": 1.0 }, { "p": 0.10940790176391602, "m": 1.0 }, { "p": 0.05550885200500488, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 1.717155933380127, "val_loss": 0.8473970293998718, "acc": 71.84, "time": 301.87436211900786, "param": [ { "p": 0.05348386988043785, "m": 1.0 }, { "p": 0.028832849115133286, "m": 1.0 }, { "p": 0.053150150924921036, "m": 1.0 }, { "p": 0.026901105418801308, "m": 1.0 }, { "p": 0.05108669772744179, "m": 1.0 }, { "p": 0.02147865667939186, "m": 1.0 }, { "p": 0.13917681574821472, "m": 1.0 }, { "p": 0.08041930943727493, "m": 1.0 }, { "p": 0.050558485090732574, "m": 1.0 }, { "p": 0.22253015637397766, "m": 1.0 }, { "p": 0.04234560206532478, "m": 1.0 }, { "p": 0.06959089636802673, "m": 1.0 }, { "p": 0.10992666333913803, "m": 1.0 }, { "p": 0.0505187027156353, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 1.906530499458313, "val_loss": 0.7961438894271851, "acc": 72.16, "time": 296.4070944330015, "param": [ { "p": 0.049617499113082886, "m": 1.0 }, { "p": 0.035099711269140244, "m": 1.0 }, { "p": 0.05539257824420929, "m": 1.0 }, { "p": 0.0391303226351738, "m": 1.0 }, { "p": 0.05213116854429245, "m": 1.0 }, { "p": 0.029133545234799385, "m": 1.0 }, { "p": 0.1356714367866516, "m": 1.0 }, { "p": 0.08068645000457764, "m": 1.0 }, { "p": 0.0475548692047596, "m": 1.0 }, { "p": 0.20211860537528992, "m": 1.0 }, { "p": 0.041768789291381836, "m": 1.0 }, { "p": 0.06899330765008926, "m": 1.0 }, { "p": 0.11063943058252335, "m": 1.0 }, { "p": 0.05206230655312538, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 1.585616111755371, "val_loss": 0.817857027053833, "acc": 71.6, "time": 303.1737640979991, "param": [ { "p": 0.052565909922122955, "m": 1.0 }, { "p": 0.02644956111907959, "m": 1.0 }, { "p": 0.05970439314842224, "m": 1.0 }, { "p": 0.03810373693704605, "m": 1.0 }, { "p": 0.05448130890727043, "m": 1.0 }, { "p": 0.01626954972743988, "m": 1.0 }, { "p": 0.12982900440692902, "m": 1.0 }, { "p": 0.07091455906629562, "m": 1.0 }, { "p": 0.047419287264347076, "m": 1.0 }, { "p": 0.22159934043884277, "m": 1.0 }, { "p": 0.03721554949879646, "m": 1.0 }, { "p": 0.06566046923398972, "m": 1.0 }, { "p": 0.11260149627923965, "m": 1.0 }, { "p": 0.06718582659959793, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 1.1902962923049927, "val_loss": 0.9913862347602844, "acc": 71.9, "time": 279.7964584440051, "param": [ { "p": 0.054287537932395935, "m": 1.0 }, { "p": 0.012612227350473404, "m": 1.0 }, { "p": 0.0708836019039154, "m": 1.0 }, { "p": 0.03342670202255249, "m": 1.0 }, { "p": 0.01689249277114868, "m": 1.0 }, { "p": 0.0007114550098776817, "m": 1.0 }, { "p": 0.15473927557468414, "m": 1.0 }, { "p": 0.07919386029243469, "m": 1.0 }, { "p": 0.05466075614094734, "m": 1.0 }, { "p": 0.23109349608421326, "m": 1.0 }, { "p": 0.040726225823163986, "m": 1.0 }, { "p": 0.06724672019481659, "m": 1.0 }, { "p": 0.12303958088159561, "m": 1.0 }, { "p": 0.06048598885536194, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 1.6846084594726562, "val_loss": 0.8720682859420776, "acc": 71.33, "time": 301.38416758101084, "param": [ { "p": 0.059907443821430206, "m": 1.0 }, { "p": 0.040734026581048965, "m": 1.0 }, { "p": 0.06307768821716309, "m": 1.0 }, { "p": 0.026803523302078247, "m": 1.0 }, { "p": 0.03729888051748276, "m": 1.0 }, { "p": 0.03022751398384571, "m": 1.0 }, { "p": 0.1457359939813614, "m": 1.0 }, { "p": 0.07052906602621078, "m": 1.0 }, { "p": 0.05853486433625221, "m": 1.0 }, { "p": 0.19526147842407227, "m": 1.0 }, { "p": 0.03530764579772949, "m": 1.0 }, { "p": 0.06988348811864853, "m": 1.0 }, { "p": 0.10843978077173233, "m": 1.0 }, { "p": 0.05825858935713768, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 1.5346932411193848, "val_loss": 0.743349552154541, "acc": 72.03, "time": 305.58969046900165, "param": [ { "p": 0.05048487335443497, "m": 1.0 }, { "p": 0.02848891355097294, "m": 1.0 }, { "p": 0.05988367274403572, "m": 1.0 }, { "p": 0.03055506944656372, "m": 1.0 }, { "p": 0.05193404480814934, "m": 1.0 }, { "p": 0.01810646988451481, "m": 1.0 }, { "p": 0.14188814163208008, "m": 1.0 }, { "p": 0.07401019334793091, "m": 1.0 }, { "p": 0.05801740288734436, "m": 1.0 }, { "p": 0.22464384138584137, "m": 1.0 }, { "p": 0.03811568394303322, "m": 1.0 }, { "p": 0.06758999079465866, "m": 1.0 }, { "p": 0.1115243136882782, "m": 1.0 }, { "p": 0.04475732147693634, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 1.2629963159561157, "val_loss": 0.911830723285675, "acc": 70.95, "time": 290.0518332940119, "param": [ { "p": 0.05635948106646538, "m": 1.0 }, { "p": 0.03218534216284752, "m": 1.0 }, { "p": 0.052697110921144485, "m": 1.0 }, { "p": 0.024531764909625053, "m": 1.0 }, { "p": 0.04035848006606102, "m": 1.0 }, { "p": 0.015127933584153652, "m": 1.0 }, { "p": 0.13199825584888458, "m": 1.0 }, { "p": 0.07538779824972153, "m": 1.0 }, { "p": 0.0544210746884346, "m": 1.0 }, { "p": 0.2280176728963852, "m": 1.0 }, { "p": 0.03935939073562622, "m": 1.0 }, { "p": 0.0717492401599884, "m": 1.0 }, { "p": 0.12666557729244232, "m": 1.0 }, { "p": 0.05114090070128441, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 1.4789807796478271, "val_loss": 0.7856454253196716, "acc": 71.99, "time": 309.0880653320055, "param": [ { "p": 0.05428484454751015, "m": 1.0 }, { "p": 0.022127244621515274, "m": 1.0 }, { "p": 0.06535720080137253, "m": 1.0 }, { "p": 0.03505421802401543, "m": 1.0 }, { "p": 0.042035799473524094, "m": 1.0 }, { "p": 0.014344161376357079, "m": 1.0 }, { "p": 0.15136820077896118, "m": 1.0 }, { "p": 0.07264084368944168, "m": 1.0 }, { "p": 0.04711606726050377, "m": 1.0 }, { "p": 0.21252095699310303, "m": 1.0 }, { "p": 0.03986145555973053, "m": 1.0 }, { "p": 0.07270435243844986, "m": 1.0 }, { "p": 0.11791983246803284, "m": 1.0 }, { "p": 0.05266480892896652, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 1.3522872924804688, "val_loss": 0.6811730265617371, "acc": 71.98, "time": 279.8773030330194, "param": [ { "p": 0.04946761578321457, "m": 1.0 }, { "p": 0.0279620923101902, "m": 1.0 }, { "p": 0.05070619285106659, "m": 1.0 }, { "p": 0.03532417491078377, "m": 1.0 }, { "p": 0.05428512021899223, "m": 1.0 }, { "p": 0.012747283093631268, "m": 1.0 }, { "p": 0.13133500516414642, "m": 1.0 }, { "p": 0.07382521033287048, "m": 1.0 }, { "p": 0.05563027411699295, "m": 1.0 }, { "p": 0.22412064671516418, "m": 1.0 }, { "p": 0.043756116181612015, "m": 1.0 }, { "p": 0.0771300196647644, "m": 1.0 }, { "p": 0.10984492301940918, "m": 1.0 }, { "p": 0.053865283727645874, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 1.2944258451461792, "val_loss": 0.8033462166786194, "acc": 71.98, "time": 292.90811348400894, "param": [ { "p": 0.05072498321533203, "m": 1.0 }, { "p": 0.014289582148194313, "m": 1.0 }, { "p": 0.05701541155576706, "m": 1.0 }, { "p": 0.03523233160376549, "m": 1.0 }, { "p": 0.041590768843889236, "m": 1.0 }, { "p": 0.02337552420794964, "m": 1.0 }, { "p": 0.14707869291305542, "m": 1.0 }, { "p": 0.07533380389213562, "m": 1.0 }, { "p": 0.0578286349773407, "m": 1.0 }, { "p": 0.21608710289001465, "m": 1.0 }, { "p": 0.03850414231419563, "m": 1.0 }, { "p": 0.0733056589961052, "m": 1.0 }, { "p": 0.12011274695396423, "m": 1.0 }, { "p": 0.04952060058712959, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 1.5344650745391846, "val_loss": 0.7377633452415466, "acc": 72.41, "time": 285.2759911979956, "param": [ { "p": 0.05164789780974388, "m": 1.0 }, { "p": 0.027660734951496124, "m": 1.0 }, { "p": 0.05554656684398651, "m": 1.0 }, { "p": 0.03532715514302254, "m": 1.0 }, { "p": 0.05012050271034241, "m": 1.0 }, { "p": 0.019344693049788475, "m": 1.0 }, { "p": 0.13399051129817963, "m": 1.0 }, { "p": 0.06511586159467697, "m": 1.0 }, { "p": 0.050470855087041855, "m": 1.0 }, { "p": 0.1974709928035736, "m": 1.0 }, { "p": 0.04892910271883011, "m": 1.0 }, { "p": 0.07845066487789154, "m": 1.0 }, { "p": 0.12534761428833008, "m": 1.0 }, { "p": 0.060576871037483215, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 1.1576437950134277, "val_loss": 0.8340458273887634, "acc": 71.91, "time": 303.1323767460126, "param": [ { "p": 0.059973351657390594, "m": 1.0 }, { "p": 0.02091970294713974, "m": 1.0 }, { "p": 0.06433697789907455, "m": 1.0 }, { "p": 0.03285816311836243, "m": 1.0 }, { "p": 0.04990345239639282, "m": 1.0 }, { "p": 0.012034747749567032, "m": 1.0 }, { "p": 0.139265239238739, "m": 1.0 }, { "p": 0.06437600404024124, "m": 1.0 }, { "p": 0.057158730924129486, "m": 1.0 }, { "p": 0.20470573008060455, "m": 1.0 }, { "p": 0.04077349603176117, "m": 1.0 }, { "p": 0.08121190965175629, "m": 1.0 }, { "p": 0.11918938159942627, "m": 1.0 }, { "p": 0.05329306423664093, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 1.5560301542282104, "val_loss": 0.8319971561431885, "acc": 72.23, "time": 292.8250854249927, "param": [ { "p": 0.05482730641961098, "m": 1.0 }, { "p": 0.02696293592453003, "m": 1.0 }, { "p": 0.05822070688009262, "m": 1.0 }, { "p": 0.039497729390859604, "m": 1.0 }, { "p": 0.05240705981850624, "m": 1.0 }, { "p": 0.018604712560772896, "m": 1.0 }, { "p": 0.1465941220521927, "m": 1.0 }, { "p": 0.073457270860672, "m": 1.0 }, { "p": 0.05436835438013077, "m": 1.0 }, { "p": 0.20649488270282745, "m": 1.0 }, { "p": 0.043942127376794815, "m": 1.0 }, { "p": 0.07250453531742096, "m": 1.0 }, { "p": 0.09981115907430649, "m": 1.0 }, { "p": 0.052307065576314926, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 1.6069214344024658, "val_loss": 0.7862527966499329, "acc": 72.31, "time": 285.34370237300755, "param": [ { "p": 0.056065697222948074, "m": 1.0 }, { "p": 0.02552366442978382, "m": 1.0 }, { "p": 0.05345940962433815, "m": 1.0 }, { "p": 0.03587143495678902, "m": 1.0 }, { "p": 0.05110940709710121, "m": 1.0 }, { "p": 0.019272327423095703, "m": 1.0 }, { "p": 0.13498763740062714, "m": 1.0 }, { "p": 0.061247412115335464, "m": 1.0 }, { "p": 0.06341294199228287, "m": 1.0 }, { "p": 0.20557858049869537, "m": 1.0 }, { "p": 0.04151203855872154, "m": 1.0 }, { "p": 0.07897020131349564, "m": 1.0 }, { "p": 0.1145816370844841, "m": 1.0 }, { "p": 0.05840764194726944, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 1.3868670463562012, "val_loss": 0.8662651777267456, "acc": 71.55, "time": 291.1507956839923, "param": [ { "p": 0.05838201567530632, "m": 1.0 }, { "p": 0.02532248944044113, "m": 1.0 }, { "p": 0.054739516228437424, "m": 1.0 }, { "p": 0.03473146632313728, "m": 1.0 }, { "p": 0.047522060573101044, "m": 1.0 }, { "p": 0.018952712416648865, "m": 1.0 }, { "p": 0.12291792780160904, "m": 1.0 }, { "p": 0.07791757583618164, "m": 1.0 }, { "p": 0.06449449062347412, "m": 1.0 }, { "p": 0.21952486038208008, "m": 1.0 }, { "p": 0.021009033545851707, "m": 1.0 }, { "p": 0.07670597732067108, "m": 1.0 }, { "p": 0.12049407511949539, "m": 1.0 }, { "p": 0.05728578940033913, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 1.8163394927978516, "val_loss": 0.7522473335266113, "acc": 71.51, "time": 291.1528860749968, "param": [ { "p": 0.05364302173256874, "m": 1.0 }, { "p": 0.09480218589305878, "m": 1.0 }, { "p": 0.044931892305612564, "m": 1.0 }, { "p": 0.037275440990924835, "m": 1.0 }, { "p": 0.046551890671253204, "m": 1.0 }, { "p": 0.018608175218105316, "m": 1.0 }, { "p": 0.11169201135635376, "m": 1.0 }, { "p": 0.07408974319696426, "m": 1.0 }, { "p": 0.045313190668821335, "m": 1.0 }, { "p": 0.20715680718421936, "m": 1.0 }, { "p": 0.03676654398441315, "m": 1.0 }, { "p": 0.07770062237977982, "m": 1.0 }, { "p": 0.10835819691419601, "m": 1.0 }, { "p": 0.043110378086566925, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 1.321045994758606, "val_loss": 0.8002308011054993, "acc": 72.31, "time": 290.3155379809905, "param": [ { "p": 0.05815611779689789, "m": 1.0 }, { "p": 0.04068165645003319, "m": 1.0 }, { "p": 0.057269591838121414, "m": 1.0 }, { "p": 0.04017797112464905, "m": 1.0 }, { "p": 0.05988221615552902, "m": 1.0 }, { "p": 0.017257144674658775, "m": 1.0 }, { "p": 0.1336059421300888, "m": 1.0 }, { "p": 0.06548798084259033, "m": 1.0 }, { "p": 0.05168592929840088, "m": 1.0 }, { "p": 0.2122800499200821, "m": 1.0 }, { "p": 0.03122878260910511, "m": 1.0 }, { "p": 0.06332506239414215, "m": 1.0 }, { "p": 0.12632592022418976, "m": 1.0 }, { "p": 