{ "Accuracy": 73.94, "Time": [ 89.06656628456432, 4.972323447206259 ], "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 2.2706496715545654, "val_loss": 2.242332696914673, "acc": 20.93, "time": 89.80214030388743, "param": [ { "p": 0.04771019145846367, "m": 1.0 }, { "p": 0.05607929080724716, "m": 1.0 }, { "p": 0.08302765339612961, "m": 1.0 }, { "p": 0.08584751933813095, "m": 1.0 }, { "p": 0.08323259651660919, "m": 1.0 }, { "p": 0.07905687391757965, "m": 1.0 }, { "p": 0.0690496414899826, "m": 1.0 }, { "p": 0.0764981359243393, "m": 1.0 }, { "p": 0.08239401131868362, "m": 1.0 }, { "p": 0.0738542228937149, "m": 1.0 }, { "p": 0.08591195195913315, "m": 1.0 }, { "p": 0.05793179199099541, "m": 1.0 }, { "p": 0.07796883583068848, "m": 1.0 }, { "p": 0.04143727570772171, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 2.140557289123535, "val_loss": 2.0703248977661133, "acc": 24.97, "time": 82.83061283803545, "param": [ { "p": 0.05741024762392044, "m": 1.0 }, { "p": 0.04220838472247124, "m": 1.0 }, { "p": 0.07999163866043091, "m": 1.0 }, { "p": 0.0937042236328125, "m": 1.0 }, { "p": 0.07409501075744629, "m": 1.0 }, { "p": 0.0758308470249176, "m": 1.0 }, { "p": 0.09376364946365356, "m": 1.0 }, { "p": 0.07816334813833237, "m": 1.0 }, { "p": 0.0733298733830452, "m": 1.0 }, { "p": 0.08060234785079956, "m": 1.0 }, { "p": 0.08144645392894745, "m": 1.0 }, { "p": 0.054195426404476166, "m": 1.0 }, { "p": 0.08889110386371613, "m": 1.0 }, { "p": 0.026367466896772385, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 2.080214500427246, "val_loss": 2.018144130706787, "acc": 28.83, "time": 83.92124733282253, "param": [ { "p": 0.051408786326646805, "m": 1.0 }, { "p": 0.032260436564683914, "m": 1.0 }, { "p": 0.08419905602931976, "m": 1.0 }, { "p": 0.09276536852121353, "m": 1.0 }, { "p": 0.08522970229387283, "m": 1.0 }, { "p": 0.09333684295415878, "m": 1.0 }, { "p": 0.11761584132909775, "m": 1.0 }, { "p": 0.08707686513662338, "m": 1.0 }, { "p": 0.063296839594841, "m": 1.0 }, { "p": 0.07727240025997162, "m": 1.0 }, { "p": 0.07559897750616074, "m": 1.0 }, { "p": 0.05139661207795143, "m": 1.0 }, { "p": 0.08854230493307114, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 1.9508990049362183, "val_loss": 1.8574334383010864, "acc": 33.19, "time": 83.9455212180037, "param": [ { "p": 0.049470141530036926, "m": 1.0 }, { "p": 0.012222257442772388, "m": 1.0 }, { "p": 0.0839565172791481, "m": 1.0 }, { "p": 0.0670560970902443, "m": 1.0 }, { "p": 0.08782727271318436, "m": 1.0 }, { "p": 0.08433088660240173, "m": 1.0 }, { "p": 0.13843809068202972, "m": 1.0 }, { "p": 0.0887254998087883, "m": 1.0 }, { "p": 0.0688348263502121, "m": 1.0 }, { "p": 0.07905089855194092, "m": 1.0 }, { "p": 0.09477077424526215, "m": 1.0 }, { "p": 0.048954349011182785, "m": 1.0 }, { "p": 0.09636233747005463, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 2.001739740371704, "val_loss": 1.6768836975097656, "acc": 38.89, "time": 83.68917226605117, "param": [ { "p": 0.06157052889466286, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08534374833106995, "m": 1.0 }, { "p": 0.03301531821489334, "m": 1.0 }, { "p": 0.08645394444465637, "m": 1.0 }, { "p": 0.05482535809278488, "m": 1.0 }, { "p": 0.15846335887908936, "m": 1.0 }, { "p": 0.08613864332437515, "m": 1.0 }, { "p": 0.07280225306749344, "m": 1.0 }, { "p": 0.0788259208202362, "m": 1.0 }, { "p": 0.10517467558383942, "m": 1.0 }, { "p": 0.06079502031207085, "m": 1.0 }, { "p": 0.11659128218889236, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 1.7964564561843872, "val_loss": 1.727142333984375, "acc": 40.27, "time": 88.46829942800105, "param": [ { "p": 0.06769740581512451, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09361466765403748, "m": 1.0 }, { "p": 0.035076044499874115, "m": 1.0 }, { "p": 0.08112332224845886, "m": 1.0 }, { "p": 0.020807547494769096, "m": 1.0 }, { "p": 0.16476324200630188, "m": 1.0 }, { "p": 0.096988245844841, "m": 1.0 }, { "p": 0.07396116852760315, "m": 1.0 }, { "p": 0.07751471549272537, "m": 1.0 }, { "p": 0.10158765316009521, "m": 1.0 }, { "p": 0.06887063384056091, "m": 1.0 }, { "p": 0.11799538135528564, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 1.8225421905517578, "val_loss": 1.6991689205169678, "acc": 42.31, "time": 100.45283980597742, "param": [ { "p": 0.07971305400133133, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09991693496704102, "m": 1.0 }, { "p": 0.03592338785529137, "m": 1.0 }, { "p": 0.07303459197282791, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.16537564992904663, "m": 1.0 }, { "p": 0.10541421920061111, "m": 1.0 }, { "p": 0.08314251154661179, "m": 1.0 }, { "p": 0.06898657977581024, "m": 1.0 }, { "p": 0.10053371638059616, "m": 1.0 }, { "p": 0.06184624880552292, "m": 1.0 }, { "p": 0.12611322104930878, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 1.7687002420425415, "val_loss": 1.5852327346801758, "acc": 43.48, "time": 99.17654524394311, "param": [ { "p": 0.07833927869796753, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11151018738746643, "m": 1.0 }, { "p": 0.02561521902680397, "m": 1.0 }, { "p": 0.05494462698698044, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.17699405550956726, "m": 1.0 }, { "p": 0.09334178268909454, "m": 1.0 }, { "p": 0.09158870577812195, "m": 1.0 }, { "p": 