0.042635589838027954, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 1.1363732814788818, "val_loss": 0.7774632573127747, "acc": 72.63, "time": 287.6326489589992, "param": [ { "p": 0.05840093269944191, "m": 1.0 }, { "p": 0.010193043388426304, "m": 1.0 }, { "p": 0.05784257873892784, "m": 1.0 }, { "p": 0.03249090537428856, "m": 1.0 }, { "p": 0.05226452276110649, "m": 1.0 }, { "p": 0.018812531605362892, "m": 1.0 }, { "p": 0.1334601193666458, "m": 1.0 }, { "p": 0.06604443490505219, "m": 1.0 }, { "p": 0.06055663898587227, "m": 1.0 }, { "p": 0.22941522300243378, "m": 1.0 }, { "p": 0.04263363033533096, "m": 1.0 }, { "p": 0.07633175700902939, "m": 1.0 }, { "p": 0.11067355424165726, "m": 1.0 }, { "p": 0.05088011920452118, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 1.5960776805877686, "val_loss": 0.8729559183120728, "acc": 71.68, "time": 313.57052226900123, "param": [ { "p": 0.053384240716695786, "m": 1.0 }, { "p": 0.028285549953579903, "m": 1.0 }, { "p": 0.061213359236717224, "m": 1.0 }, { "p": 0.03731920197606087, "m": 1.0 }, { "p": 0.05618209391832352, "m": 1.0 }, { "p": 0.023480378091335297, "m": 1.0 }, { "p": 0.14001436531543732, "m": 1.0 }, { "p": 0.06779546290636063, "m": 1.0 }, { "p": 0.05298575758934021, "m": 1.0 }, { "p": 0.19140887260437012, "m": 1.0 }, { "p": 0.030693821609020233, "m": 1.0 }, { "p": 0.08000177890062332, "m": 1.0 }, { "p": 0.12731653451919556, "m": 1.0 }, { "p": 0.04991868510842323, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 1.6256746053695679, "val_loss": 0.8915572166442871, "acc": 72.04, "time": 286.2526617689873, "param": [ { "p": 0.054587360471487045, "m": 1.0 }, { "p": 0.02218134142458439, "m": 1.0 }, { "p": 0.05933693051338196, "m": 1.0 }, { "p": 0.04052262008190155, "m": 1.0 }, { "p": 0.02452186495065689, "m": 1.0 }, { "p": 0.019010912626981735, "m": 1.0 }, { "p": 0.14075765013694763, "m": 1.0 }, { "p": 0.08064204454421997, "m": 1.0 }, { "p": 0.060075145214796066, "m": 1.0 }, { "p": 0.2212117612361908, "m": 1.0 }, { "p": 0.03593532368540764, "m": 1.0 }, { "p": 0.06463946402072906, "m": 1.0 }, { "p": 0.12047465145587921, "m": 1.0 }, { "p": 0.056103017181158066, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 1.342786431312561, "val_loss": 0.8233110308647156, "acc": 71.95, "time": 305.57040332001634, "param": [ { "p": 0.051900796592235565, "m": 1.0 }, { "p": 0.024608129635453224, "m": 1.0 }, { "p": 0.06042197346687317, "m": 1.0 }, { "p": 0.027833793312311172, "m": 1.0 }, { "p": 0.06781427562236786, "m": 1.0 }, { "p": 0.02022014744579792, "m": 1.0 }, { "p": 0.12656043469905853, "m": 1.0 }, { "p": 0.07449332624673843, "m": 1.0 }, { "p": 0.048032425343990326, "m": 1.0 }, { "p": 0.19215142726898193, "m": 1.0 }, { "p": 0.03743123263120651, "m": 1.0 }, { "p": 0.08132089674472809, "m": 1.0 }, { "p": 0.12102954834699631, "m": 1.0 }, { "p": 0.06618154793977737, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 1.3881922960281372, "val_loss": 0.8119231462478638, "acc": 73.71, "time": 303.8849966239941, "param": [ { "p": 0.05708535760641098, "m": 1.0 }, { "p": 0.018706411123275757, "m": 1.0 }, { "p": 0.06640370190143585, "m": 1.0 }, { "p": 0.038570765405893326, "m": 1.0 }, { "p": 0.05245213583111763, "m": 1.0 }, { "p": 0.020396167412400246, "m": 1.0 }, { "p": 0.12938369810581207, "m": 1.0 }, { "p": 0.06516961008310318, "m": 1.0 }, { "p": 0.06074719876050949, "m": 1.0 }, { "p": 0.21133963763713837, "m": 1.0 }, { "p": 0.0380106195807457, "m": 1.0 }, { "p": 0.056224189698696136, "m": 1.0 }, { "p": 0.11748917400836945, "m": 1.0 }, { "p": 0.0680212527513504, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 1.3879752159118652, "val_loss": 0.785441517829895, "acc": 73.54, "time": 299.5367980580195, "param": [ { "p": 0.04049864038825035, "m": 1.0 }, { "p": 0.007442622445523739, "m": 1.0 }, { "p": 0.06718767434358597, "m": 1.0 }, { "p": 0.03681445121765137, "m": 1.0 }, { "p": 0.06554028391838074, "m": 1.0 }, { "p": 0.023598497733473778, "m": 1.0 }, { "p": 0.12476764619350433, "m": 1.0 }, { "p": 0.07712112367153168, "m": 1.0 }, { "p": 0.05877295881509781, "m": 1.0 }, { "p": 0.20843631029129028, "m": 1.0 }, { "p": 0.04264894127845764, "m": 1.0 }, { "p": 0.07871145755052567, "m": 1.0 }, { "p": 0.11044677346944809, "m": 1.0 }, { "p": 0.058012623339891434, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 1.8353638648986816, "val_loss": 0.8097249865531921, "acc": 72.36, "time": 304.82785068897647, "param": [ { "p": 0.053570281714200974, "m": 1.0 }, { "p": 0.05877404659986496, "m": 1.0 }, { "p": 0.06252796947956085, "m": 1.0 }, { "p": 0.039925333112478256, "m": 1.0 }, { "p": 0.05473119765520096, "m": 1.0 }, { "p": 0.01807931624352932, "m": 1.0 }, { "p": 0.10354296863079071, "m": 1.0 }, { "p": 0.058596283197402954, "m": 1.0 }, { "p": 0.05380675196647644, "m": 1.0 }, { "p": 0.20473265647888184, "m": 1.0 }, { "p": 0.03323182463645935, "m": 1.0 }, { "p": 0.08069052547216415, "m": 1.0 }, { "p": 0.11448270827531815, "m": 1.0 }, { "p": 0.06330819427967072, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 1.4963288307189941, "val_loss": 0.8648297190666199, "acc": 73.42, "time": 299.72380835399963, "param": [ { "p": 0.05946964770555496, "m": 1.0 }, { "p": 0.01869225688278675, "m": 1.0 }, { "p": 0.06143155321478844, "m": 1.0 }, { "p": 0.020256085321307182, "m": 1.0 }, { "p": 0.05017419159412384, "m": 1.0 }, { "p": 0.052867911756038666, "m": 1.0 }, { "p": 0.12453808635473251, "m": 1.0 }, { "p": 0.07476050406694412, "m": 1.0 }, { "p": 0.054597318172454834, "m": 1.0 }, { "p": 0.1866409331560135, "m": 1.0 }, { "p": 0.046093642711639404, "m": 1.0 }, { "p": 0.06752914190292358, "m": 1.0 }, { "p": 0.11936625838279724, "m": 1.0 }, { "p": 0.06358250975608826, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 1.4751373529434204, "val_loss": 0.8662838935852051, "acc": 72.59, "time": 297.98749369202415, "param": [ { "p": 0.05376392602920532, "m": 1.0 }, { "p": 0.009667584672570229, "m": 1.0 }, { "p": 0.07044223695993423, "m": 1.0 }, { "p": 0.041809406131505966, "m": 1.0 }, { "p": 0.06636995822191238, "m": 1.0 }, { "p": 0.01613951474428177, "m": 1.0 }, { "p": 0.1339070349931717, "m": 1.0 }, { "p": 0.06022512912750244, "m": 1.0 }, { "p": 0.053144119679927826, "m": 1.0 }, { "p": 0.1968277394771576, "m": 1.0 }, { "p": 0.0379810631275177, "m": 1.0 }, { "p": 0.07694538682699203, "m": 1.0 }, { "p": 0.12473752349615097, "m": 1.0 }, { "p": 0.05803928151726723, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 1.8938714265823364, "val_loss": 0.7830273509025574, "acc": 71.98, "time": 298.5136139059905, "param": [ { "p": 0.054273076355457306, "m": 1.0 }, { "p": 0.05121796205639839, "m": 1.0 }, { "p": 0.055027883499860764, "m": 1.0 }, { "p": 0.02970755659043789, "m": 1.0 }, { "p": 0.04513489827513695, "m": 1.0 }, { "p": 0.023354973644018173, "m": 1.0 }, { "p": 0.13918611407279968, "m": 1.0 }, { "p": 0.0670330598950386, "m": 1.0 }, { "p": 0.06124922260642052, "m": 1.0 }, { "p": 0.1966715157032013, "m": 1.0 }, { "p": 0.04228265956044197, "m": 1.0 }, { "p": 0.07233481109142303, "m": 1.0 }, { "p": 0.10616154223680496, "m": 1.0 }, { "p": 0.05636477470397949, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 1.3242895603179932, "val_loss": 0.7256948351860046, "acc": 72.31, "time": 280.0819279720308, "param": [ { "p": 0.058671705424785614, "m": 1.0 }, { "p": 0.012680798768997192, "m": 1.0 }, { "p": 0.06442199647426605, "m": 1.0 }, { "p": 0.03434016555547714, "m": 1.0 }, { "p": 0.05741874501109123, "m": 1.0 }, { "p": 0.016296548768877983, "m": 1.0 }, { "p": 0.1461387723684311, "m": 1.0 }, { "p": 0.072360560297966, "m": 1.0 }, { "p": 0.061308082193136215, "m": 1.0 }, { "p": 0.20542213320732117, "m": 1.0 }, { "p": 0.03793665021657944, "m": 1.0 }, { "p": 0.06459533423185349, "m": 1.0 }, { "p": 0.11840859055519104, "m": 1.0 }, { "p": 0.049999888986349106, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 1.396521806716919, "val_loss": 0.8213939666748047, "acc": 72.98, "time": 294.5855403179885, "param": [ { "p": 0.05539228394627571, "m": 1.0 }, { "p": 0.013623710721731186, "m": 1.0 }, { "p": 0.0590830072760582, "m": 1.0 }, { "p": 0.046449899673461914, "m": 1.0 }, { "p": 0.049740202724933624, "m": 1.0 }, { "p": 0.017711400985717773, "m": 1.0 }, { "p": 0.1393926739692688, "m": 1.0 }, { "p": 0.08820779621601105, "m": 1.0 }, { "p": 0.04683756083250046, "m": 1.0 }, { "p": 0.18559490144252777, "m": 1.0 }, { "p": 0.036208949983119965, "m": 1.0 }, { "p": 0.07490312308073044, "m": 1.0 }, { "p": 0.12095112353563309, "m": 1.0 }, { "p": 0.06590336561203003, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 1.4212716817855835, "val_loss": 0.7105913758277893, "acc": 73.59, "time": 300.2854578580009, "param": [ { "p": 0.0687403678894043, "m": 1.0 }, { "p": 0.01591031439602375, "m": 1.0 }, { "p": 0.0571017749607563, "m": 1.0 }, { "p": 0.04993211850523949, "m": 1.0 }, { "p": 0.06172992289066315, "m": 1.0 }, { "p": 0.015997523441910744, "m": 1.0 }, { "p": 0.12420055270195007, "m": 1.0 }, { "p": 0.07841324061155319, "m": 1.0 }, { "p": 0.05113176628947258, "m": 1.0 }, { "p": 0.19716720283031464, "m": 1.0 }, { "p": 0.042793139815330505, "m": 1.0 }, { "p": 0.07222433388233185, "m": 1.0 }, { "p": 0.10783105343580246, "m": 1.0 }, { "p": 0.056826747953891754, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 1.5803751945495605, "val_loss": 0.833179235458374, "acc": 72.94, "time": 289.903576332028, "param": [ { "p": 0.06137688830494881, "m": 1.0 }, { "p": 0.012970991432666779, "m": 1.0 }, { "p": 0.06419765204191208, "m": 1.0 }, { "p": 0.027403660118579865, "m": 1.0 }, { "p": 0.06063433364033699, "m": 1.0 }, { "p": 0.013203870505094528, "m": 1.0 }, { "p": 0.14470840990543365, "m": 1.0 }, { "p": 0.0785532146692276, "m": 1.0 }, { "p": 0.05707206577062607, "m": 1.0 }, { "p": 0.1914844810962677, "m": 1.0 }, { "p": 0.04872719943523407, "m": 1.0 }, { "p": 0.07402517646551132, "m": 1.0 }, { "p": 0.11337770521640778, "m": 1.0 }, { "p": 0.05226435512304306, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 1.3768950700759888, "val_loss": 0.7457494735717773, "acc": 73.68, "time": 305.12861216499005, "param": [ { "p": 0.05256632715463638, "m": 1.0 }, { "p": 0.02520059235394001, "m": 1.0 }, { "p": 0.053560394793748856, "m": 1.0 }, { "p": 0.04335600137710571, "m": 1.0 }, { "p": 0.05322661250829697, "m": 1.0 }, { "p": 0.015671834349632263, "m": 1.0 }, { "p": 0.133490651845932, "m": 1.0 }, { "p": 0.07246024161577225, "m": 1.0 }, { "p": 0.058966659009456635, "m": 1.0 }, { "p": 0.18117693066596985, "m": 1.0 }, { "p": 0.047378432005643845, "m": 1.0 }, { "p": 0.07990320026874542, "m": 1.0 }, { "p": 0.12357742339372635, "m": 1.0 }, { "p": 0.059464599937200546, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 1.7168179750442505, "val_loss": 0.7615052461624146, "acc": 73.69, "time": 278.8853971689823, "param": [ { "p": 0.05719762668013573, "m": 1.0 }, { "p": 0.058801986277103424, "m": 1.0 }, { "p": 0.06464499980211258, "m": 1.0 }, { "p": 0.03270507603883743, "m": 1.0 }, { "p": 0.0442989245057106, "m": 1.0 }, { "p": 0.010452297516167164, "m": 1.0 }, { "p": 0.13810129463672638, "m": 1.0 }, { "p": 0.06367867439985275, "m": 1.0 }, { "p": 0.04854516685009003, "m": 1.0 }, { "p": 0.19043536484241486, "m": 1.0 }, { "p": 0.0371357686817646, "m": 1.0 }, { "p": 0.07453116029500961, "m": 1.0 }, { "p": 0.11724746227264404, "m": 1.0 }, { "p": 0.06222424656152725, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 1.384137511253357, "val_loss": 0.853223979473114, "acc": 73.45, "time": 290.65969275298994, "param": [ { "p": 0.05262795463204384, "m": 1.0 }, { "p": 0.008894398808479309, "m": 1.0 }, { "p": 0.0646430104970932, "m": 1.0 }, { "p": 0.037245966494083405, "m": 1.0 }, { "p": 0.05207626521587372, "m": 1.0 }, { "p": 0.019580982625484467, "m": 1.0 }, { "p": 0.13055677711963654, "m": 1.0 }, { "p": 0.0747537836432457, "m": 1.0 }, { "p": 0.06620853394269943, "m": 1.0 }, { "p": 0.1866692304611206, "m": 1.0 }, { "p": 0.039950963109731674, "m": 1.0 }, { "p": 0.07596597075462341, "m": 1.0 }, { "p": 0.12543164193630219, "m": 1.0 }, { "p": 0.06539452075958252, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 