0.06983056664466858, "m": 1.0 }, { "p": 0.10794801265001297, "m": 1.0 }, { "p": 0.05697967857122421, "m": 1.0 }, { "p": 0.13290786743164062, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 1.6795579195022583, "val_loss": 1.6727999448776245, "acc": 44.99, "time": 84.04858977510594, "param": [ { "p": 0.08383778482675552, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12493246793746948, "m": 1.0 }, { "p": 0.01724325120449066, "m": 1.0 }, { "p": 0.03254847601056099, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.17285938560962677, "m": 1.0 }, { "p": 0.09025278687477112, "m": 1.0 }, { "p": 0.09910257160663605, "m": 1.0 }, { "p": 0.07754350453615189, "m": 1.0 }, { "p": 0.10380667448043823, "m": 1.0 }, { "p": 0.05472838506102562, "m": 1.0 }, { "p": 0.14314468204975128, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 1.5167618989944458, "val_loss": 1.5366477966308594, "acc": 44.92, "time": 84.01909084804356, "param": [ { "p": 0.08522266149520874, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.14139294624328613, "m": 1.0 }, { "p": 0.005472000688314438, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.19165284931659698, "m": 1.0 }, { "p": 0.06756032258272171, "m": 1.0 }, { "p": 0.11236336082220078, "m": 1.0 }, { "p": 0.08727539330720901, "m": 1.0 }, { "p": 0.08974675834178925, "m": 1.0 }, { "p": 0.044982269406318665, "m": 1.0 }, { "p": 0.174331396818161, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 1.6144236326217651, "val_loss": 1.4920803308486938, "acc": 47.98, "time": 86.93068238906562, "param": [ { "p": 0.08247213810682297, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1553025245666504, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.2110394686460495, "m": 1.0 }, { "p": 0.03464586287736893, "m": 1.0 }, { "p": 0.1294713169336319, "m": 1.0 }, { "p": 0.08317108452320099, "m": 1.0 }, { "p": 0.06746260821819305, "m": 1.0 }, { "p": 0.023343408480286598, "m": 1.0 }, { "p": 0.21309155225753784, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 1.6870070695877075, "val_loss": 1.3954499959945679, "acc": 48.95, "time": 96.21029041102156, "param": [ { "p": 0.07734329998493195, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1609596163034439, "m": 1.0 }, { "p": 0.0005281636258587241, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.22637630999088287, "m": 1.0 }, { "p": 0.006138566415756941, "m": 1.0 }, { "p": 0.14718805253505707, "m": 1.0 }, { "p": 0.08719483017921448, "m": 1.0 }, { "p": 0.04775071144104004, "m": 1.0 }, { "p": 0.012217273004353046, "m": 1.0 }, { "p": 0.23430316150188446, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 1.5284969806671143, "val_loss": 1.4314838647842407, "acc": 49.75, "time": 90.62230795901269, "param": [ { "p": 0.07123319804668427, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.16035056114196777, "m": 1.0 }, { "p": 0.024089250713586807, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.21683086454868317, "m": 1.0 }, { "p": 0.00010631117766024545, "m": 1.0 }, { "p": 0.1564263254404068, "m": 1.0 }, { "p": 0.08694879710674286, "m": 1.0 }, { "p": 0.04287191852927208, "m": 1.0 }, { "p": 0.0023458790965378284, "m": 1.0 }, { "p": 0.2387968897819519, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 1.738619089126587, "val_loss": 1.3956053256988525, "acc": 51.43, "time": 89.37271347688511, "param": [ { "p": 0.065347820520401, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.17065352201461792, "m": 1.0 }, { "p": 0.04856112226843834, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 8.087974856607616e-05, "m": 1.0 }, { "p": 0.2070475071668625, "m": 1.0 }, { "p": 0.005058332346379757, "m": 1.0 }, { "p": 0.1483343243598938, "m": 1.0 }, { "p": 0.07708465307950974, "m": 1.0 }, { "p": 0.0443379208445549, "m": 1.0 }, { "p": 3.380846465006471e-05, "m": 1.0 }, { "p": 0.23346006870269775, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 1.7301348447799683, "val_loss": 1.3210926055908203, "acc": 51.47, "time": 83.07582839904353, "param": [ { "p": 0.05588756874203682, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1897609978914261, "m": 1.0 }, { "p": 0.050674960017204285, "m": 1.0 }, { "p": 0.0015879038255661726, "m": 1.0 }, { "p": 0.008704490959644318, "m": 1.0 }, { "p": 0.19438353180885315, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.14482221007347107, "m": 1.0 }, { "p": 0.06004457548260689, "m": 1.0 }, { "p": 0.03958377242088318, "m": 1.0 }, { "p": 0.011396970599889755, "m": 1.0 }, { "p": 0.24315296113491058, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 1.6065077781677246, "val_loss": 1.4006919860839844, "acc": 52.64, "time": 82.7704482190311, "param": [ { "p": 0.06321859359741211, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1915494054555893, "m": 1.0 }, { "p": 0.04670615866780281, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.004749982617795467, "m": 1.0 }, { "p": 0.17941194772720337, "m": 1.0 }, { "p": 0.0010454144794493914, "m": 1.0 }, { "p": 0.1421753466129303, "m": 1.0 }, { "p": 0.061492688953876495, "m": 1.0 }, { "p": 0.03664832562208176, "m": 1.0 }, { "p": 0.030327098444104195, "m": 1.0 }, { "p": 0.24267500638961792, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 1.594835877418518, "val_loss": 1.3507777452468872, "acc": 52.89, "time": 86.56656822306104, "param": [ { "p": 0.07482511550188065, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.19995954632759094, "m": 1.0 }, { "p": 0.0339038260281086, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.17230816185474396, "m": 1.0 }, { "p": 0.0018412008648738265, "m": 1.0 }, { "p": 0.14181654155254364, "m": 1.0 }, { "p": 0.061135079711675644, "m": 1.0 }, { "p": 0.024078773334622383, "m": 1.0 }, { "p": 0.043961625546216965, "m": 1.0 }, { "p": 0.2461700439453125, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 1.2646088600158691, "val_loss": 1.4292104244232178, "acc": 53.25, "time": 84.86875696782954, "param": [ { "p": 0.07737966626882553, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.2128254473209381, "m": 1.0 }, { "p": 0.03238356113433838, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.16598206758499146, "m": 1.0 }, { "p": 0.012561953626573086, "m": 1.0 }, { "p": 0.14519281685352325, "m": 1.0 }, { "p": 0.056667812168598175, "m": 1.0 }, { "p": 0.02043616957962513, "m": 1.0 }, { "p": 0.03551441431045532, "m": 1.0 }, { "p": 0.24105603992938995, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 1.4365696907043457, "val_loss": 1.3231947422027588, "acc": 53.95, "time": 97.09682777314447, "param": [ { "p": 0.09170448780059814, "m": 1.0 }, { "p": 0.0002730562991928309, "m": 1.0 }, { "p": 0.1955348700284958, "m": 1.0 }, { "p": 0.04443999379873276, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.02124093286693096, "m": 1.0 }, { "p": 0.13657477498054504, "m": 1.0 }, { "p": 0.02451414242386818, "m": 1.0 }, { "p": 0.13967746496200562, "m": 1.0 }, { "p": 0.06625976413488388, "m": 1.0 }, { "p": 0.03229769691824913, "m": 1.0 }, { "p": 0.045196834951639175, "m": 1.0 }, { "p": 0.2007640153169632, "m": 1.0 }, { "p": 0.0015220100758597255, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 1.425830602645874, "val_loss": 1.1805027723312378, "acc": 56.28, "time": 98.85467770602554, "param": [ { "p": 0.10777581483125687, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1970256119966507, "m": 1.0 }, { "p": 0.040466610342264175, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.03613360971212387, "m": 1.0 }, { "p": 0.1057497188448906, "m": 1.0 }, { "p": 0.03379387408494949, "m": 1.0 }, { "p": 0.1376131922006607, "m": 1.0 }, { "p": 0.078606516122818, "m": 1.0 }, { "p": 0.03832799196243286, "m": 1.0 }, { "p": 0.05589982122182846, "m": 1.0 }, { "p": 0.16860726475715637, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 1.4421781301498413, "val_loss": 1.264857292175293, "acc": 56.15, "time": 94.68565000314265, "param": [ { "p": 0.12913574278354645, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.22462041676044464, "m": 1.0 }, { "p": 0.02787221595644951, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.027380775660276413, "m": 1.0 }, { "p": 0.0834944024682045, "m": 1.0 }, { "p": 0.021154383197426796, "m": 1.0 }, { "p": 0.13734067976474762, "m": 1.0 }, { "p": 0.08367172628641129, "m": 1.0 }, { "p": 0.03020033799111843, "m": 1.0 }, { "p": 0.06949999183416367, "m": 1.0 }, { "p": 0.1656292825937271, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 1.1792609691619873, "val_loss": 1.244449496269226, "acc": 57.42, "time": 90.96609637886286, "param": [ { "p": 0.15329864621162415, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.264005571603775, "m": 1.0 }, { "p": 0.018828097730875015, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.009712696075439453, "m": 1.0 }, { "p": 0.05698990449309349, "m": 1.0 }, { "p": 0.0018840739503502846, "m": 1.0 }, { "p": 0.13603928685188293, "m": 1.0 }, { "p": 0.0722341537475586, "m": 1.0 }, { "p": 0.011418101377785206, "m": 1.0 }, { "p": 0.0918188989162445, "m": 1.0 }, { "p": 0.1837705671787262, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 1.2904061079025269, "val_loss": 1.277327060699463, "acc": 57.41, "time": 90.48362896195613, "param": [ { "p": 0.16627082228660583, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.28898680210113525, "m": 1.0 }, { "p": 0.014759521931409836, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04371488094329834, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11310585588216782, "m": 1.0 }, { "p": 0.0565541535615921, "m": 1.0 }, { "p": 0.005194048397243023, "m": 1.0 }, { "p": 0.1114346906542778, "m": 1.0 }, { "p": 0.19997917115688324, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 1.5056201219558716, "val_loss": 1.185067892074585, "acc": 58.36, "time": 86.68968889815733, "param": [ { "p": 0.16360138356685638, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.29207944869995117, "m": 1.0 }, { "p": 0.009422237984836102, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.003780071157962084, "m": 1.0 }, { "p": 0.052807267755270004, "m": 1.0 }, { "p": 8.234608685597777e-05, "m": 1.0 }, { "p": 0.08099625259637833, "m": 1.0 }, { "p": 0.0371553972363472, "m": 1.0 }, { "p": 0.02273237332701683, "m": 1.0 }, { "p": 0.11653169989585876, "m": 1.0 }, { "p": 0.2208116203546524, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 1.5057936906814575, "val_loss": 1.1325823068618774, "acc": 58.56, "time": 87.3944628869649, "param": [ { "p": 0.14848025143146515, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.2491907924413681, "m": 1.0 }, { "p": 