1.2243328094482422, "val_loss": 0.8377821445465088, "acc": 72.21, "time": 301.9917945119669, "param": [ { "p": 0.06130225956439972, "m": 1.0 }, { "p": 0.014171017333865166, "m": 1.0 }, { "p": 0.060405924916267395, "m": 1.0 }, { "p": 0.028889918699860573, "m": 1.0 }, { "p": 0.06097649037837982, "m": 1.0 }, { "p": 0.008247739635407925, "m": 1.0 }, { "p": 0.15626148879528046, "m": 1.0 }, { "p": 0.08117762953042984, "m": 1.0 }, { "p": 0.052118781954050064, "m": 1.0 }, { "p": 0.16363677382469177, "m": 1.0 }, { "p": 0.0433289036154747, "m": 1.0 }, { "p": 0.0794343426823616, "m": 1.0 }, { "p": 0.11775968968868256, "m": 1.0 }, { "p": 0.07228901237249374, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 1.4193536043167114, "val_loss": 0.8038585782051086, "acc": 72.35, "time": 295.76495356700616, "param": [ { "p": 0.056169621646404266, "m": 1.0 }, { "p": 0.01656540483236313, "m": 1.0 }, { "p": 0.06397231668233871, "m": 1.0 }, { "p": 0.04449767991900444, "m": 1.0 }, { "p": 0.0503462515771389, "m": 1.0 }, { "p": 0.008095284923911095, "m": 1.0 }, { "p": 0.133269801735878, "m": 1.0 }, { "p": 0.07466667145490646, "m": 1.0 }, { "p": 0.052782896906137466, "m": 1.0 }, { "p": 0.19306954741477966, "m": 1.0 }, { "p": 0.03799603879451752, "m": 1.0 }, { "p": 0.079267218708992, "m": 1.0 }, { "p": 0.12963488698005676, "m": 1.0 }, { "p": 0.05966638773679733, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 1.2772455215454102, "val_loss": 0.9086070656776428, "acc": 72.92, "time": 284.542656250007, "param": [ { "p": 0.06801959872245789, "m": 1.0 }, { "p": 0.015155697241425514, "m": 1.0 }, { "p": 0.07794895768165588, "m": 1.0 }, { "p": 0.03499055653810501, "m": 1.0 }, { "p": 0.04458301514387131, "m": 1.0 }, { "p": 0.012911899015307426, "m": 1.0 }, { "p": 0.13637594878673553, "m": 1.0 }, { "p": 0.07713031768798828, "m": 1.0 }, { "p": 0.06678543239831924, "m": 1.0 }, { "p": 0.175967738032341, "m": 1.0 }, { "p": 0.04512596130371094, "m": 1.0 }, { "p": 0.07863763719797134, "m": 1.0 }, { "p": 0.11907598376274109, "m": 1.0 }, { "p": 0.04729127883911133, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 0.9538305997848511, "val_loss": 0.7329464554786682, "acc": 73.54, "time": 287.65728476899676, "param": [ { "p": 0.059713080525398254, "m": 1.0 }, { "p": 0.02194671332836151, "m": 1.0 }, { "p": 0.060072533786296844, "m": 1.0 }, { "p": 0.03720647469162941, "m": 1.0 }, { "p": 0.053507521748542786, "m": 1.0 }, { "p": 0.012967868708074093, "m": 1.0 }, { "p": 0.1386093646287918, "m": 1.0 }, { "p": 0.07025173306465149, "m": 1.0 }, { "p": 0.06418366730213165, "m": 1.0 }, { "p": 0.18467317521572113, "m": 1.0 }, { "p": 0.04696280136704445, "m": 1.0 }, { "p": 0.06663230806589127, "m": 1.0 }, { "p": 0.11892746388912201, "m": 1.0 }, { "p": 0.06434526294469833, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 1.2374321222305298, "val_loss": 0.7291148900985718, "acc": 73.36, "time": 292.7636124889832, "param": [ { "p": 0.06349139660596848, "m": 1.0 }, { "p": 0.047071535140275955, "m": 1.0 }, { "p": 0.05048338323831558, "m": 1.0 }, { "p": 0.021599875763058662, "m": 1.0 }, { "p": 0.05309581011533737, "m": 1.0 }, { "p": 0.0072814179584383965, "m": 1.0 }, { "p": 0.13420018553733826, "m": 1.0 }, { "p": 0.0840686485171318, "m": 1.0 }, { "p": 0.05723109096288681, "m": 1.0 }, { "p": 0.1905623823404312, "m": 1.0 }, { "p": 0.047122932970523834, "m": 1.0 }, { "p": 0.06801552325487137, "m": 1.0 }, { "p": 0.11955920606851578, "m": 1.0 }, { "p": 0.05621669813990593, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 1.2146563529968262, "val_loss": 0.7916325926780701, "acc": 73.58, "time": 301.675531218003, "param": [ { "p": 0.05899694189429283, "m": 1.0 }, { "p": 0.006770181003957987, "m": 1.0 }, { "p": 0.08087702840566635, "m": 1.0 }, { "p": 0.04058929905295372, "m": 1.0 }, { "p": 0.046516165137290955, "m": 1.0 }, { "p": 0.00848268810659647, "m": 1.0 }, { "p": 0.12943488359451294, "m": 1.0 }, { "p": 0.08529606461524963, "m": 1.0 }, { "p": 0.058938175439834595, "m": 1.0 }, { "p": 0.1904120296239853, "m": 1.0 }, { "p": 0.031758975237607956, "m": 1.0 }, { "p": 0.07583697140216827, "m": 1.0 }, { "p": 0.12134742736816406, "m": 1.0 }, { "p": 0.06474319845438004, "m": 1.0 } ] }, { "epoch": 104, "train_loss": 1.3082258701324463, "val_loss": 0.8980426788330078, "acc": 74.11, "time": 293.3745598049718, "param": [ { "p": 0.07156234979629517, "m": 1.0 }, { "p": 0.000696745584718883, "m": 1.0 }, { "p": 0.0644114539027214, "m": 1.0 }, { "p": 0.04543702304363251, "m": 1.0 }, { "p": 0.062216874212026596, "m": 1.0 }, { "p": 0.0056604971177875996, "m": 1.0 }, { "p": 0.13204887509346008, "m": 1.0 }, { "p": 0.08094460517168045, "m": 1.0 }, { "p": 0.0395658016204834, "m": 1.0 }, { "p": 0.18694068491458893, "m": 1.0 }, { "p": 0.05357630178332329, "m": 1.0 }, { "p": 0.0775928646326065, "m": 1.0 }, { "p": 0.1113012507557869, "m": 1.0 }, { "p": 0.0680447518825531, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 1.0628032684326172, "val_loss": 0.7189595699310303, "acc": 74.01, "time": 285.3439953929628, "param": [ { "p": 0.054764483124017715, "m": 1.0 }, { "p": 0.012058486230671406, "m": 1.0 }, { "p": 0.059895534068346024, "m": 1.0 }, { "p": 0.04017532989382744, "m": 1.0 }, { "p": 0.04981781914830208, "m": 1.0 }, { "p": 0.0063360510393977165, "m": 1.0 }, { "p": 0.13214415311813354, "m": 1.0 }, { "p": 0.07098852097988129, "m": 1.0 }, { "p": 0.06802757829427719, "m": 1.0 }, { "p": 0.19353334605693817, "m": 1.0 }, { "p": 0.044140029698610306, "m": 1.0 }, { "p": 0.0944518893957138, "m": 1.0 }, { "p": 0.1106233149766922, "m": 1.0 }, { "p": 0.06304337084293365, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 1.4717800617218018, "val_loss": 0.7623932361602783, "acc": 74.23, "time": 289.46969979599817, "param": [ { "p": 0.057436857372522354, "m": 1.0 }, { "p": 0.007462294772267342, "m": 1.0 }, { "p": 0.06709014624357224, "m": 1.0 }, { "p": 0.03298010677099228, "m": 1.0 }, { "p": 0.06245163083076477, "m": 1.0 }, { "p": 0.00907265953719616, "m": 1.0 }, { "p": 0.16255199909210205, "m": 1.0 }, { "p": 0.08574743568897247, "m": 1.0 }, { "p": 0.06538577377796173, "m": 1.0 }, { "p": 0.16554710268974304, "m": 1.0 }, { "p": 0.039805736392736435, "m": 1.0 }, { "p": 0.06258661299943924, "m": 1.0 }, { "p": 0.1039494201540947, "m": 1.0 }, { "p": 0.07793223857879639, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 1.2725756168365479, "val_loss": 0.5787169337272644, "acc": 73.8, "time": 300.2527059579734, "param": [ { "p": 0.05421833321452141, "m": 1.0 }, { "p": 0.01673629693686962, "m": 1.0 }, { "p": 0.07451654225587845, "m": 1.0 }, { "p": 0.03821069374680519, "m": 1.0 }, { "p": 0.039935678243637085, "m": 1.0 }, { "p": 0.012685105204582214, "m": 1.0 }, { "p": 0.12042814493179321, "m": 1.0 }, { "p": 0.08604665845632553, "m": 1.0 }, { "p": 0.06548827141523361, "m": 1.0 }, { "p": 0.18674151599407196, "m": 1.0 }, { "p": 0.0425138883292675, "m": 1.0 }, { "p": 0.07945697009563446, "m": 1.0 }, { "p": 0.11047155410051346, "m": 1.0 }, { "p": 0.07255039364099503, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 1.2034239768981934, "val_loss": 0.7050595283508301, "acc": 74.14, "time": 282.0518892069813, "param": [ { "p": 0.05584794655442238, "m": 1.0 }, { "p": 0.012072323821485043, "m": 1.0 }, { "p": 0.08064044266939163, "m": 1.0 }, { "p": 0.03980113938450813, "m": 1.0 }, { "p": 0.0589572936296463, "m": 1.0 }, { "p": 0.0006962530896998942, "m": 1.0 }, { "p": 0.13588178157806396, "m": 1.0 }, { "p": 0.07741493731737137, "m": 1.0 }, { "p": 0.06763080507516861, "m": 1.0 }, { "p": 0.1803743541240692, "m": 1.0 }, { "p": 0.03632623702287674, "m": 1.0 }, { "p": 0.07260596007108688, "m": 1.0 }, { "p": 0.11924675852060318, "m": 1.0 }, { "p": 0.06250374764204025, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 1.3948469161987305, "val_loss": 0.7432340979576111, "acc": 72.44, "time": 293.2506498389994, "param": [ { "p": 0.05798870325088501, "m": 1.0 }, { "p": 0.08915017545223236, "m": 1.0 }, { "p": 0.06889868527650833, "m": 1.0 }, { "p": 0.042077552527189255, "m": 1.0 }, { "p": 0.035286616533994675, "m": 1.0 }, { "p": 0.01132856123149395, "m": 1.0 }, { "p": 0.1292959749698639, "m": 1.0 }, { "p": 0.06850820034742355, "m": 1.0 }, { "p": 0.057324863970279694, "m": 1.0 }, { "p": 0.17462819814682007, "m": 1.0 }, { "p": 0.004798361100256443, "m": 1.0 }, { "p": 0.08255559206008911, "m": 1.0 }, { "p": 0.10704977065324783, "m": 1.0 }, { "p": 0.07110869884490967, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 1.2199640274047852, "val_loss": 0.805513858795166, "acc": 74.17, "time": 296.90436437999597, "param": [ { "p": 0.05422072857618332, "m": 1.0 }, { "p": 0.011022980324923992, "m": 1.0 }, { "p": 0.06297121196985245, "m": 1.0 }, { "p": 0.04833724722266197, "m": 1.0 }, { "p": 0.052008241415023804, "m": 1.0 }, { "p": 0.03794329613447189, "m": 1.0 }, { "p": 0.13096757233142853, "m": 1.0 }, { "p": 0.08022503554821014, "m": 1.0 }, { "p": 0.052273694425821304, "m": 1.0 }, { "p": 0.15898919105529785, "m": 1.0 }, { "p": 0.04315866902470589, "m": 1.0 }, { "p": 0.0800003707408905, "m": 1.0 }, { "p": 0.1223904937505722, "m": 1.0 }, { "p": 0.06549117714166641, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 1.2369043827056885, "val_loss": 0.7865418195724487, "acc": 72.17, "time": 299.3729611079907, "param": [ { "p": 0.05749557167291641, "m": 1.0 }, { "p": 0.011521846987307072, "m": 1.0 }, { "p": 0.07596781849861145, "m": 1.0 }, { "p": 0.04726892709732056, "m": 1.0 }, { "p": 0.027773652225732803, "m": 1.0 }, { "p": 0.008425840176641941, "m": 1.0 }, { "p": 0.12365472316741943, "m": 1.0 }, { "p": 0.11231238394975662, "m": 1.0 }, { "p": 0.06287955492734909, "m": 1.0 }, { "p": 0.15951527655124664, "m": 1.0 }, { "p": 0.059960637241601944, "m": 1.0 }, { "p": 0.08049330115318298, "m": 1.0 }, { "p": 0.11901389062404633, "m": 1.0 }, { "p": 0.053716566413640976, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 1.2567670345306396, "val_loss": 0.8406459093093872, "acc": 73.48, "time": 303.90240633598296, "param": [ { "p": 0.05230070650577545, "m": 1.0 }, { "p": 0.00739858066663146, "m": 1.0 }, { "p": 0.06783205270767212, "m": 1.0 }, { "p": 0.04047546908259392, "m": 1.0 }, { "p": 0.059204310178756714, "m": 1.0 }, { "p": 0.06471741199493408, "m": 1.0 }, { "p": 0.1255868375301361, "m": 1.0 }, { "p": 0.08164963871240616, "m": 1.0 }, { "p": 0.06269990652799606, "m": 1.0 }, { "p": 0.12975522875785828, "m": 1.0 }, { "p": 0.04735724255442619, "m": 1.0 }, { "p": 0.07671280950307846, "m": 1.0 }, { "p": 0.11696457117795944, "m": 1.0 }, { "p": 0.06734529882669449, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 1.1885502338409424, "val_loss": 0.7342652082443237, "acc": 73.57, "time": 316.75542095297715, "param": [ { "p": 0.06352206319570541, "m": 1.0 }, { "p": 0.022723477333784103, "m": 1.0 }, { "p": 0.06656761467456818, "m": 1.0 }, { "p": 0.03664169833064079, "m": 1.0 }, { "p": 0.05297326669096947, "m": 1.0 }, { "p": 0.009504658170044422, "m": 1.0 }, { "p": 0.13861805200576782, "m": 1.0 }, { "p": 0.09019315987825394, "m": 1.0 }, { "p": 0.0614066943526268, "m": 1.0 }, { "p": 0.15271782875061035, "m": 1.0 }, { "p": 0.040614575147628784, "m": 1.0 }, { "p": 0.0707075372338295, "m": 1.0 }, { "p": 0.11161211133003235, "m": 1.0 }, { "p": 0.0821971520781517, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 1.4551950693130493, "val_loss": 0.7003879547119141, "acc": 74.95, "time": 299.2383357589715, "param": [ { "p": 0.06651817262172699, "m": 1.0 }, { "p": 0.003986057359725237, "m": 1.0 }, { "p": 0.06592854857444763, "m": 1.0 }, { "p": 0.0477898009121418, "m": 1.0 }, { "p": 0.06821384280920029, "m": 1.0 }, { "p": 0.00745522091165185, "m": 1.0 }, { "p": 0.10632312297821045, "m": 1.0 }, { "p": 0.07865776866674423, "m": 1.0 }, { "p": 0.04951788857579231, "m": 1.0 }, { "p": 0.17204461991786957, "m": 1.0 }, { "p": 0.05107494816184044, "m": 1.0 }, { "p": 0.09100889414548874, "m": 1.0 }, { "p": 0.12362945824861526, "m": 1.0 }, { "p": 0.06785164773464203, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 1.3204405307769775, "val_loss": 