0.017669260501861572, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.01544963475316763, "m": 1.0 }, { "p": 0.06986650824546814, "m": 1.0 }, { "p": 0.01831708662211895, "m": 1.0 }, { "p": 0.06834311783313751, "m": 1.0 }, { "p": 0.030468527227640152, "m": 1.0 }, { "p": 0.05574203282594681, "m": 1.0 }, { "p": 0.1093001663684845, "m": 1.0 }, { "p": 0.21717265248298645, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 1.420025110244751, "val_loss": 1.1423622369766235, "acc": 58.61, "time": 90.64125701598823, "param": [ { "p": 0.1474040150642395, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.24112679064273834, "m": 1.0 }, { "p": 0.0178424920886755, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06708886474370956, "m": 1.0 }, { "p": 0.03313833475112915, "m": 1.0 }, { "p": 0.05196385085582733, "m": 1.0 }, { "p": 0.035771433264017105, "m": 1.0 }, { "p": 0.07909435033798218, "m": 1.0 }, { "p": 0.1012459546327591, "m": 1.0 }, { "p": 0.22473348677158356, "m": 1.0 }, { "p": 0.0005903843557462096, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 1.4406977891921997, "val_loss": 1.1015743017196655, "acc": 57.92, "time": 97.42213063500822, "param": [ { "p": 0.15898588299751282, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.270712286233902, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04672878608107567, "m": 1.0 }, { "p": 0.02643345482647419, "m": 1.0 }, { "p": 0.024435529485344887, "m": 1.0 }, { "p": 0.028599929064512253, "m": 1.0 }, { "p": 0.07623115181922913, "m": 1.0 }, { "p": 0.10791577398777008, "m": 1.0 }, { "p": 0.2599572241306305, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 1.0865403413772583, "val_loss": 1.057424783706665, "acc": 59.14, "time": 83.95321360509843, "param": [ { "p": 0.16546447575092316, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.27652257680892944, "m": 1.0 }, { "p": 0.0019447598606348038, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04171762987971306, "m": 1.0 }, { "p": 0.01656157337129116, "m": 1.0 }, { "p": 0.014681794680655003, "m": 1.0 }, { "p": 0.02486816607415676, "m": 1.0 }, { "p": 0.07256458699703217, "m": 1.0 }, { "p": 0.1137223094701767, "m": 1.0 }, { "p": 0.2718901038169861, "m": 1.0 }, { "p": 6.200447387527674e-05, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 1.0564556121826172, "val_loss": 1.0671461820602417, "acc": 60.42, "time": 90.42734280391596, "param": [ { "p": 0.16024671494960785, "m": 1.0 }, { "p": 0.001679009641520679, "m": 1.0 }, { "p": 0.24938444793224335, "m": 1.0 }, { "p": 0.00574616901576519, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0008804373792372644, "m": 1.0 }, { "p": 0.0504021942615509, "m": 1.0 }, { "p": 0.01881350204348564, "m": 1.0 }, { "p": 0.025751255452632904, "m": 1.0 }, { "p": 0.040241789072752, "m": 1.0 }, { "p": 0.07181792706251144, "m": 1.0 }, { "p": 0.1078118309378624, "m": 1.0 }, { "p": 0.25937727093696594, "m": 1.0 }, { "p": 0.007847421802580357, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 1.4054690599441528, "val_loss": 1.149384617805481, "acc": 61.04, "time": 84.40692567196675, "param": [ { "p": 0.1390203982591629, "m": 1.0 }, { "p": 0.014459770172834396, "m": 1.0 }, { "p": 0.2008572667837143, "m": 1.0 }, { "p": 0.010690085589885712, "m": 1.0 }, { "p": 0.0038558957166969776, "m": 1.0 }, { "p": 0.016033142805099487, "m": 1.0 }, { "p": 0.05936090648174286, "m": 1.0 }, { "p": 0.031000111252069473, "m": 1.0 }, { "p": 0.05064776539802551, "m": 1.0 }, { "p": 0.05231606960296631, "m": 1.0 }, { "p": 0.07205869257450104, "m": 1.0 }, { "p": 0.10577360540628433, "m": 1.0 }, { "p": 0.22175942361354828, "m": 1.0 }, { "p": 0.022166866809129715, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 1.2867618799209595, "val_loss": 1.094694972038269, "acc": 61.77, "time": 82.89210644504055, "param": [ { "p": 0.1302994191646576, "m": 1.0 }, { "p": 0.010233108885586262, "m": 1.0 }, { "p": 0.1884058266878128, "m": 1.0 }, { "p": 0.003979833796620369, "m": 1.0 }, { "p": 0.004064216278493404, "m": 1.0 }, { "p": 0.006015718914568424, "m": 1.0 }, { "p": 0.068942129611969, "m": 1.0 }, { "p": 0.043845824897289276, "m": 1.0 }, { "p": 0.06998320668935776, "m": 1.0 }, { "p": 0.0581611730158329, "m": 1.0 }, { "p": 0.06892722845077515, "m": 1.0 }, { "p": 0.11431115865707397, "m": 1.0 }, { "p": 0.22239400446414948, "m": 1.0 }, { "p": 0.010437228716909885, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 1.3533562421798706, "val_loss": 1.057205319404602, "acc": 62.54, "time": 94.1096487690229, "param": [ { "p": 0.11804639548063278, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.18465092778205872, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07238002121448517, "m": 1.0 }, { "p": 0.053725145757198334, "m": 1.0 }, { "p": 0.08063413947820663, "m": 1.0 }, { "p": 0.06699007004499435, "m": 1.0 }, { "p": 0.06958134472370148, "m": 1.0 }, { "p": 0.1146596297621727, "m": 1.0 }, { "p": 0.2279672920703888, "m": 1.0 }, { "p": 0.011364997364580631, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 1.3524178266525269, "val_loss": 1.0813698768615723, "acc": 62.37, "time": 87.6194459151011, "param": [ { "p": 0.09601245075464249, "m": 1.0 }, { "p": 0.003347516991198063, "m": 1.0 }, { "p": 0.16676297783851624, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.008574324660003185, "m": 