0.6581669449806213, "acc": 73.6, "time": 297.58022810099646, "param": [ { "p": 0.06908375769853592, "m": 1.0 }, { "p": 0.0006842701113782823, "m": 1.0 }, { "p": 0.074811190366745, "m": 1.0 }, { "p": 0.053815457969903946, "m": 1.0 }, { "p": 0.06778313964605331, "m": 1.0 }, { "p": 0.0064031402580440044, "m": 1.0 }, { "p": 0.10975565016269684, "m": 1.0 }, { "p": 0.07539497315883636, "m": 1.0 }, { "p": 0.05815313383936882, "m": 1.0 }, { "p": 0.15700747072696686, "m": 1.0 }, { "p": 0.04880278557538986, "m": 1.0 }, { "p": 0.08319086581468582, "m": 1.0 }, { "p": 0.12333755195140839, "m": 1.0 }, { "p": 0.07177659124135971, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 1.1625995635986328, "val_loss": 0.7797479629516602, "acc": 74.36, "time": 294.2520088320016, "param": [ { "p": 0.047989167273044586, "m": 1.0 }, { "p": 0.011532151140272617, "m": 1.0 }, { "p": 0.09255591034889221, "m": 1.0 }, { "p": 0.0007029848056845367, "m": 1.0 }, { "p": 0.04225599020719528, "m": 1.0 }, { "p": 0.010587566532194614, "m": 1.0 }, { "p": 0.15503178536891937, "m": 1.0 }, { "p": 0.09763871878385544, "m": 1.0 }, { "p": 0.06548744440078735, "m": 1.0 }, { "p": 0.16338840126991272, "m": 1.0 }, { "p": 0.043862201273441315, "m": 1.0 }, { "p": 0.10529530793428421, "m": 1.0 }, { "p": 0.12265833467245102, "m": 1.0 }, { "p": 0.041013918817043304, "m": 1.0 } ] }, { "epoch": 117, "train_loss": 1.2627373933792114, "val_loss": 0.8213478922843933, "acc": 74.57, "time": 286.44391428801464, "param": [ { "p": 0.06677675992250443, "m": 1.0 }, { "p": 0.004523433279246092, "m": 1.0 }, { "p": 0.07561495155096054, "m": 1.0 }, { "p": 0.011408587917685509, "m": 1.0 }, { "p": 0.07353191822767258, "m": 1.0 }, { "p": 0.00658169761300087, "m": 1.0 }, { "p": 0.09910036623477936, "m": 1.0 }, { "p": 0.10098160058259964, "m": 1.0 }, { "p": 0.05196971073746681, "m": 1.0 }, { "p": 0.1641598641872406, "m": 1.0 }, { "p": 0.058580901473760605, "m": 1.0 }, { "p": 0.09185755997896194, "m": 1.0 }, { "p": 0.11373862624168396, "m": 1.0 }, { "p": 0.08117399364709854, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 1.321298599243164, "val_loss": 0.7945590019226074, "acc": 72.36, "time": 295.99100727704354, "param": [ { "p": 0.06096554547548294, "m": 1.0 }, { "p": 0.009560609236359596, "m": 1.0 }, { "p": 0.08250588178634644, "m": 1.0 }, { "p": 0.0094881197437644, "m": 1.0 }, { "p": 0.054562535136938095, "m": 1.0 }, { "p": 0.006022230722010136, "m": 1.0 }, { "p": 0.12601974606513977, "m": 1.0 }, { "p": 0.09681779891252518, "m": 1.0 }, { "p": 0.07771265506744385, "m": 1.0 }, { "p": 0.15042275190353394, "m": 1.0 }, { "p": 0.055564358830451965, "m": 1.0 }, { "p": 0.083919957280159, "m": 1.0 }, { "p": 0.11885608732700348, "m": 1.0 }, { "p": 0.06758177280426025, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 1.4321357011795044, "val_loss": 0.7243981957435608, "acc": 74.52, "time": 310.7103747399524, "param": [ { "p": 0.07239512354135513, "m": 1.0 }, { "p": 0.008463152684271336, "m": 1.0 }, { "p": 0.07822401821613312, "m": 1.0 }, { "p": 0.007750358898192644, "m": 1.0 }, { "p": 0.06458310037851334, "m": 1.0 }, { "p": 0.007253272458910942, "m": 1.0 }, { "p": 0.13282020390033722, "m": 1.0 }, { "p": 0.0762920081615448, "m": 1.0 }, { "p": 0.07775045186281204, "m": 1.0 }, { "p": 0.14812858402729034, "m": 1.0 }, { "p": 0.03490567207336426, "m": 1.0 }, { "p": 0.09619300067424774, "m": 1.0 }, { "p": 0.12100329250097275, "m": 1.0 }, { "p": 0.07423769682645798, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 1.3579235076904297, "val_loss": 0.7037891149520874, "acc": 74.74, "time": 294.3204671929707, "param": [ { "p": 0.054714806377887726, "m": 1.0 }, { "p": 0.014389081858098507, "m": 1.0 }, { "p": 0.08373326808214188, "m": 1.0 }, { "p": 0.0038525157142430544, "m": 1.0 }, { "p": 0.05922961235046387, "m": 1.0 }, { "p": 0.010365945287048817, "m": 1.0 }, { "p": 0.13423064351081848, "m": 1.0 }, { "p": 0.07317672669887543, "m": 1.0 }, { "p": 0.07596257328987122, "m": 1.0 }, { "p": 0.16438893973827362, "m": 1.0 }, { "p": 0.053615279495716095, "m": 1.0 }, { "p": 0.08486971259117126, "m": 1.0 }, { "p": 0.12184666097164154, "m": 1.0 }, { "p": 0.06562421470880508, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 1.3217663764953613, "val_loss": 0.6906294226646423, "acc": 74.57, "time": 319.6576574459905, "param": [ { "p": 0.057420406490564346, "m": 1.0 }, { "p": 0.012596863321959972, "m": 1.0 }, { "p": 0.07498613744974136, "m": 1.0 }, { "p": 0.012462791986763477, "m": 1.0 }, { "p": 0.029263155534863472, "m": 1.0 }, { "p": 0.052918631583452225, "m": 1.0 }, { "p": 0.13813483715057373, "m": 1.0 }, { "p": 0.09686106443405151, "m": 1.0 }, { "p": 0.06052977964282036, "m": 1.0 }, { "p": 0.15317311882972717, "m": 1.0 }, { "p": 0.04346952214837074, "m": 1.0 }, { "p": 0.08641290664672852, "m": 1.0 }, { "p": 0.114741250872612, "m": 1.0 }, { "p": 0.06702953577041626, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 1.4238195419311523, "val_loss": 0.7073565721511841, "acc": 74.19, "time": 300.6781727189664, "param": [ { "p": 0.07691886276006699, "m": 1.0 }, { "p": 0.009802345186471939, "m": 1.0 }, { "p": 0.06337383389472961, "m": 1.0 }, { "p": 0.011746075935661793, "m": 1.0 }, { "p": 0.0663791075348854, "m": 1.0 }, { "p": 0.008441957645118237, "m": 1.0 }, { "p": 0.12990409135818481, "m": 1.0 }, { "p": 0.08425530791282654, "m": 1.0 }, { "p": 0.07196787744760513, "m": 1.0 }, { "p": 0.1552843302488327, "m": 1.0 }, { "p": 0.03982720151543617, "m": 1.0 }, { "p": 0.08510543406009674, "m": 1.0 }, { "p": 0.11740056425333023, "m": 1.0 }, { "p": 0.07959307730197906, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 1.588721513748169, "val_loss": 0.7230462431907654, "acc": 74.28, "time": 288.79708344495157, "param": [ { "p": 0.07802996039390564, "m": 1.0 }, { "p": 0.011687923222780228, "m": 1.0 }, { "p": 0.09169730544090271, "m": 1.0 }, { "p": 0.013539006002247334, "m": 1.0 }, { "p": 0.06328711658716202, "m": 1.0 }, { "p": 0.008405832573771477, "m": 1.0 }, { "p": 0.13026776909828186, "m": 1.0 }, { "p": 0.0389040932059288, "m": 1.0 }, { "p": 0.0761493593454361, "m": 1.0 }, { "p": 0.1450025588274002, "m": 1.0 }, { "p": 0.040748391300439835, "m": 1.0 }, { "p": 0.09380685538053513, "m": 1.0 }, { "p": 0.12744107842445374, "m": 1.0 }, { "p": 0.08103279769420624, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 1.551537036895752, "val_loss": 0.7060579657554626, "acc": 73.85, "time": 293.0762552850065, "param": [ { "p": 0.06563214212656021, "m": 1.0 }, { "p": 0.017527824267745018, "m": 1.0 }, { "p": 0.0809263065457344, "m": 1.0 }, { "p": 0.009840461425483227, "m": 1.0 }, { "p": 0.06557810306549072, "m": 1.0 }, { "p": 0.006424720864742994, "m": 1.0 }, { "p": 0.12513120472431183, "m": 1.0 }, { "p": 0.09603850543498993, "m": 1.0 }, { "p": 0.061268970370292664, "m": 1.0 }, { "p": 0.11886798590421677, "m": 1.0 }, { "p": 0.05176518112421036, "m": 1.0 }, { "p": 0.10297970473766327, "m": 1.0 }, { "p": 0.12936580181121826, "m": 1.0 }, { "p": 0.06865300238132477, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 1.5427268743515015, "val_loss": 0.7269173264503479, "acc": 74.49, "time": 290.5826193310204, "param": [ { "p": 0.07477851212024689, "m": 1.0 }, { "p": 0.010548912920057774, "m": 1.0 }, { "p": 0.07509620487689972, "m": 1.0 }, { "p": 0.00902037974447012, "m": 1.0 }, { "p": 0.06134174391627312, "m": 1.0 }, { "p": 0.007223695050925016, "m": 1.0 }, { "p": 0.1413177102804184, "m": 1.0 }, { "p": 0.09268753230571747, "m": 1.0 }, { "p": 0.05766460299491882, "m": 1.0 }, { "p": 0.13214877247810364, "m": 1.0 }, { "p": 0.05369693785905838, "m": 1.0 }, { "p": 0.07928840070962906, "m": 1.0 }, { "p": 0.1278013437986374, "m": 1.0 }, { "p": 0.07738522440195084, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 0.9434784054756165, "val_loss": 0.6309593319892883, "acc": 75.12, "time": 297.35282439598814, "param": [ { "p": 0.07347002625465393, "m": 1.0 }, { "p": 0.01956113614141941, "m": 1.0 }, { "p": 0.09086919575929642, "m": 1.0 }, { "p": 0.006829163990914822, "m": 1.0 }, { "p": 0.04985484853386879, "m": 1.0 }, { "p": 0.01049261074513197, "m": 1.0 }, { "p": 0.1221582293510437, "m": 1.0 }, { "p": 0.08919477462768555, "m": 1.0 }, { "p": 0.061338577419519424, "m": 1.0 }, { "p": 0.15256862342357635, "m": 1.0 }, { "p": 0.0546264722943306, "m": 1.0 }, { "p": 0.08558253943920135, "m": 1.0 }, { "p": 0.12149584293365479, "m": 1.0 }, { "p": 0.061957862228155136, "m": 1.0 } ] }, { "epoch": 127, "train_loss": 1.9571653604507446, "val_loss": 0.8721268773078918, "acc": 73.48, "time": 305.43851145904046, "param": [ { "p": 0.06154292821884155, "m": 1.0 }, { "p": 0.009389403276145458, "m": 1.0 }, { "p": 0.055323679000139236, "m": 1.0 }, { "p": 0.009851578623056412, "m": 1.0 }, { "p": 0.05381675064563751, "m": 1.0 }, { "p": 0.09505828469991684, "m": 1.0 }, { "p": 0.12022580951452255, "m": 1.0 }, { "p": 0.07530714571475983, "m": 1.0 }, { "p": 0.06373824179172516, "m": 1.0 }, { "p": 0.09809732437133789, "m": 1.0 }, { "p": 0.0625707283616066, "m": 1.0 }, { "p": 0.10195454955101013, "m": 1.0 }, { "p": 0.1235315203666687, "m": 1.0 }, { "p": 0.0695919618010521, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 1.124017357826233, "val_loss": 0.7571174502372742, "acc": 74.68, "time": 288.53602584201144, "param": [ { "p": 0.05388902127742767, "m": 1.0 }, { "p": 0.00898226723074913, "m": 1.0 }, { "p": 0.08240959793329239, "m": 1.0 }, { "p": 0.012478490360081196, "m": 1.0 }, { "p": 0.057028066366910934, "m": 1.0 }, { "p": 0.0037410028744488955, "m": 1.0 }, { "p": 0.13448578119277954, "m": 1.0 }, { "p": 0.11290206760168076, "m": 1.0 }, { "p": 0.06374268233776093, "m": 1.0 }, { "p": 0.15004213154315948, "m": 1.0 }, { "p": 0.045537520200014114, "m": 1.0 }, { "p": 0.07721526175737381, "m": 1.0 }, { "p": 0.1184440404176712, "m": 1.0 }, { "p": 0.07910208404064178, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 1.4268401861190796, "val_loss": 0.7288613319396973, "acc": 72.92, "time": 299.9395040560048, "param": [ { "p": 0.07094794511795044, "m": 1.0 }, { "p": 0.014690792188048363, "m": 1.0 }, { "p": 0.09386175870895386, "m": 1.0 }, { "p": 0.007294404320418835, "m": 1.0 }, { "p": 0.06620664149522781, "m": 1.0 }, { "p": 0.00883692316710949, "m": 1.0 }, { "p": 0.11379444599151611, "m": 1.0 }, { "p": 0.09195317327976227, "m": 1.0 }, { "p": 0.056825507432222366, "m": 1.0 }, { "p": 0.1475667804479599, "m": 1.0 }, { "p": 0.04738951474428177, "m": 1.0 }, { "p": 0.10329940170049667, "m": 1.0 }, { "p": 0.11404160410165787, "m": 1.0 }, { "p": 0.06329105794429779, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 1.5158627033233643, "val_loss": 0.6831715106964111, "acc": 74.09, "time": 292.17271691403585, "param": [ { "p": 0.062423624098300934, "m": 1.0 }, { "p": 0.010967917740345001, "m": 1.0 }, { "p": 0.08479423820972443, "m": 1.0 }, { "p": 0.009720372967422009, "m": 1.0 }, { "p": 0.052810512483119965, "m": 1.0 }, { "p": 0.00498265540227294, "m": 1.0 }, { "p": 0.13482162356376648, "m": 1.0 }, { "p": 0.09238357096910477, "m": 1.0 }, { "p": 0.06990376114845276, "m": 1.0 }, { "p": 0.1403115689754486, "m": 1.0 }, { "p": 0.049912229180336, "m": 1.0 }, { "p": 0.08393780887126923, "m": 1.0 }, { "p": 0.1347288191318512, "m": 1.0 }, { "p": 0.06830128282308578, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 1.0921951532363892, "val_loss": 0.8459600210189819, "acc": 73.84, "time": 304.2291418699897, "param": [ { "p": 0.08221615105867386, "m": 1.0 }, { "p": 0.011099089868366718, "m": 1.0 }, { "p": 0.06516975164413452, "m": 1.0 }, { "p": 0.009621893987059593, "m": 1.0 }, { "p": 0.07044432312250137, "m": 1.0 }, { "p": 0.007708848919719458, "m": 1.0 }, { "p": 0.11659002304077148, "m": 1.0 }, { "p": 0.11048317700624466, "m": 1.0 }, { "p": 0.08100786805152893, "m": 1.0 }, { "p": 0.13709287345409393, "m": 1.0 }, { "p": 0.029542982578277588, "m": 1.0 }, { "p": 0.07493200898170471, "m": 1.0 }, { "p": 0.13082055747509003, "m": 1.0 }, { "p": 0.07327045500278473, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 1.5653742551803589, "val_loss": 0.6516170501708984, "acc": 75.41, "time": 300.0111216500518, "param": [ { "p": 0.06967580318450928, "m": 1.0 }, { "p": 0.009072413668036461, "m": 1.0 }, { "p": 0.08488669991493225, "m": 1.0 }, { "p": 0.00991333369165659, "m": 1.0 }, { "p": 0.054756853729486465, "m": 1.0 }, { "p": 0.00932986382395029, "m": 1.0 }, { "p": 0.14386633038520813, "m": 1.0 }, { "p": 0.08521264046430588, "m": 1.0 }, { "p": 0.07215676456689835, "m": 1.0 }, { "p": 0.13169175386428833, "m": 1.0 }, { "p": 0.0508606918156147, "m": 1.0 }, { "p": 0.08836352825164795, "m": 1.0 }, { "p": 0.11940896511077881, "m": 1.0 }, { "p": 0.07080429047346115, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 1.3129115104675293, "val_loss": 0.6197461485862732, "acc": 74.85, "time": 303.5599043740076, "param": [ { "p": 0.08646134287118912, "m": 1.0 }, { "p": 0.03781771659851074, "m": 1.0 }, { "p": 0.08157332986593246, "m": 1.0 }, { "p": 0.009287536144256592, "m": 1.0 }, { "p": 0.052412863820791245, "m": 1.0 }, { "p": 0.007666026707738638, "m": 1.0 }, { "p": 0.08749066293239594, "m": 1.0 }, { "p": 0.09648224711418152, "m": 1.0 }, { "p": 0.052699413150548935, "m": 1.0 }, { "p": 0.1407269984483719, "m": 1.0 }, { "p": 0.04305761680006981, "m": 1.0 }, { "p": 0.1016913577914238, "m": 1.0 }, { "p": 0.1240568533539772, "m": 1.0 }, { "p": 0.07857601344585419, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 1.3153585195541382, "val_loss": 0.8335378766059875, "acc": 75.41, "time": 302.9214453609893, "param": [ { "p": 0.07232406735420227, "m": 1.0 }, { "p": 0.010202355682849884, "m": 1.0 }, { "p": 0.0821685642004013, "m": 1.0 }, { "p": 0.017679894343018532, "m": 1.0 }, { "p": 0.0745115727186203, "m": 1.0 }, { "p": 0.009837040677666664, "m": 1.0 }, { "p": 0.10652080923318863, "m": 1.0 }, { "p": 0.08466636389493942, "m": 1.0 }, { "p": 0.07927198708057404, "m": 1.0 }, { "p": 0.14321781694889069, "m": 1.0 }, { "p": 0.04774279519915581, "m": 1.0 }, { "p": 0.08481650054454803, "m": 1.0 }, { "p": 0.1148402988910675, "m": 1.0 }, { "p": 0.07219988852739334, "m": 1.0 } ] }, { "epoch": 135, "train_loss": 1.2476633787155151, "val_loss": 0.7301321625709534, "acc": 74.4, "time": 286.15110987302614, "param": [ { "p": 0.0719696432352066, "m": 1.0 }, { "p": 0.011976150795817375, "m": 1.0 }, { "p": 0.08923954516649246, "m": 1.0 }, { "p": 0.0093024717643857, "m": 1.0 }, { "p": 0.05441789701581001, "m": 1.0 }, { "p": 0.0051375520415604115, "m": 1.0 }, { "p": 0.11587487906217575, "m": 1.0 }, { "p": 0.11701295524835587, "m": 1.0 }, { "p": 0.06857424974441528, "m": 1.0 }, { "p": 0.12690165638923645, "m": 1.0 }, { "p": 0.05370637774467468, "m": 1.0 }, { "p": 0.08628705888986588, "m": 1.0 }, { "p": 0.11305255442857742, "m": 1.0 }, { "p": 0.07654695212841034, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 1.660199522972107, "val_loss": 0.8497084379196167, "acc": 73.01, "time": 294.64680218999274, "param": [ { "p": 0.06394463777542114, "m": 1.0 }, { "p": 0.0929097831249237, "m": 1.0 }, { "p": 0.09411647915840149, "m": 1.0 }, { "p": 0.0108418557792902, "m": 1.0 }, { "p": 0.05429549887776375, "m": 1.0 }, { "p": 0.0006966484361328185, "m": 1.0 }, { "p": 0.10334311425685883, "m": 1.0 }, { "p": 0.09188365191221237, "m": 1.0 }, { "p": 0.05470213666558266, "m": 1.0 }, { "p": 0.09278696775436401, "m": 1.0 }, { "p": 0.05308105796575546, "m": 1.0 }, { "p": 0.08295384049415588, "m": 1.0 }, { "p": 0.12132023274898529, "m": 1.0 }, { "p": 0.08312404900789261, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 1.2453105449676514, "val_loss": 0.7065605521202087, "acc": 74.3, "time": 311.3644420609926, "param": [ { "p": 0.06999310851097107, "m": 1.0 }, { "p": 0.009896472096443176, "m": 1.0 }, { "p": 0.09709347784519196, "m": 1.0 }, { "p": 0.008291544392704964, "m": 1.0 }, { "p": 0.06313357502222061, "m": 1.0 }, { "p": 0.010894333943724632, "m": 1.0 }, { "p": 0.13102705776691437, "m": 1.0 }, { "p": 0.08995833247900009, "m": 1.0 }, { "p": 0.08290977030992508, "m": 1.0 }, { "p": 0.1305554062128067, "m": 1.0 }, { "p": 0.058912601321935654, "m": 1.0 }, { "p": 0.09122441709041595, "m": 1.0 }, { "p": 0.09808007627725601, "m": 1.0 }, { "p": 0.05802985280752182, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 1.3476240634918213, "val_loss": 0.7479221820831299, "acc": 73.39, "time": 307.1036678830278, "param": [ { "p": 0.07344477623701096, "m": 1.0 }, { "p": 0.06377900391817093, "m": 1.0 }, { "p": 0.0756479874253273, "m": 1.0 }, { "p": 0.019346876069903374, "m": 1.0 }, { "p": 0.04831138625741005, "m": 1.0 }, { "p": 0.004162201192229986, "m": 1.0 }, { "p": 0.1114339753985405, "m": 1.0 }, { "p": 0.0885598286986351, "m": 1.0 }, { "p": 0.06587353348731995, "m": 1.0 }, { "p": 0.11007003486156464, "m": 1.0 }, { "p": 0.060240764170885086, "m": 1.0 }, { "p": 0.08643271774053574, "m": 1.0 }, { "p": 0.11481313407421112, "m": 1.0 }, { "p": 0.07788380235433578, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 1.146357774734497, "val_loss": 0.652240514755249, "acc": 74.71, "time": 304.2724667940056, "param": [ { "p": 0.06841763108968735, "m": 1.0 }, { "p": 0.01853347383439541, "m": 1.0 }, { "p": 0.07996542751789093, "m": 1.0 }, { "p": 0.019893063232302666, "m": 1.0 }, { "p": 0.05375546216964722, "m": 1.0 }, { "p": 0.010134984739124775, "m": 1.0 }, { "p": 0.10700589418411255, "m": 1.0 }, { "p": 0.10169409215450287, "m": 1.0 }, { "p": 0.07437819987535477, "m": 1.0 }, { "p": 0.12489769607782364, "m": 1.0 }, { "p": 0.053304776549339294, "m": 1.0 }, { "p": 0.0891491025686264, "m": 1.0 }, { "p": 0.11629245430231094, "m": 1.0 }, { "p": 0.08257770538330078, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 0.9821691513061523, "val_loss": 0.8045345544815063, "acc": 74.61, "time": 300.98683653899934, "param": [ { "p": 0.083927221596241, "m": 1.0 }, { "p": 0.008301733992993832, "m": 1.0 }, { "p": 0.09969165176153183, "m": 1.0 }, { "p": 0.0043641082011163235, "m": 1.0 }, { "p": 0.06987863779067993, "m": 1.0 }, { "p": 0.01005230937153101, "m": 1.0 }, { "p": 0.1129181757569313, "m": 1.0 }, { "p": 0.08030113577842712, "m": 1.0 }, { "p": 0.06474325060844421, "m": 1.0 }, { "p": 0.13512086868286133, "m": 1.0 }, { "p": 0.06864918023347855, "m": 1.0 }, { "p": 0.07962954789400101, "m": 1.0 }, { "p": 0.1146550327539444, "m": 1.0 }, { "p": 0.06776712834835052, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 1.4138059616088867, "val_loss": 0.7257795929908752, "acc": 75.17, "time": 305.8304071329767, "param": [ { "p": 0.07140152156352997, "m": 1.0 }, { "p": 0.008973319083452225, "m": 1.0 }, { "p": 0.10043033212423325, "m": 1.0 }, { "p": 0.01041577011346817, "m": 1.0 }, { "p": 0.06464143842458725, "m": 1.0 }, { "p": 0.006915805395692587, "m": 1.0 }, { "p": 0.10606840252876282, "m": 1.0 }, { "p": 0.08887175470590591, "m": 1.0 }, { "p": 0.07845758646726608, "m": 1.0 }, { "p": 0.1274736523628235, "m": 1.0 }, { "p": 0.0696534588932991, "m": 1.0 }, { "p": 0.08135757595300674, "m": 1.0 }, { "p": 0.11048313975334167, "m": 1.0 }, { "p": 0.07485617697238922, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 1.2450413703918457, "val_loss": 0.7945988178253174, "acc": 74.77, "time": 294.8474207880208, "param": [ { "p": 0.07652808725833893, "m": 1.0 }, { "p": 0.004802154377102852, "m": 1.0 }, { "p": 0.0726214051246643, "m": 1.0 }, { "p": 0.016075588762760162, "m": 1.0 }, { "p": 0.06526658684015274, "m": 1.0 }, { "p": 0.003634618129581213, "m": 1.0 }, { "p": 0.11997523903846741, "m": 1.0 }, { "p": 0.1074364185333252, "m": 1.0 }, { "p": 0.08491596579551697, "m": 1.0 }, { "p": 0.12979382276535034, "m": 1.0 }, { "p": 0.04590464383363724, "m": 1.0 }, { "p": 0.09169084578752518, "m": 1.0 }, { "p": 0.11245326697826385, "m": 1.0 }, { "p": 0.06890134513378143, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 1.257850170135498, "val_loss": 0.8262916207313538, "acc": 73.94, "time": 304.1060151049751, "param": [ { "p": 0.07587455213069916, "m": 1.0 }, { "p": 0.006715797353535891, "m": 1.0 }, { "p": 0.08744542300701141, "m": 1.0 }, { "p": 0.01026766374707222, "m": 1.0 }, { "p": 0.06198756769299507, "m": 1.0 }, { "p": 0.0073804403655231, "m": 1.0 }, { "p": 0.12223177403211594, "m": 1.0 }, { "p": 0.09742574393749237, "m": 1.0 }, { "p": 0.07643844187259674, "m": 1.0 }, { "p": 0.1090465635061264, "m": 1.0 }, { "p": 0.059039488434791565, "m": 1.0 }, { "p": 0.10503075271844864, "m": 1.0 }, { "p": 0.10403598099946976, "m": 1.0 }, { "p": 0.07707982510328293, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 1.0607000589370728, "val_loss": 0.669349193572998, "acc": 75.02, "time": 309.7021134220413, "param": [ { "p": 0.08419626206159592, "m": 1.0 }, { "p": 0.006933515891432762, "m": 1.0 }, { "p": 0.10166806727647781, "m": 1.0 }, { "p": 0.04612629860639572, "m": 1.0 }, { "p": 0.04895748570561409, "m": 1.0 }, { "p": 0.00673316465690732, "m": 1.0 }, { "p": 0.10544569790363312, "m": 1.0 }, { "p": 0.0796949565410614, "m": 1.0 }, { "p": 0.06538192182779312, "m": 1.0 }, { "p": 0.14346745610237122, "m": 1.0 }, { "p": 0.06746251881122589, "m": 1.0 }, { "p": 0.07984406501054764, "m": 1.0 }, { "p": 0.0840611383318901, "m": 1.0 }, { "p": 0.08002742379903793, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 1.3613107204437256, "val_loss": 0.7971426248550415, "acc": 74.91, "time": 306.161078663019, "param": [ { "p": 0.08689048141241074, "m": 1.0 }, { "p": 0.026012001559138298, "m": 1.0 }, { "p": 0.09626413136720657, "m": 1.0 }, { "p": 0.007486520800739527, "m": 1.0 }, { "p": 0.0518106147646904, "m": 1.0 }, { "p": 0.00723011652007699, "m": 1.0 }, { "p": 0.10905145108699799, "m": 1.0 }, { "p": 0.09127818048000336, "m": 1.0 }, { "p": 0.08243080973625183, "m": 1.0 }, { "p": 0.12888602912425995, "m": 1.0 }, { "p": 0.048898350447416306, "m": 1.0 }, { "p": 0.08449962735176086, "m": 1.0 }, { "p": 0.10968339443206787, "m": 1.0 }, { "p": 0.06957823783159256, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 1.0482628345489502, "val_loss": 0.7393354177474976, "acc": 74.65, "time": 286.76207994803553, "param": [ { "p": 0.07245431840419769, "m": 1.0 }, { "p": 0.013430988416075706, "m": 1.0 }, { "p": 0.10918427258729935, "m": 1.0 }, { "p": 0.012195438146591187, "m": 1.0 }, { "p": 0.06022776663303375, "m": 1.0 }, { "p": 0.007041435223072767, "m": 1.0 }, { "p": 0.10735217481851578, "m": 1.0 }, { "p": 0.08410495519638062, "m": 1.0 }, { "p": 0.08156786859035492, "m": 1.0 }, { "p": 0.12103165686130524, "m": 1.0 }, { "p": 0.052891697734594345, "m": 1.0 }, { "p": 0.0965443104505539, "m": 1.0 }, { "p": 0.09901629388332367, "m": 1.0 }, { "p": 0.08295686542987823, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 1.3493895530700684, "val_loss": 0.8431093692779541, "acc": 74.4, "time": 319.4335755209904, "param": [ { "p": 0.0640454962849617, "m": 1.0 }, { "p": 0.041697174310684204, "m": 1.0 }, { "p": 0.09533364325761795, "m": 1.0 }, { "p": 0.04880410432815552, "m": 1.0 }, { "p": 0.05507814511656761, "m": 1.0 }, { "p": 0.01190563291311264, "m": 1.0 }, { "p": 0.1093350201845169, "m": 1.0 }, { "p": 0.06388498097658157, "m": 1.0 }, { "p": 0.06917867064476013, "m": 1.0 }, { "p": 0.11410675197839737, "m": 1.0 }, { "p": 0.05860846862196922, "m": 1.0 }, { "p": 0.10057695209980011, "m": 1.0 }, { "p": 0.09245945513248444, "m": 1.0 }, { "p": 0.07498542219400406, "m": 1.0 } ] }, { "epoch": 148, "train_loss": 1.59306001663208, "val_loss": 0.8418324589729309, "acc": 74.65, "time": 292.3678246969939, "param": [ { "p": 0.07862488180398941, "m": 1.0 }, { "p": 0.01173153705894947, "m": 1.0 }, { "p": 0.07930275052785873, "m": 1.0 }, { "p": 0.01271512545645237, "m": 1.0 }, { "p": 0.03181566298007965, "m": 1.0 }, { "p": 0.01291410531848669, "m": 1.0 }, { "p": 0.09886789321899414, "m": 1.0 }, { "p": 0.0977972149848938, "m": 1.0 }, { "p": 0.07717303186655045, "m": 1.0 }, { "p": 0.12800049781799316, "m": 1.0 }, { "p": 0.0601009726524353, "m": 1.0 }, { "p": 0.10524684190750122, "m": 1.0 }, { "p": 0.11362320184707642, "m": 1.0 }, { "p": 0.09208622574806213, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 1.0699479579925537, "val_loss": 0.6545145511627197, "acc": 74.39, "time": 309.6527160149999, "param": [ { "p": 0.07811039686203003, "m": 1.0 }, { "p": 0.012843979522585869, "m": 