1.0 }, { "p": 0.07799399644136429, "m": 1.0 }, { "p": 0.05254623293876648, "m": 1.0 }, { "p": 0.07629042863845825, "m": 1.0 }, { "p": 0.08746060729026794, "m": 1.0 }, { "p": 0.08134783059358597, "m": 1.0 }, { "p": 0.11156252771615982, "m": 1.0 }, { "p": 0.2108582705259323, "m": 1.0 }, { "p": 0.02724282257258892, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 1.1192610263824463, "val_loss": 0.9657702445983887, "acc": 62.33, "time": 87.30820917501114, "param": [ { "p": 0.09425751864910126, "m": 1.0 }, { "p": 0.0012985331704840064, "m": 1.0 }, { "p": 0.14693011343479156, "m": 1.0 }, { "p": 0.0029868020210415125, "m": 1.0 }, { "p": 0.008797358721494675, "m": 1.0 }, { "p": 0.017711082473397255, "m": 1.0 }, { "p": 0.08987654745578766, "m": 1.0 }, { "p": 0.051718395203351974, "m": 1.0 }, { "p": 0.07256533950567245, "m": 1.0 }, { "p": 0.08711948245763779, "m": 1.0 }, { "p": 0.07898901402950287, "m": 1.0 }, { "p": 0.1158762276172638, "m": 1.0 }, { "p": 0.19751857221126556, "m": 1.0 }, { "p": 0.03435513749718666, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 1.2721030712127686, "val_loss": 1.0852315425872803, "acc": 62.53, "time": 94.83630333421752, "param": [ { "p": 0.09770669043064117, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12934936583042145, "m": 1.0 }, { "p": 0.006881933193653822, "m": 1.0 }, { "p": 0.012966756708920002, "m": 1.0 }, { "p": 0.030094945803284645, "m": 1.0 }, { "p": 0.1060454323887825, "m": 1.0 }, { "p": 0.04661618918180466, "m": 1.0 }, { "p": 0.07375944405794144, "m": 1.0 }, { "p": 0.07557620853185654, "m": 1.0 }, { "p": 0.07310318946838379, "m": 1.0 }, { "p": 0.13011711835861206, "m": 1.0 }, { "p": 0.19002404808998108, "m": 1.0 }, { "p": 0.0277587678283453, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 1.0604733228683472, "val_loss": 1.0486778020858765, "acc": 62.95, "time": 89.40779693704098, "param": [ { "p": 0.09254173189401627, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11416951566934586, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0333574078977108, "m": 1.0 }, { "p": 0.11385991424322128, "m": 1.0 }, { "p": 0.047975391149520874, "m": 1.0 }, { "p": 0.0822448879480362, "m": 1.0 }, { "p": 0.07678550481796265, "m": 1.0 }, { "p": 0.06781081110239029, "m": 1.0 }, { "p": 0.14767831563949585, "m": 1.0 }, { "p": 0.19537058472633362, "m": 1.0 }, { "p": 0.028205960988998413, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 1.2154743671417236, "val_loss": 1.0586154460906982, "acc": 64.25, "time": 88.8474906149786, "param": [ { "p": 0.08698246628046036, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10993920266628265, "m": 1.0 }, { "p": 0.0003495918936096132, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.03295062109827995, "m": 1.0 }, { "p": 0.09914971888065338, "m": 1.0 }, { "p": 0.059209372848272324, "m": 1.0 }, { "p": 0.0869663655757904, "m": 1.0 }, { "p": 0.08334189653396606, "m": 1.0 }, { "p": 0.06943701207637787, "m": 1.0 }, { "p": 0.15017960965633392, "m": 1.0 }, { "p": 0.17814457416534424, "m": 1.0 }, { "p": 0.043349526822566986, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 1.3444570302963257, "val_loss": 1.0267897844314575, "acc": 63.46, "time": 84.37670690496452, "param": [ { "p": 0.08786851912736893, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11676579713821411, "m": 1.0 }, { "p": 0.008168939501047134, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.02032634988427162, "m": 1.0 }, { "p": 0.08765847235918045, "m": 1.0 }, { "p": 0.05023776739835739, "m": 1.0 }, { "p": 0.09541956335306168, "m": 1.0 }, { "p": 0.0885884091258049, "m": 1.0 }, { "p": 0.08258657157421112, "m": 1.0 }, { "p": 0.1506393551826477, "m": 1.0 }, { "p": 0.163292795419693, "m": 1.0 }, { "p": 0.04844742268323898, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 1.2918182611465454, "val_loss": 1.0120435953140259, "acc": 63.18, "time": 93.46109514287673, "param": [ { "p": 0.08140552043914795, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1292913407087326, "m": 1.0 }, { "p": 0.009131870232522488, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0004942528321407735, "m": 1.0 }, { "p": 0.08575328439474106, "m": 1.0 }, { "p": 0.03549341857433319, "m": 1.0 }, { "p": 0.09753065556287766, "m": 1.0 }, { "p": 0.10010654479265213, "m": 1.0 }, { "p": 0.10133853554725647, "m": 1.0 }, { "p": 0.15489743649959564, "m": 1.0 }, { "p": 0.16757835447788239, "m": 1.0 }, { "p": 0.036978863179683685, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 1.0896028280258179, "val_loss": 1.0379828214645386, "acc": 64.72, "time": 93.96184138697572, "param": [ { "p": 0.09277379512786865, "m": 1.0 }, { "p": 0.0005457494989968836, "m": 1.0 }, { "p": 0.12976114451885223, "m": 1.0 }, { "p": 0.013028519228100777, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0002804321120493114, "m": 1.0 }, { "p": 0.06978978216648102, "m": 1.0 }, { "p": 0.03317798301577568, "m": 1.0 }, { "p": 0.09796950966119766, "m": 1.0 }, { "p": 0.11345604807138443, "m": 1.0 }, { "p": 0.10947790741920471, "m": 1.0 }, { "p": 0.14598645269870758, "m": 1.0 }, { "p": 0.15669165551662445, "m": 1.0 }, { "p": 0.037061017006635666, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 1.08626389503479, "val_loss": 1.0380607843399048, "acc": 64.97, "time": 91.54493320314214, "param": [ { "p": 0.09704744070768356, "m": 1.0 }, { "p": 0.0026555941440165043, "m": 1.0 }, { "p": 0.14073237776756287, "m": 1.0 }, { "p": 0.014306539669632912, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.010203269310295582, "m": 1.0 }, { "p": 0.0320797935128212, "m": 1.0 }, { "p": 0.03433274105191231, "m": 1.0 }, { "p": 0.10940561443567276, "m": 1.0 }, { "p": 0.11086080223321915, "m": 1.0 }, { "p": 0.11806154996156693, "m": 1.0 }, { "p": 0.13856859505176544, "m": 1.0 }, { "p": 0.1474030762910843, "m": 1.0 }, { "p": 0.04434249922633171, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 1.0330346822738647, "val_loss": 0.990186870098114, "acc": 63.88, "time": 92.42947803414427, "param": [ { "p": 0.10349410772323608, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.15034165978431702, "m": 1.0 }, { "p": 0.017138710245490074, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.00963589083403349, "m": 1.0 }, { "p": 0.012387696653604507, "m": 1.0 }, { "p": 0.03801587596535683, "m": 1.0 }, { "p": 0.11965344101190567, "m": 1.0 }, { "p": 0.10242695361375809, "m": 1.0 }, { "p": 0.11281166225671768, "m": 1.0 }, { "p": 0.1505693942308426, "m": 1.0 }, { "p": 0.1304742842912674, "m": 1.0 }, { "p": 0.05305035412311554, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 1.2880483865737915, "val_loss": 0.9396471381187439, "acc": 66.41, "time": 82.74945132387802, "param": [ { "p": 0.10358365625143051, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.14850588142871857, "m": 1.0 }, { "p": 0.021102000027894974, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.008822833187878132, "m": 1.0 }, { "p": 0.013319210149347782, "m": 1.0 }, { "p": 0.04228440299630165, "m": 1.0 }, { "p": 0.1242256760597229, "m": 1.0 }, { "p": 0.09061689674854279, "m": 1.0 }, { "p": 0.11556889861822128, "m": 1.0 }, { "p": 0.1708226501941681, "m": 1.0 }, { "p": 0.12335167080163956, "m": 1.0 }, { "p": 0.03779621049761772, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 1.2839099168777466, "val_loss": 0.9579424262046814, "acc": 65.76, "time": 82.11823297617957, "param": [ { "p": 0.09377593547105789, "m": 1.0 }, { "p": 0.0018167473608627915, "m": 1.0 }, { "p": 0.1261497586965561, "m": 1.0 }, { "p": 0.025604387745261192, "m": 1.0 }, { "p": 0.010920124128460884, "m": 1.0 }, { "p": 0.01679626852273941, "m": 1.0 }, { "p": 0.025828827172517776, "m": 1.0 }, { "p": 0.06332790851593018, "m": 1.0 }, { "p": 0.11882297694683075, "m": 1.0 }, { "p": 0.08549943566322327, "m": 1.0 }, { "p": 0.10623723268508911, "m": 1.0 }, { "p": 0.17237600684165955, "m": 1.0 }, { "p": 0.11269648373126984, "m": 1.0 }, { "p": 0.04014778509736061, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 1.1689982414245605, "val_loss": 1.1073646545410156, "acc": 66.02, "time": 96.83652318501845, "param": [ { "p": 0.09059573709964752, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11831417679786682, "m": 1.0 }, { "p": 0.02340802736580372, "m": 1.0 }, { "p": 0.019954845309257507, "m": 1.0 }, { "p": 0.022875646129250526, "m": 1.0 }, { "p": 0.039444491267204285, "m": 1.0 }, { "p": 0.07030228525400162, "m": 1.0 }, { "p": 0.11835397034883499, "m": 1.0 }, { "p": 0.08239016681909561, "m": 1.0 }, { "p": 0.0939149558544159, "m": 1.0 }, { "p": 0.16717208921909332, "m": 1.0 }, { "p": 0.113737553358078, "m": 1.0 }, { "p": 0.03953605145215988, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 1.2743492126464844, "val_loss": 1.002380132675171, "acc": 66.07, "time": 98.7008891380392, "param": [ { "p": 0.0955459251999855, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10836920887231827, "m": 1.0 }, { "p": 0.02766277827322483, "m": 1.0 }, { "p": 0.019806183874607086, "m": 1.0 }, { "p": 0.03380591794848442, "m": 1.0 }, { "p": 0.05152525752782822, "m": 1.0 }, { "p": 0.07188931852579117, "m": 1.0 }, { "p": 0.11427219957113266, "m": 1.0 }, { "p": 0.08302928507328033, "m": 1.0 }, { "p": 0.09217386692762375, "m": 1.0 }, { "p": 0.1590118408203125, "m": 1.0 }, { "p": 0.11066238582134247, "m": 1.0 }, { "p": 0.032245852053165436, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 1.3629357814788818, "val_loss": 0.9382089972496033, "acc": 67.26, "time": 85.40190463606268, "param": [ { "p": 0.10261039435863495, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11354494839906693, "m": 1.0 }, { "p": 0.012450375594198704, "m": 1.0 }, { "p": 0.0009855951648205519, "m": 1.0 }, { "p": 0.028648285195231438, "m": 1.0 }, { "p": 0.050294265151023865, "m": 1.0 }, { "p": 0.07844053953886032, "m": 1.0 }, { "p": 0.11621955037117004, "m": 1.0 }, { "p": 0.10127471387386322, "m": 1.0 }, { "p": 0.09293946623802185, "m": 1.0 }, { "p": 0.16146354377269745, "m": 1.0 }, { "p": 0.11373771727085114, "m": 1.0 }, { "p": 0.027390537783503532, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 1.0017504692077637, "val_loss": 0.9037150144577026, "acc": 67.72, "time": 83.40109447692521, "param": [ { "p": 0.11266150325536728, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11721271276473999, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.016419576480984688, "m": 1.0 }, { "p": 0.04614058881998062, "m": 1.0 }, { "p": 0.08477410674095154, "m": 1.0 }, { "p": 0.11838676780462265, "m": 1.0 }, { "p": 0.12338384985923767, "m": 1.0 }, { "p": 