1.0 }, { "p": 0.09099885821342468, "m": 1.0 }, { "p": 0.0006792198400944471, "m": 1.0 }, { "p": 0.0663759782910347, "m": 1.0 }, { "p": 0.0066063436679542065, "m": 1.0 }, { "p": 0.12295439839363098, "m": 1.0 }, { "p": 0.09800656139850616, "m": 1.0 }, { "p": 0.08435117453336716, "m": 1.0 }, { "p": 0.10372507572174072, "m": 1.0 }, { "p": 0.06512528657913208, "m": 1.0 }, { "p": 0.08273394405841827, "m": 1.0 }, { "p": 0.10990285873413086, "m": 1.0 }, { "p": 0.07758597284555435, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 1.5192906856536865, "val_loss": 0.7565983533859253, "acc": 75.16, "time": 289.7145976360189, "param": [ { "p": 0.0587252639234066, "m": 1.0 }, { "p": 0.012435917742550373, "m": 1.0 }, { "p": 0.10181747376918793, "m": 1.0 }, { "p": 0.011557042598724365, "m": 1.0 }, { "p": 0.06184970587491989, "m": 1.0 }, { "p": 0.012387512251734734, "m": 1.0 }, { "p": 0.11627010256052017, "m": 1.0 }, { "p": 0.06528820842504501, "m": 1.0 }, { "p": 0.09424947947263718, "m": 1.0 }, { "p": 0.11704190820455551, "m": 1.0 }, { "p": 0.04811045527458191, "m": 1.0 }, { "p": 0.10240232199430466, "m": 1.0 }, { "p": 0.09917546063661575, "m": 1.0 }, { "p": 0.09868917614221573, "m": 1.0 } ] }, { "epoch": 151, "train_loss": 1.1422003507614136, "val_loss": 0.8464465141296387, "acc": 74.69, "time": 294.9595937040285, "param": [ { "p": 0.07820571959018707, "m": 1.0 }, { "p": 0.011405480094254017, "m": 1.0 }, { "p": 0.09488166868686676, "m": 1.0 }, { "p": 0.012687774375081062, "m": 1.0 }, { "p": 0.0643782988190651, "m": 1.0 }, { "p": 0.024438388645648956, "m": 1.0 }, { "p": 0.1002521738409996, "m": 1.0 }, { "p": 0.0763741284608841, "m": 1.0 }, { "p": 0.07060880959033966, "m": 1.0 }, { "p": 0.11465699970722198, "m": 1.0 }, { "p": 0.06462492793798447, "m": 1.0 }, { "p": 0.09227600693702698, "m": 1.0 }, { "p": 0.11300038546323776, "m": 1.0 }, { "p": 0.08220931142568588, "m": 1.0 } ] }, { "epoch": 152, "train_loss": 1.0776277780532837, "val_loss": 0.630397379398346, "acc": 74.96, "time": 301.38815210195025, "param": [ { "p": 0.06641445308923721, "m": 1.0 }, { "p": 0.00922770518809557, "m": 1.0 }, { "p": 0.09242334961891174, "m": 1.0 }, { "p": 0.013002724386751652, "m": 1.0 }, { "p": 0.036359213292598724, "m": 1.0 }, { "p": 0.01935657300055027, "m": 1.0 }, { "p": 0.12157240509986877, "m": 1.0 }, { "p": 0.11584988236427307, "m": 1.0 }, { "p": 0.07014171779155731, "m": 1.0 }, { "p": 0.10471013933420181, "m": 1.0 }, { "p": 0.05635758489370346, "m": 1.0 }, { "p": 0.08616182208061218, "m": 1.0 }, { "p": 0.1338246762752533, "m": 1.0 }, { "p": 0.0745978057384491, "m": 1.0 } ] }, { "epoch": 153, "train_loss": 0.9133790731430054, "val_loss": 0.8565577268600464, "acc": 74.71, "time": 300.9322916629608, "param": [ { "p": 0.06327427923679352, "m": 1.0 }, { "p": 0.004379405174404383, "m": 1.0 }, { "p": 0.08710804581642151, "m": 1.0 }, { "p": 0.02813730202615261, "m": 1.0 }, { "p": 0.06405135989189148, "m": 1.0 }, { "p": 0.006487246602773666, "m": 1.0 }, { "p": 0.12384535372257233, "m": 1.0 }, { "p": 0.10141082853078842, "m": 1.0 }, { "p": 0.08091352134943008, "m": 1.0 }, { "p": 0.10032744705677032, "m": 1.0 }, { "p": 0.06304554641246796, "m": 1.0 }, { "p": 0.08527141809463501, "m": 1.0 }, { "p": 0.11478081345558167, "m": 1.0 }, { "p": 0.07696752995252609, "m": 1.0 } ] }, { "epoch": 154, "train_loss": 1.5347981452941895, "val_loss": 0.7586180567741394, "acc": 73.86, "time": 296.51172888599103, "param": [ { "p": 0.07776591926813126, "m": 1.0 }, { "p": 0.009244173765182495, "m": 1.0 }, { "p": 0.09910521656274796, "m": 1.0 }, { "p": 0.03390615060925484, "m": 1.0 }, { "p": 0.05284131318330765, "m": 1.0 }, { "p": 0.011290950700640678, "m": 1.0 }, { "p": 0.09803994745016098, "m": 1.0 }, { "p": 0.09864409267902374, "m": 1.0 }, { "p": 0.07637841254472733, "m": 1.0 }, { "p": 0.0918193981051445, "m": 1.0 }, { "p": 0.07149117439985275, "m": 1.0 }, { "p": 0.08657278120517731, "m": 1.0 }, { "p": 0.11027607321739197, "m": 1.0 }, { "p": 0.08262438327074051, "m": 1.0 } ] }, { "epoch": 155, "train_loss": 1.2945932149887085, "val_loss": 0.8297748565673828, "acc": 73.42, "time": 299.14416179899126, "param": [ { "p": 0.09881838411092758, "m": 1.0 }, { "p": 0.008796891197562218, "m": 1.0 }, { "p": 0.08578379452228546, "m": 1.0 }, { "p": 0.0033847365994006395, "m": 1.0 }, { "p": 0.07081235200166702, "m": 1.0 }, { "p": 0.004393427167087793, "m": 1.0 }, { "p": 0.09462807327508926, "m": 1.0 }, { "p": 0.08553172647953033, "m": 1.0 }, { "p": 0.0837334468960762, "m": 1.0 }, { "p": 0.11882264912128448, "m": 1.0 }, { "p": 0.05985419079661369, "m": 1.0 }, { "p": 0.08866696804761887, "m": 1.0 }, { "p": 0.11999785900115967, "m": 1.0 }, { "p": 0.07677554339170456, "m": 1.0 } ] }, { "epoch": 156, "train_loss": 0.9162445068359375, "val_loss": 0.6305467486381531, "acc": 75.13, "time": 304.21183652000036, "param": [ { "p": 0.061847418546676636, "m": 1.0 }, { "p": 0.008231189101934433, "m": 1.0 }, { "p": 0.09796825796365738, "m": 1.0 }, { "p": 0.00835154764354229, "m": 1.0 }, { "p": 0.0701732337474823, "m": 1.0 }, { "p": 0.00737985922023654, "m": 1.0 }, { "p": 0.1243508905172348, "m": 1.0 }, { "p": 0.037134941667318344, "m": 1.0 }, { "p": 0.09164126217365265, "m": 1.0 }, { "p": 0.11244135349988937, "m": 1.0 }, { "p": 0.06863531470298767, "m": 1.0 }, { "p": 0.10237997025251389, "m": 1.0 }, { "p": 0.13055607676506042, "m": 1.0 }, { "p": 0.07890865206718445, "m": 1.0 } ] }, { "epoch": 157, "train_loss": 1.1742602586746216, "val_loss": 0.6201488971710205, "acc": 75.08, "time": 286.8877943250118, "param": [ { "p": 0.07259942591190338, "m": 1.0 }, { "p": 0.005262359045445919, "m": 1.0 }, { "p": 0.09389692544937134, "m": 1.0 }, { "p": 0.009730283170938492, "m": 1.0 }, { "p": 0.036141082644462585, "m": 1.0 }, { "p": 0.007702239323407412, "m": 1.0 }, { "p": 0.12740065157413483, "m": 1.0 }, { "p": 0.06695319712162018, "m": 1.0 }, { "p": 0.08159506320953369, "m": 1.0 }, { "p": 0.10036416351795197, "m": 1.0 }, { "p": 0.05243201553821564, "m": 1.0 }, { "p": 0.1127733662724495, "m": 1.0 }, { "p": 0.13663795590400696, "m": 1.0 }, { "p": 0.09651133418083191, "m": 1.0 } ] }, { "epoch": 158, "train_loss": 1.4137569665908813, "val_loss": 0.6563644409179688, "acc": 75.42, "time": 307.70670866797445, "param": [ { "p": 0.0793222114443779, "m": 1.0 }, { "p": 0.014924162067472935, "m": 1.0 }, { "p": 0.09472782164812088, "m": 1.0 }, { "p": 0.008381331339478493, "m": 1.0 }, { "p": 0.044485677033662796, "m": 1.0 }, { "p": 0.022276196628808975, "m": 1.0 }, { "p": 0.09410852938890457, "m": 1.0 }, { "p": 0.09712326526641846, "m": 1.0 }, { "p": 0.08395908027887344, "m": 1.0 }, { "p": 0.09711693972349167, "m": 1.0 }, { "p": 0.05608299374580383, "m": 1.0 }, { "p": 0.10306747257709503, "m": 1.0 }, { "p": 0.11370670050382614, "m": 1.0 }, { "p": 0.09071765840053558, "m": 1.0 } ] }, { "epoch": 159, "train_loss": 1.1651066541671753, "val_loss": 0.6656308174133301, "acc": 75.34, "time": 305.26915095199365, "param": [ { "p": 0.07235977053642273, "m": 1.0 }, { "p": 0.0048051695339381695, "m": 1.0 }, { "p": 0.10503094643354416, "m": 1.0 }, { "p": 0.06272879987955093, "m": 1.0 }, { "p": 0.06806306540966034, "m": 1.0 }, { "p": 0.008839797228574753, "m": 1.0 }, { "p": 0.08226214349269867, "m": 1.0 }, { "p": 0.08144237101078033, "m": 1.0 }, { "p": 0.09463663399219513, "m": 1.0 }, { "p": 0.07725933194160461, "m": 1.0 }, { "p": 0.05124790593981743, "m": 1.0 }, { "p": 0.08273845165967941, "m": 1.0 }, { "p": 0.13466843962669373, "m": 1.0 }, { "p": 0.0739172175526619, "m": 1.0 } ] }, { "epoch": 160, "train_loss": 1.4396756887435913, "val_loss": 0.722937285900116, "acc": 76.32, "time": 298.45592157298233, "param": [ { "p": 0.056974850594997406, "m": 1.0 }, { "p": 0.006429570261389017, "m": 1.0 }, { "p": 0.07732932269573212, "m": 1.0 }, { "p": 0.0245180856436491, "m": 1.0 }, { "p": 0.07874468713998795, "m": 1.0 }, { "p": 0.007956249639391899, "m": 1.0 }, { "p": 0.1193472295999527, "m": 1.0 }, { "p": 0.0917549729347229, "m": 1.0 }, { "p": 0.07433613389730453, "m": 1.0 }, { "p": 0.09846654534339905, "m": 1.0 }, { "p": 0.07524793595075607, "m": 1.0 }, { "p": 0.10530751943588257, "m": 1.0 }, { "p": 0.1093883216381073, "m": 1.0 }, { "p": 0.07419858872890472, "m": 1.0 } ] }, { "epoch": 161, "train_loss": 1.1592901945114136, "val_loss": 0.6937305331230164, "acc": 75.48, "time": 295.5190789430053, "param": [ { "p": 0.0837264209985733, "m": 1.0 }, { "p": 0.05222196877002716, "m": 1.0 }, { "p": 0.09695170819759369, "m": 1.0 }, { "p": 0.011406820267438889, "m": 1.0 }, { "p": 0.047245774418115616, "m": 1.0 }, { "p": 0.006897818297147751, "m": 1.0 }, { "p": 0.1152002215385437, "m": 1.0 }, { "p": 0.09737565368413925, "m": 1.0 }, { "p": 0.07566756755113602, "m": 1.0 }, { "p": 0.1033410057425499, "m": 1.0 }, { "p": 0.04272926226258278, "m": 1.0 }, { "p": 0.09714874625205994, "m": 1.0 }, { "p": 0.10672024637460709, "m": 1.0 }, { "p": 0.06336668878793716, "m": 1.0 } ] }, { "epoch": 162, "train_loss": 0.8411254286766052, "val_loss": 0.669317364692688, "acc": 74.93, "time": 292.723801051965, "param": [ { "p": 0.08088285475969315, "m": 1.0 }, { "p": 0.0033435760997235775, "m": 1.0 }, { "p": 0.07876402884721756, "m": 1.0 }, { "p": 0.0030136152636259794, "m": 1.0 }, { "p": 0.04498244822025299, "m": 1.0 }, { "p": 0.0011215073755010962, "m": 1.0 }, { "p": 0.12950563430786133, "m": 1.0 }, { "p": 0.09453833103179932, "m": 1.0 }, { "p": 0.08357756584882736, "m": 1.0 }, { "p": 0.09280834347009659, "m": 1.0 }, { "p": 0.07818854600191116, "m": 1.0 }, { "p": 0.10892905294895172, "m": 1.0 }, { "p": 0.10624943673610687, "m": 1.0 }, { "p": 0.09409502148628235, "m": 1.0 } ] }, { "epoch": 163, "train_loss": 1.1128160953521729, "val_loss": 0.7278069257736206, "acc": 75.15, "time": 288.00205149903195, "param": [ { "p": 0.0862000584602356, "m": 1.0 }, { "p": 0.006808956153690815, "m": 1.0 }, { "p": 0.08939444273710251, "m": 1.0 }, { "p": 0.00802224688231945, "m": 1.0 }, { "p": 0.04419074207544327, "m": 1.0 }, { "p": 0.005127021577209234, "m": 1.0 }, { "p": 0.09907259792089462, "m": 1.0 }, { "p": 0.08995959907770157, "m": 1.0 }, { "p": 0.08890344202518463, "m": 1.0 }, { "p": 0.11759242415428162, "m": 1.0 }, { "p": 0.07296835631132126, "m": 1.0 }, { "p": 0.09519123286008835, "m": 1.0 }, { "p": 0.10846373438835144, "m": 1.0 }, { "p": 0.08810512721538544, "m": 1.0 } ] }, { "epoch": 164, "train_loss": 1.6465526819229126, "val_loss": 0.886925458908081, "acc": 74.78, "time": 282.8143344629789, "param": [ { "p": 0.08513044565916061, "m": 1.0 }, { "p": 0.008275327272713184, "m": 1.0 }, { "p": 0.10054849833250046, "m": 1.0 }, { "p": 0.011283298023045063, "m": 1.0 }, { "p": 0.04849817976355553, "m": 1.0 }, { "p": 0.009396529756486416, "m": 1.0 }, { "p": 0.10931863635778427, "m": 1.0 }, { "p": 0.08549124002456665, "m": 1.0 }, { "p": 0.0699363723397255, "m": 1.0 }, { "p": 0.11085142195224762, "m": 1.0 }, { "p": 0.057892296463251114, "m": 1.0 }, { "p": 0.08544212579727173, "m": 1.0 }, { "p": 0.11848658323287964, "m": 1.0 }, { "p": 0.09944895654916763, "m": 1.0 } ] }, { "epoch": 165, "train_loss": 1.0113133192062378, "val_loss": 0.7745847105979919, "acc": 75.2, "time": 291.11939066502964, "param": [ { "p": 0.0838366448879242, "m": 1.0 }, { "p": 0.007218745071440935, "m": 1.0 }, { "p": 0.0921243205666542, "m": 1.0 }, { "p": 0.013587715104222298, "m": 1.0 }, { "p": 0.04371741786599159, "m": 1.0 }, { "p": 0.008061482571065426, "m": 1.0 }, { "p": 0.10437533259391785, "m": 1.0 }, { "p": 0.09684977680444717, "m": 1.0 }, { "p": 0.08468018472194672, "m": 1.0 }, { "p": 0.11339937150478363, "m": 1.0 }, { "p": 0.06841643899679184, "m": 1.0 }, { "p": 0.07800153642892838, "m": 1.0 }, { "p": 0.11182104796171188, "m": 1.0 }, { "p": 0.09390996396541595, "m": 1.0 } ] }, { "epoch": 166, "train_loss": 1.3109033107757568, "val_loss": 0.7288252711296082, "acc": 75.19, "time": 294.39204197295476, "param": [ { "p": 0.08868267387151718, "m": 1.0 }, { "p": 0.00877469778060913, "m": 1.0 }, { "p": 0.09027786552906036, "m": 1.0 }, { "p": 0.0141466548666358, "m": 1.0 }, { "p": 0.04468070715665817, "m": 1.0 }, { "p": 0.009079040959477425, "m": 