0.09707588702440262, "m": 1.0 }, { "p": 0.16413189470767975, "m": 1.0 }, { "p": 0.11874489486217499, "m": 1.0 }, { "p": 0.0010682083666324615, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 1.0845930576324463, "val_loss": 1.0665364265441895, "acc": 66.4, "time": 93.9054956662003, "param": [ { "p": 0.12057624012231827, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11879535764455795, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04284780099987984, "m": 1.0 }, { "p": 0.08868835866451263, "m": 1.0 }, { "p": 0.12158199399709702, "m": 1.0 }, { "p": 0.13960932195186615, "m": 1.0 }, { "p": 0.0964619442820549, "m": 1.0 }, { "p": 0.15483352541923523, "m": 1.0 }, { "p": 0.11660546064376831, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 0.9526291489601135, "val_loss": 1.057382345199585, "acc": 67.62, "time": 90.93153767101467, "param": [ { "p": 0.13603924214839935, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12412143498659134, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0426417738199234, "m": 1.0 }, { "p": 0.0676305890083313, "m": 1.0 }, { "p": 0.10408642888069153, "m": 1.0 }, { "p": 0.16054657101631165, "m": 1.0 }, { "p": 0.09845348447561264, "m": 1.0 }, { "p": 0.14909477531909943, "m": 1.0 }, { "p": 0.11738565564155579, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 1.039420485496521, "val_loss": 0.8919389843940735, "acc": 67.65, "time": 88.04440218396485, "param": [ { "p": 0.15804167091846466, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12431108206510544, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.03497335687279701, "m": 1.0 }, { "p": 0.04180280119180679, "m": 1.0 }, { "p": 0.08845412731170654, "m": 1.0 }, { "p": 0.17163246870040894, "m": 1.0 }, { "p": 0.1080937534570694, "m": 1.0 }, { "p": 0.1604372262954712, "m": 1.0 }, { "p": 0.11212360858917236, "m": 1.0 }, { "p": 0.0001298557035624981, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 1.153654932975769, "val_loss": 0.9109180569648743, "acc": 67.84, "time": 87.2485364060849, "param": [ { "p": 0.180589959025383, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12642154097557068, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0007354309200309217, "m": 1.0 }, { "p": 0.020349111407995224, "m": 1.0 }, { "p": 0.03503638133406639, "m": 1.0 }, { "p": 0.07147176563739777, "m": 1.0 }, { "p": 0.1635982245206833, "m": 1.0 }, { "p": 0.10446912795305252, "m": 1.0 }, { "p": 0.17612770199775696, "m": 1.0 }, { "p": 0.10334009677171707, "m": 1.0 }, { "p": 0.01786068268120289, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 0.851979672908783, "val_loss": 0.8279514312744141, "acc": 68.7, "time": 86.6647442879621, "param": [ { "p": 0.1806490421295166, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12880660593509674, "m": 1.0 }, { "p": 0.008311840705573559, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.014438988640904427, "m": 1.0 }, { "p": 0.017106855288147926, "m": 1.0 }, { "p": 0.04279906302690506, "m": 1.0 }, { "p": 0.05871348828077316, "m": 1.0 }, { "p": 0.1422206163406372, "m": 1.0 }, { "p": 0.08850237727165222, "m": 1.0 }, { "p": 0.17778430879116058, "m": 1.0 }, { "p": 0.10009964555501938, "m": 1.0 }, { "p": 0.04056718200445175, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 1.0295673608779907, "val_loss": 1.0309205055236816, "acc": 67.54, "time": 92.49263536999933, "param": [ { "p": 0.1868058741092682, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1309918463230133, "m": 1.0 }, { "p": 0.014600072056055069, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.019897861406207085, "m": 1.0 }, { "p": 0.03054410219192505, "m": 1.0 }, { "p": 0.04333525523543358, "m": 1.0 }, { "p": 0.06546135246753693, "m": 1.0 }, { "p": 0.1256483644247055, "m": 1.0 }, { "p": 0.07252800464630127, "m": 1.0 }, { "p": 0.1701030433177948, "m": 1.0 }, { "p": 0.10451305657625198, "m": 1.0 }, { "p": 0.0355711467564106, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 0.9625391960144043, "val_loss": 0.8974860906600952, "acc": 68.06, "time": 88.20375928399153, "param": [ { "p": 0.19907382130622864, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.13508756458759308, "m": 1.0 }, { "p": 0.0051695555448532104, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.026903865858912468, "m": 1.0 }, { "p": 0.03996068239212036, "m": 1.0 }, { "p": 0.047271568328142166, "m": 1.0 }, { "p": 0.06103060767054558, "m": 1.0 }, { "p": 0.10342726856470108, "m": 1.0 }, { "p": 0.05493561923503876, "m": 1.0 }, { "p": 0.18574358522891998, "m": 1.0 }, { "p": 0.1246945708990097, "m": 1.0 }, { "p": 0.016701387241482735, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 0.8525906801223755, "val_loss": 0.9033132791519165, "acc": 68.68, "time": 94.00705283996649, "param": [ { "p": 0.21954753994941711, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.15199784934520721, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.011488597840070724, "m": 1.0 }, { "p": 0.018033884465694427, "m": 1.0 }, { "p": 0.0447421669960022, "m": 1.0 }, { "p": 0.04329502210021019, "m": 1.0 }, { "p": 0.08395536243915558, "m": 1.0 }, { "p": 0.04142570123076439, "m": 1.0 }, { "p": 0.22194425761699677, "m": 1.0 }, { "p": 0.16356952488422394, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 