1.0 }, { "p": 0.0900026485323906, "m": 1.0 }, { "p": 0.09175741672515869, "m": 1.0 }, { "p": 0.09149805456399918, "m": 1.0 }, { "p": 0.11129036545753479, "m": 1.0 }, { "p": 0.06472989171743393, "m": 1.0 }, { "p": 0.09561175853013992, "m": 1.0 }, { "p": 0.10589823126792908, "m": 1.0 }, { "p": 0.09357002377510071, "m": 1.0 } ] }, { "epoch": 167, "train_loss": 1.2108100652694702, "val_loss": 0.70795077085495, "acc": 75.03, "time": 301.96514114603633, "param": [ { "p": 0.09243912249803543, "m": 1.0 }, { "p": 0.008572394028306007, "m": 1.0 }, { "p": 0.10169408470392227, "m": 1.0 }, { "p": 0.012407045811414719, "m": 1.0 }, { "p": 0.04733700305223465, "m": 1.0 }, { "p": 0.006657263729721308, "m": 1.0 }, { "p": 0.09408240020275116, "m": 1.0 }, { "p": 0.10196669399738312, "m": 1.0 }, { "p": 0.06405895948410034, "m": 1.0 }, { "p": 0.1301049441099167, "m": 1.0 }, { "p": 0.05334728956222534, "m": 1.0 }, { "p": 0.09948629885911942, "m": 1.0 }, { "p": 0.11485417932271957, "m": 1.0 }, { "p": 0.07299228757619858, "m": 1.0 } ] }, { "epoch": 168, "train_loss": 1.3457094430923462, "val_loss": 0.7850266098976135, "acc": 75.25, "time": 307.07899879000615, "param": [ { "p": 0.09471727162599564, "m": 1.0 }, { "p": 0.01857439987361431, "m": 1.0 }, { "p": 0.11549492180347443, "m": 1.0 }, { "p": 0.0022303094156086445, "m": 1.0 }, { "p": 0.03328004851937294, "m": 1.0 }, { "p": 0.005200902931392193, "m": 1.0 }, { "p": 0.10231195390224457, "m": 1.0 }, { "p": 0.0735069289803505, "m": 1.0 }, { "p": 0.08769617974758148, "m": 1.0 }, { "p": 0.10559303313493729, "m": 1.0 }, { "p": 0.07261412590742111, "m": 1.0 }, { "p": 0.09049248695373535, "m": 1.0 }, { "p": 0.11703059822320938, "m": 1.0 }, { "p": 0.08125675469636917, "m": 1.0 } ] }, { "epoch": 169, "train_loss": 0.7173641324043274, "val_loss": 0.7519416213035583, "acc": 75.85, "time": 311.6525146329659, "param": [ { "p": 0.0971040204167366, "m": 1.0 }, { "p": 0.00832881685346365, "m": 1.0 }, { "p": 0.09997950494289398, "m": 1.0 }, { "p": 0.008122028782963753, "m": 1.0 }, { "p": 0.00728471577167511, "m": 1.0 }, { "p": 0.004846295807510614, "m": 1.0 }, { "p": 0.12153676897287369, "m": 1.0 }, { "p": 0.08343204110860825, "m": 1.0 }, { "p": 0.09958484023809433, "m": 1.0 }, { "p": 0.10975810885429382, "m": 1.0 }, { "p": 0.07413977384567261, "m": 1.0 }, { "p": 0.0951198861002922, "m": 1.0 }, { "p": 0.10312175750732422, "m": 1.0 }, { "p": 0.08764144778251648, "m": 1.0 } ] }, { "epoch": 170, "train_loss": 1.1503291130065918, "val_loss": 0.7599122524261475, "acc": 75.2, "time": 297.00295949500287, "param": [ { "p": 0.10740142315626144, "m": 1.0 }, { "p": 0.009155151434242725, "m": 1.0 }, { "p": 0.10785914957523346, "m": 1.0 }, { "p": 0.010580560192465782, "m": 1.0 }, { "p": 0.011369268409907818, "m": 1.0 }, { "p": 0.007042211946099997, "m": 1.0 }, { "p": 0.09642757475376129, "m": 1.0 }, { "p": 0.08968833833932877, "m": 1.0 }, { "p": 0.08479826152324677, "m": 1.0 }, { "p": 0.11980599164962769, "m": 1.0 }, { "p": 0.03908483311533928, "m": 1.0 }, { "p": 0.09347233176231384, "m": 1.0 }, { "p": 0.11457804590463638, "m": 1.0 }, { "p": 0.10873673111200333, "m": 1.0 } ] }, { "epoch": 171, "train_loss": 1.190422534942627, "val_loss": 0.8331380486488342, "acc": 74.47, "time": 290.3979670829722, "param": [ { "p": 0.10737362504005432, "m": 1.0 }, { "p": 0.005614562891423702, "m": 1.0 }, { "p": 0.09887783974409103, "m": 1.0 }, { "p": 0.012204485014081001, "m": 1.0 }, { "p": 0.0034740306437015533, "m": 1.0 }, { "p": 0.010086266323924065, "m": 1.0 }, { "p": 0.1179988756775856, "m": 1.0 }, { "p": 0.09168621152639389, "m": 1.0 }, { "p": 0.06537584960460663, "m": 1.0 }, { "p": 0.11283966898918152, "m": 1.0 }, { "p": 0.05748836323618889, "m": 1.0 }, { "p": 0.1046866923570633, "m": 1.0 }, { "p": 0.12500397861003876, "m": 1.0 }, { "p": 0.08728959411382675, "m": 1.0 } ] }, { "epoch": 172, "train_loss": 1.2005535364151, "val_loss": 0.8425590991973877, "acc": 75.23, "time": 300.6840289100073, "param": [ { "p": 0.087898850440979, "m": 1.0 }, { "p": 0.023166963830590248, "m": 1.0 }, { "p": 0.0923163890838623, "m": 1.0 }, { "p": 0.015714656561613083, "m": 1.0 }, { "p": 0.021039362996816635, "m": 1.0 }, { "p": 0.009488300420343876, "m": 1.0 }, { "p": 0.11010728776454926, "m": 1.0 }, { "p": 0.08898623287677765, "m": 1.0 }, { "p": 0.09204006940126419, "m": 1.0 }, { "p": 0.10339617729187012, "m": 1.0 }, { "p": 0.06382620334625244, "m": 1.0 }, { "p": 0.09058064222335815, "m": 1.0 }, { "p": 0.1118399053812027, "m": 1.0 }, { "p": 0.08959897607564926, "m": 1.0 } ] }, { "epoch": 173, "train_loss": 1.3494740724563599, "val_loss": 0.8081120848655701, "acc": 73.47, "time": 298.9474596150103, "param": [ { "p": 0.10473761707544327, "m": 1.0 }, { "p": 0.010378939099609852, "m": 1.0 }, { "p": 0.10430552065372467, "m": 1.0 }, { "p": 0.004417670890688896, "m": 1.0 }, { "p": 0.0181256253272295, "m": 1.0 }, { "p": 0.010123493149876595, "m": 1.0 }, { "p": 0.11581166833639145, "m": 1.0 }, { "p": 0.12258638441562653, "m": 1.0 }, { "p": 0.06139557436108589, "m": 1.0 }, { "p": 0.09459268301725388, "m": 1.0 }, { "p": 0.07230759412050247, "m": 1.0 }, { "p": 0.1022346094250679, "m": 1.0 }, { "p": 0.0876837745308876, "m": 1.0 }, { "p": 0.09129884839057922, "m": 1.0 } ] }, { "epoch": 174, "train_loss": 0.9764567017555237, "val_loss": 0.9586747288703918, "acc": 74.84, "time": 289.6052791150287, "param": [ { "p": 0.11230508983135223, "m": 1.0 }, { "p": 0.008565684780478477, "m": 1.0 }, { "p": 0.06796020269393921, "m": 1.0 }, { "p": 0.0006906255148351192, "m": 1.0 }, { "p": 0.0006906255148351192, "m": 1.0 }, { "p": 0.010786968283355236, "m": 1.0 }, { "p": 0.12346658855676651, "m": 1.0 }, { "p": 0.10384120792150497, "m": 1.0 }, { "p": 0.07935831695795059, "m": 1.0 }, { "p": 0.11091356724500656, "m": 1.0 }, { "p": 0.08869104832410812, "m": 1.0 }, { "p": 0.10234003514051437, "m": 1.0 }, { "p": 0.08560144156217575, "m": 1.0 }, { "p": 0.10478862375020981, "m": 1.0 } ] }, { "epoch": 175, "train_loss": 1.0925389528274536, "val_loss": 0.8387143611907959, "acc": 74.58, "time": 285.4214476100169, "param": [ { "p": 0.09399149566888809, "m": 1.0 }, { "p": 0.007580527104437351, "m": 1.0 }, { "p": 0.10882732272148132, "m": 1.0 }, { "p": 0.006149499211460352, "m": 1.0 }, { "p": 0.008278902620077133, "m": 1.0 }, { "p": 0.007318828720599413, "m": 1.0 }, { "p": 0.10068405419588089, "m": 1.0 }, { "p": 0.09545671939849854, "m": 1.0 }, { "p": 0.09030675143003464, "m": 1.0 }, { "p": 0.12149805575609207, "m": 1.0 }, { "p": 0.07138178497552872, "m": 1.0 }, { "p": 0.10028845071792603, "m": 1.0 }, { "p": 0.10037795454263687, "m": 1.0 }, { "p": 0.08785958588123322, "m": 1.0 } ] }, { "epoch": 176, "train_loss": 1.032659888267517, "val_loss": 0.7225406169891357, "acc": 75.44, "time": 292.7742370470078, "param": [ { "p": 0.0970369204878807, "m": 1.0 }, { "p": 0.011138387024402618, "m": 1.0 }, { "p": 0.09872011840343475, "m": 1.0 }, { "p": 0.010680903680622578, "m": 1.0 }, { "p": 0.011983617208898067, "m": 1.0 }, { "p": 0.013728629797697067, "m": 1.0 }, { "p": 0.10642533749341965, "m": 1.0 }, { "p": 0.09171716123819351, "m": 1.0 }, { "p": 0.09888166934251785, "m": 1.0 }, { "p": 0.11690013110637665, "m": 1.0 }, { "p": 0.06504316627979279, "m": 1.0 }, { "p": 0.09399854391813278, "m": 1.0 }, { "p": 0.09189540147781372, "m": 1.0 }, { "p": 0.09185000509023666, "m": 1.0 } ] }, { "epoch": 177, "train_loss": 1.2671349048614502, "val_loss": 0.7546430230140686, "acc": 74.57, "time": 290.67210796196014, "param": [ { "p": 0.08096354454755783, "m": 1.0 }, { "p": 0.008611966855823994, "m": 1.0 }, { "p": 0.07894200831651688, "m": 1.0 }, { "p": 0.09443669766187668, "m": 1.0 }, { "p": 0.010102278552949429, "m": 1.0 }, { "p": 0.011982741765677929, "m": 1.0 }, { "p": 0.08835098147392273, "m": 1.0 }, { "p": 0.10132122784852982, "m": 1.0 }, { "p": 0.10465080291032791, "m": 1.0 }, { "p": 0.0835491195321083, "m": 1.0 }, { "p": 0.07155583798885345, "m": 1.0 }, { "p": 0.08639819175004959, "m": 1.0 }, { "p": 0.10056755691766739, "m": 1.0 }, { "p": 0.07856699079275131, "m": 1.0 } ] }, { "epoch": 178, "train_loss": 0.7093785405158997, "val_loss": 0.7354668974876404, "acc": 75.71, "time": 291.27512839698466, "param": [ { "p": 0.10160369426012039, "m": 1.0 }, { "p": 0.006099178455770016, "m": 1.0 }, { "p": 0.10317042469978333, "m": 1.0 }, { "p": 0.009231931529939175, "m": 1.0 }, { "p": 0.0010068492265418172, "m": 1.0 }, { "p": 0.0063158608973026276, "m": 1.0 }, { "p": 0.09402994811534882, "m": 1.0 }, { "p": 0.10897061228752136, "m": 1.0 }, { "p": 0.07735166698694229, "m": 1.0 }, { "p": 0.09368870407342911, "m": 1.0 }, { "p": 0.08448124676942825, "m": 1.0 }, { "p": 0.10636536031961441, "m": 1.0 }, { "p": 0.11959861218929291, "m": 1.0 }, { "p": 0.08808591216802597, "m": 1.0 } ] }, { "epoch": 179, "train_loss": 0.8817148804664612, "val_loss": 0.7472381591796875, "acc": 75.7, "time": 308.1383686760091, "param": [ { "p": 0.11768645793199539, "m": 1.0 }, { "p": 0.005880188196897507, "m": 1.0 }, { "p": 0.10783606767654419, "m": 1.0 }, { "p": 0.0059382300823926926, "m": 1.0 }, { "p": 0.01767587475478649, "m": 1.0 }, { "p": 0.008741452358663082, "m": 1.0 }, { "p": 0.10069466382265091, "m": 1.0 }, { "p": 0.09398796409368515, "m": 1.0 }, { "p": 0.07101201266050339, "m": 1.0 }, { "p": 0.11757522821426392, "m": 1.0 }, { "p": 0.08737507462501526, "m": 1.0 }, { "p": 0.08582282066345215, "m": 1.0 }, { "p": 0.10648242384195328, "m": 1.0 }, { "p": 0.07329151779413223, "m": 1.0 } ] }, { "epoch": 180, "train_loss": 1.3990205526351929, "val_loss": 0.6897675395011902, "acc": 75.29, "time": 304.4548888520221, "param": [ { "p": 0.07162952423095703, "m": 1.0 }, { "p": 0.007500174921005964, "m": 1.0 }, { "p": 0.11764181405305862, "m": 1.0 }, { "p": 0.0006807330064475536, "m": 1.0 }, { "p": 0.009801745414733887, "m": 1.0 }, { "p": 0.015158130787312984, "m": 1.0 }, { "p": 0.11364208161830902, "m": 1.0 }, { "p": 0.10564646869897842, "m": 1.0 }, { "p": 0.0652385801076889, "m": 1.0 }, { "p": 0.1115896925330162, "m": 1.0 }, { "p": 0.09119272232055664, "m": 1.0 }, { "p": 0.09997062385082245, "m": 1.0 }, { "p": 0.1032441258430481, "m": 1.0 }, { "p": 0.08706354349851608, "m": 1.0 } ] }, { "epoch": 181, "train_loss": 1.0975122451782227, "val_loss": 0.7293297648429871, "acc": 75.09, "time": 297.22901197802275, "param": [ { "p": 0.08197014033794403, "m": 1.0 }, { "p": 0.009690945968031883, "m": 1.0 }, { "p": 0.10638375580310822, "m": 1.0 }, { "p": 0.007950332947075367, "m": 1.0 }, { "p": 0.008697452023625374, "m": 1.0 }, { "p": 0.010197115130722523, "m": 1.0 }, { "p": 0.11786255240440369, "m": 1.0 }, { "p": 0.08844587206840515, "m": 1.0 }, { "p": 0.0903882086277008, "m": 1.0 }, { "p": 0.0999131053686142, "m": 1.0 }, { "p": 0.07468686997890472, "m": 1.0 }, { "p": 0.10032384097576141, "m": 1.0 }, { "p": 0.09581112861633301, "m": 1.0 }, { "p": 0.10767877101898193, "m": 1.0 } ] }, { "epoch": 182, "train_loss": 0.8350861072540283, "val_loss": 0.959358811378479, "acc": 74.5, "time": 284.893137297011, "param": [ { "p": 0.11364517360925674, "m": 1.0 }, { "p": 0.011402844451367855, "m": 1.0 }, { "p": 0.12317870557308197, "m": 1.0 }, { "p": 0.007455760613083839, "m": 1.0 }, { "p": 0.005862661637365818, "m": 1.0 }, { "p": 0.009306062944233418, "m": 1.0 }, { "p": 0.08138388395309448, "m": 1.0 }, { "p": 0.11494170129299164, "m": 1.0 }, { "p": 0.0875183567404747, "m": 1.0 }, { "p": 0.11116588860750198, "m": 1.0 }, { "p": 0.0681561827659607, "m": 1.0 }, { "p": 0.09512322396039963, "m": 1.0 }, { "p": 0.08477964997291565, "m": 1.0 }, { "p": 0.086079902946949, "m": 1.0 } ] }, { "epoch": 183, "train_loss": 1.005309820175171, "val_loss": 0.8431812524795532, "acc": 75.0, "time": 295.5415670129587, "param": [ { "p": 0.0955355241894722, "m": 1.0 }, { "p": 0.012365434318780899, "m": 1.0 }, { "p": 0.09980224817991257, "m": 1.0 }, { "p": 0.007039079442620277, "m": 1.0 }, { "p": 0.015256378799676895, "m": 1.0 }, { "p": 0.0006883714813739061, "m": 1.0 }, { "p": 0.10390246659517288, "m": 1.0 }, { "p": 0.10366503149271011, "m": 1.0 }, { "p": 0.11690789461135864, "m": 1.0 }, { "p": 0.1194954365491867, "m": 1.0 }, { "p": 0.07363241165876389, "m": 1.0 }, { "p": 0.0834321454167366, "m": 1.0 }, { "p": 0.11080427467823029, "m": 1.0 }, { "p": 0.057473331689834595, "m": 1.0 } ] }, { "epoch": 184, "train_loss": 1.0589624643325806, "val_loss": 0.8250224590301514, "acc": 74.82, "time": 286.929751106014, "param": [ { "p": 0.09265977144241333, "m": 1.0 }, { "p": 0.008170771412551403, "m": 1.0 }, { "p": 0.09117422252893448, "m": 1.0 }, { "p": 0.019778186455368996, "m": 1.0 }, { "p": 0.007520857732743025, "m": 1.0 }, { "p": 0.004471368622034788, "m": 1.0 }, { "p": 0.11435405164957047, "m": 1.0 }, { "p": 0.09459458291530609, "m": 1.0 }, { "p": 0.09785409271717072, "m": 1.0 }, { "p": 0.10837174952030182, "m": 1.0 }, { "p": 0.0930400863289833, "m": 1.0 }, { "p": 0.08367147296667099, "m": 1.0 }, { "p": 0.08407311886548996, "m": 1.0 }, { "p": 0.10026565194129944, "m": 1.0 } ] }, { "epoch": 185, "train_loss": 1.0437846183776855, "val_loss": 0.6610292196273804, "acc": 75.4, "time": 307.012833493005, "param": [ { "p": 0.10161380469799042, "m": 1.0 }, { "p": 0.03817405924201012, "m": 1.0 }, { "p": 0.0793803259730339, "m": 1.0 }, { "p": 0.011530663818120956, "m": 1.0 }, { "p": 0.01003057137131691, "m": 1.0 }, { "p": 0.006898177787661552, "m": 1.0 }, { "p": 0.09768742322921753, "m": 1.0 }, { "p": 0.08822043985128403, "m": 1.0 }, { "p": 0.10751986503601074, "m": 1.0 }, { "p": 0.09164844453334808, "m": 1.0 }, { "p": 0.07871510088443756, "m": 1.0 }, { "p": 0.08876525610685349, "m": 1.0 }, { "p": 0.11734869331121445, "m": 1.0 }, { "p": 0.08246716856956482, "m": 1.0 } ] }, { "epoch": 186, "train_loss": 0.9305726289749146, "val_loss": 0.8048603534698486, "acc": 74.68, "time": 281.0256972630159, "param": [ { "p": 0.09024577587842941, "m": 1.0 }, { "p": 0.01089457981288433, "m": 1.0 }, { "p": 0.09754812717437744, "m": 1.0 }, { "p": 0.009236931800842285, "m": 1.0 }, { "p": 0.026505498215556145, "m": 1.0 }, { "p": 0.005666554905474186, "m": 1.0 }, { "p": 0.11043351143598557, "m": 1.0 }, { "p": 0.11117476969957352, "m": 1.0 }, { "p": 0.07761724293231964, "m": 1.0 }, { "p": 0.1140805259346962, "m": 1.0 }, { "p": 0.07449308782815933, "m": 1.0 }, { "p": 0.09588533639907837, "m": 1.0 }, { "p": 0.10668320208787918, "m": 1.0 }, { "p": 0.06953480839729309, "m": 1.0 } ] }, { "epoch": 187, "train_loss": 1.0229498147964478, "val_loss": 0.7918028235435486, "acc": 74.8, "time": 280.0054989220225, "param": [ { "p": 0.056237444281578064, "m": 1.0 }, { "p": 0.010093853808939457, "m": 1.0 }, { "p": 0.10619917511940002, "m": 1.0 }, { "p": 0.007620139513164759, "m": 1.0 }, { "p": 0.01722411997616291, "m": 1.0 }, { "p": 0.011395393870770931, "m": 1.0 }, { "p": 0.09961335361003876, "m": 1.0 }, { "p": 0.11807059496641159, "m": 1.0 }, { "p": 0.1046142652630806, "m": 1.0 }, { "p": 0.11284470558166504, "m": 1.0 }, { "p": 0.0782342180609703, "m": 1.0 }, { "p": 0.08973950147628784, "m": 1.0 }, { "p": 0.10627926141023636, "m": 1.0 }, { "p": 0.08183395862579346, "m": 1.0 } ] }, { "epoch": 188, "train_loss": 1.0263749361038208, "val_loss": 0.7143658399581909, "acc": 74.51, "time": 287.04058850498404, "param": [ { "p": 0.08670958131551743, "m": 1.0 }, { "p": 0.01328012440353632, "m": 1.0 }, { "p": 0.07353974878787994, "m": 1.0 }, { "p": 0.009371397085487843, "m": 1.0 }, { "p": 0.014461064711213112, "m": 1.0 }, { "p": 0.02437777630984783, "m": 1.0 }, { "p": 0.0937776267528534, "m": 1.0 }, { "p": 0.10843347012996674, "m": 1.0 }, { "p": 0.10082468390464783, "m": 1.0 }, { "p": 0.11592525243759155, "m": 1.0 }, { "p": 0.09039786458015442, "m": 1.0 }, { "p": 0.07369709014892578, "m": 1.0 }, { "p": 0.10265021026134491, "m": 1.0 }, { "p": 0.09255404770374298, "m": 1.0 } ] }, { "epoch": 189, "train_loss": 1.2749888896942139, "val_loss": 0.8604580760002136, "acc": 75.1, "time": 295.6839536349871, "param": [ { "p": 0.08653376251459122, "m": 1.0 }, { "p": 0.014460640028119087, "m": 1.0 }, { "p": 0.09851165860891342, "m": 1.0 }, { "p": 0.008635363541543484, "m": 1.0 }, { "p": 0.010141965933144093, "m": 1.0 }, { "p": 0.00872554536908865, "m": 1.0 }, { "p": 0.12661343812942505, "m": 1.0 }, { "p": 0.11924982070922852, "m": 1.0 }, { "p": 0.08910787105560303, "m": 1.0 }, { "p": 0.10603898018598557, "m": 1.0 }, { "p": 0.0848061814904213, "m": 1.0 }, { "p": 0.10068453103303909, "m": 1.0 }, { "p": 0.05846467614173889, "m": 1.0 }, { "p": 0.08802557736635208, "m": 1.0 } ] }, { "epoch": 190, "train_loss": 1.2934510707855225, "val_loss": 0.8161641955375671, "acc": 74.41, "time": 272.25715121999383, "param": [ { "p": 0.10540508478879929, "m": 1.0 }, { "p": 0.013116169720888138, "m": 1.0 }, { "p": 0.11236388236284256, "m": 1.0 }, { "p": 0.006041389424353838, "m": 1.0 }, { "p": 0.017245348542928696, "m": 1.0 }, { "p": 0.008699437603354454, "m": 1.0 }, { "p": 0.09084314107894897, "m": 1.0 }, { "p": 0.08451558649539948, "m": 1.0 }, { "p": 0.09179265797138214, "m": 1.0 }, { "p": 0.1196732372045517, "m": 1.0 }, { "p": 0.08198712021112442, "m": 1.0 }, { "p": 0.08416308462619781, "m": 1.0 }, { "p": 0.09995131194591522, "m": 1.0 }, { "p": 0.0842025876045227, "m": 1.0 } ] }, { "epoch": 191, "train_loss": 0.9546189308166504, "val_loss": 0.8452270030975342, "acc": 74.83, "time": 278.9439477219712, "param": [ { "p": 0.11543644219636917, "m": 1.0 }, { "p": 0.008079097606241703, "m": 1.0 }, { "p": 0.11261684447526932, "m": 1.0 }, { "p": 0.007103609386831522, "m": 1.0 }, { "p": 0.010235334746539593, "m": 1.0 }, { "p": 0.00951912347227335, "m": 1.0 }, { "p": 0.10256005078554153, "m": 1.0 }, { "p": 0.07881786674261093, "m": 1.0 }, { "p": 0.06133280321955681, "m": 1.0 }, { "p": 0.1125444546341896, "m": 1.0 }, { "p": 0.09568941593170166, "m": 1.0 }, { "p": 0.08870552480220795, "m": 1.0 }, { "p": 0.10780440270900726, "m": 1.0 }, { "p": 0.08955496549606323, "m": 1.0 } ] }, { "epoch": 192, "train_loss": 1.1011797189712524, "val_loss": 0.9210262298583984, "acc": 75.28, "time": 279.64371688099345, "param": [ { "p": 0.08627952635288239, "m": 1.0 }, { "p": 0.018009215593338013, "m": 1.0 }, { "p": 0.10463569313287735, "m": 1.0 }, { "p": 0.012959344312548637, "m": 1.0 }, { "p": 0.0753619372844696, "m": 1.0 }, { "p": 0.009937762282788754, "m": 1.0 }, { "p": 0.08056775480508804, "m": 1.0 }, { "p": 0.09445029497146606, "m": 1.0 }, { "p": 0.08891654014587402, "m": 1.0 }, { "p": 0.07982093840837479, "m": 1.0 }, { "p": 0.08378244936466217, "m": 1.0 }, { "p": 0.09781501442193985, "m": 1.0 }, { "p": 0.08979133516550064, "m": 1.0 }, { "p": 0.07767213135957718, "m": 1.0 } ] }, { "epoch": 193, "train_loss": 0.9701552391052246, "val_loss": 0.7424097657203674, "acc": 74.4, "time": 296.1099239360192, "param": [ { "p": 0.09752067178487778, "m": 1.0 }, { "p": 0.008479027077555656, "m": 1.0 }, { "p": 0.09715861827135086, "m": 1.0 }, { "p": 0.004588828422129154, "m": 1.0 }, { "p": 0.0006898451247252524, "m": 1.0 }, { "p": 0.012178990989923477, "m": 1.0 }, { "p": 0.11194039136171341, "m": 1.0 }, { "p": 0.1082029938697815, "m": 1.0 }, { "p": 0.09669642895460129, "m": 1.0 }, { "p": 0.08150898665189743, "m": 1.0 }, { "p": 0.07654312998056412, "m": 1.0 }, { "p": 0.09481488913297653, "m": 1.0 }, { "p": 0.10996215045452118, "m": 1.0 }, { "p": 0.09971511363983154, "m": 1.0 } ] }, { "epoch": 194, "train_loss": 1.0916950702667236, "val_loss": 0.6943366527557373, "acc": 75.66, "time": 299.57182264502626, "param": [ { "p": 0.08133003115653992, "m": 1.0 }, { "p": 0.012739015743136406, "m": 1.0 }, { "p": 0.12148956954479218, "m": 1.0 }, { "p": 0.009979686699807644, "m": 1.0 }, { "p": 0.007569454610347748, "m": 1.0 }, { "p": 0.011950792744755745, "m": 1.0 }, { "p": 0.11149287223815918, "m": 1.0 }, { "p": 0.11443261057138443, "m": 1.0 }, { "p": 0.08443457633256912, "m": 1.0 }, { "p": 0.0858411192893982, "m": 1.0 }, { "p": 0.06590069830417633, "m": 1.0 }, { "p": 0.10228349268436432, "m": 1.0 }, { "p": 0.08716239780187607, "m": 1.0 }, { "p": 0.10339370369911194, "m": 1.0 } ] }, { "epoch": 195, "train_loss": 1.439256191253662, "val_loss": 0.7732601165771484, "acc": 73.19, "time": 286.48736977396766, "param": [ { "p": 0.09950307011604309, "m": 1.0 }, { "p": 0.006595349404960871, "m": 1.0 }, { "p": 0.11991651356220245, "m": 1.0 }, { "p": 0.018037335947155952, "m": 1.0 }, { "p": 0.01345011219382286, "m": 1.0 }, { "p": 0.017048411071300507, "m": 1.0 }, { "p": 0.11340951174497604, "m": 1.0 }, { "p": 0.0969104990363121, "m": 1.0 }, { "p": 0.10762052237987518, "m": 1.0 }, { "p": 0.04022271931171417, "m": 1.0 }, { "p": 0.09651421010494232, "m": 1.0 }, { "p": 0.075436532497406, "m": 1.0 }, { "p": 0.09571300446987152, "m": 1.0 }, { "p": 0.09962210804224014, "m": 1.0 } ] }, { "epoch": 196, "train_loss": 1.1839048862457275, "val_loss": 0.7975725531578064, "acc": 75.11, "time": 285.4901729300036, "param": [ { "p": 0.11304093152284622, "m": 1.0 }, { "p": 0.015323370695114136, "m": 1.0 }, { "p": 0.10579295456409454, "m": 1.0 }, { "p": 0.009117314592003822, "m": 1.0 }, { "p": 0.010893500410020351, "m": 1.0 }, { "p": 0.007435055915266275, "m": 1.0 }, { "p": 0.08082491904497147, "m": 1.0 }, { "p": 0.09131783992052078, "m": 1.0 }, { "p": 0.07489259541034698, "m": 1.0 }, { "p": 0.08568879961967468, "m": 1.0 }, { "p": 0.0895160585641861, "m": 1.0 }, { "p": 0.10919363796710968, "m": 1.0 }, { "p": 0.10144740343093872, "m": 1.0 }, { "p": 0.10551560670137405, "m": 1.0 } ] }, { "epoch": 197, "train_loss": 0.9245456457138062, "val_loss": 0.7617955803871155, "acc": 75.61, "time": 290.24184355698526, "param": [ { "p": 0.08853788673877716, "m": 1.0 }, { "p": 0.012776792980730534, "m": 1.0 }, { "p": 0.10445306450128555, "m": 1.0 }, { "p": 0.007676401175558567, "m": 1.0 }, { "p": 0.010293102823197842, "m": 1.0 }, { "p": 0.009910324588418007, "m": 1.0 }, { "p": 0.10181097686290741, "m": 1.0 }, { "p": 0.09255709499120712, "m": 1.0 }, { "p": 0.09461210668087006, "m": 1.0 }, { "p": 0.11324197798967361, "m": 1.0 }, { "p": 0.09370224177837372, "m": 1.0 }, { "p": 0.08966086804866791, "m": 1.0 }, { "p": 0.09620344638824463, "m": 1.0 }, { "p": 0.08456377685070038, "m": 1.0 } ] }, { "epoch": 198, "train_loss": 0.7987576127052307, "val_loss": 0.846225917339325, "acc": 75.21, "time": 294.760344735987, "param": [ { "p": 0.07510071992874146, "m": 1.0 }, { "p": 0.0020098984241485596, "m": 1.0 }, { "p": 0.11078337579965591, "m": 1.0 }, { "p": 0.008514157496392727, "m": 1.0 }, { "p": 0.004976131021976471, "m": 1.0 }, { "p": 0.010072767734527588, "m": 1.0 }, { "p": 0.10553792864084244, "m": 1.0 }, { "p": 0.08214332163333893, "m": 1.0 }, { "p": 0.1076197549700737, "m": 1.0 }, { "p": 0.11208293586969376, "m": 1.0 }, { "p": 0.09000515937805176, "m": 1.0 }, { "p": 0.10068687796592712, "m": 1.0 }, { "p": 0.10266785323619843, "m": 1.0 }, { "p": 0.08779914677143097, "m": 1.0 } ] }, { "epoch": 199, "train_loss": 0.8224231600761414, "val_loss": 0.8148984909057617, "acc": 75.25, "time": 293.6618900920148, "param": [ { "p": 0.09835480898618698, "m": 1.0 }, { "p": 0.020528418943285942, "m": 1.0 }, { "p": 0.09926684200763702, "m": 1.0 }, { "p": 0.006817287765443325, "m": 1.0 }, { "p": 0.0054894108325243, "m": 1.0 }, { "p": 0.0006968857487663627, "m": 1.0 }, { "p": 0.0657203420996666, "m": 1.0 }, { "p": 0.12115074694156647, "m": 1.0 }, { "p": 0.093532994389534, "m": 1.0 }, { "p": 0.11623138934373856, "m": 1.0 }, { "p": 0.07439424097537994, "m": 1.0 }, { "p": 0.10849393159151077, "m": 1.0 }, { "p": 0.08574360609054565, "m": 1.0 }, { "p": 0.10357905179262161, "m": 1.0 } ] }, { "epoch": 200, "train_loss": 1.0094588994979858, "val_loss": 0.6573059558868408, "acc": 75.4, "time": 291.19097907899413, "param": [ { "p": 0.09699737280607224, "m": 1.0 }, { "p": 0.010971840471029282, "m": 1.0 }, { "p": 0.10391668975353241, "m": 1.0 }, { "p": 0.007558509707450867, "m": 1.0 }, { "p": 0.012356424704194069, "m": 1.0 }, { "p": 0.013292155228555202, "m": 1.0 }, { "p": 0.10413078963756561, "m": 1.0 }, { "p": 0.09396611154079437, "m": 1.0 }, { "p": 0.10009131580591202, "m": 1.0 }, { "p": 0.09123855829238892, "m": 1.0 }, { "p": 0.08575543016195297, "m": 1.0 }, { "p": 0.09003012627363205, "m": 1.0 }, { "p": 0.10053575783967972, "m": 1.0 }, { "p": 0.08915895968675613, "m": 1.0 } ] } ] }