1.2710657119750977, "val_loss": 1.0875983238220215, "acc": 67.62, "time": 87.13567117205821, "param": [ { "p": 0.2329142540693283, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.16482239961624146, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.012080738320946693, "m": 1.0 }, { "p": 0.005553633440285921, "m": 1.0 }, { "p": 0.032782334834337234, "m": 1.0 }, { "p": 0.023961342871189117, "m": 1.0 }, { "p": 0.07297082990407944, "m": 1.0 }, { "p": 0.025154046714305878, "m": 1.0 }, { "p": 0.24857322871685028, "m": 1.0 }, { "p": 0.1800827831029892, "m": 1.0 }, { "p": 0.0011043917620554566, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 0.882395327091217, "val_loss": 0.8385409712791443, "acc": 67.32, "time": 98.532222581096, "param": [ { "p": 0.2080821692943573, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.15061348676681519, "m": 1.0 }, { "p": 0.015193249098956585, "m": 1.0 }, { "p": 0.006276843138039112, "m": 1.0 }, { "p": 0.020581040531396866, "m": 1.0 }, { "p": 0.012956577353179455, "m": 1.0 }, { "p": 0.031788747757673264, "m": 1.0 }, { "p": 0.04847178980708122, "m": 1.0 }, { "p": 0.06983782351016998, "m": 1.0 }, { "p": 0.022540219128131866, "m": 1.0 }, { "p": 0.2266656905412674, "m": 1.0 }, { "p": 0.16377556324005127, "m": 1.0 }, { "p": 0.023216838017106056, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 0.9427701830863953, "val_loss": 0.9020342230796814, "acc": 69.19, "time": 87.55340198101476, "param": [ { "p": 0.2215857058763504, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.15276052057743073, "m": 1.0 }, { "p": 0.019018538296222687, "m": 1.0 }, { "p": 0.0006645987741649151, "m": 1.0 }, { "p": 0.024431463330984116, "m": 1.0 }, { "p": 0.008450700901448727, "m": 1.0 }, { "p": 0.01844937540590763, "m": 1.0 }, { "p": 0.05679674819111824, "m": 1.0 }, { "p": 0.06229613348841667, "m": 1.0 }, { "p": 0.012937637977302074, "m": 1.0 }, { "p": 0.23386667668819427, "m": 1.0 }, { "p": 0.16588039696216583, "m": 1.0 }, { "p": 0.02286151610314846, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 1.114362359046936, "val_loss": 0.8457005023956299, "acc": 68.41, "time": 82.69817601004615, "param": [ { "p": 0.20632019639015198, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.13897158205509186, "m": 1.0 }, { "p": 0.033201802521944046, "m": 1.0 }, { "p": 0.011805029585957527, "m": 1.0 }, { "p": 0.037290334701538086, "m": 1.0 }, { "p": 0.023571627214550972, "m": 1.0 }, { "p": 0.018317891284823418, "m": 1.0 }, { "p": 0.04914068058133125, "m": 1.0 }, { "p": 0.05469345673918724, "m": 1.0 }, { "p": 0.015716642141342163, "m": 1.0 }, { "p": 0.2244301736354828, "m": 1.0 }, { "p": 0.14615404605865479, "m": 1.0 }, { "p": 0.04038652032613754, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 0.8746528625488281, "val_loss": 0.9333823919296265, "acc": 68.18, "time": 96.19423046801239, "param": [ { "p": 0.17855389416217804, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11973802745342255, "m": 1.0 }, { "p": 0.047753218561410904, "m": 1.0 }, { "p": 0.029267096891999245, "m": 1.0 }, { "p": 0.034589603543281555, "m": 1.0 }, { "p": 0.04787611961364746, "m": 1.0 }, { "p": 0.021930858492851257, "m": 1.0 }, { "p": 0.04231903329491615, "m": 1.0 }, { "p": 0.05425579473376274, "m": 1.0 }, { "p": 0.04128003865480423, "m": 1.0 }, { "p": 0.20311549305915833, "m": 1.0 }, { "p": 0.11390259861946106, "m": 1.0 }, { "p": 0.06541825830936432, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 1.0713090896606445, "val_loss": 0.83379065990448, "acc": 69.63, "time": 85.75158310704865, "param": [ { "p": 0.14229364693164825, "m": 1.0 }, { "p": 0.003919454291462898, "m": 1.0 }, { "p": 0.10446185618638992, "m": 1.0 }, { "p": 0.05605233460664749, "m": 1.0 }, { "p": 0.03948225826025009, "m": 1.0 }, { "p": 0.029583197087049484, "m": 1.0 }, { "p": 0.07116543501615524, "m": 1.0 }, { "p": 0.030012482777237892, "m": 1.0 }, { "p": 0.04713672772049904, "m": 1.0 }, { "p": 0.0639350637793541, "m": 1.0 }, { "p": 0.06050143018364906, "m": 1.0 }, { "p": 0.17250119149684906, "m": 1.0 }, { "p": 0.09818573296070099, "m": 1.0 }, { "p": 0.0807691439986229, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 0.8344888687133789, "val_loss": 0.9657248854637146, "acc": 69.13, "time": 86.47337889997289, "param": [ { "p": 0.11705547571182251, "m": 1.0 }, { "p": 0.012463737279176712, "m": 1.0 }, { "p": 0.09843363612890244, "m": 1.0 }, { "p": 0.05318813398480415, "m": 1.0 }, { "p": 0.04235798493027687, "m": 1.0 }, { "p": 0.024886049330234528, "m": 1.0 }, { "p": 0.07911261171102524, "m": 1.0 }, { "p": 0.044000837951898575, "m": 1.0 }, { "p": 0.05148568004369736, "m": 1.0 }, { "p": 0.06436959654092789, "m": 1.0 }, { "p": 0.08014144003391266, "m": 1.0 }, { "p": 0.15876851975917816, "m": 1.0 }, { "p": 0.08936112374067307, "m": 1.0 }, { "p": 0.08437522500753403, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 1.008836269378662, "val_loss": 0.7947447896003723, "acc": 69.6, "time": 90.63515919889323, "param": [ { "p": 0.100172258913517, "m": 1.0 }, { "p": 0.004138128366321325, "m": 1.0 }, { "p": 0.10000181943178177, "m": 1.0 }, { "p": 0.05069122463464737, "m": 1.0 }, { "p": 0.04307421296834946, "m": 1.0 }, { "p": 0.03015737608075142, "m": 1.0 }, { "p": 0.0863739401102066, "m": 1.0 }, { "p": 0.04710529372096062, "m": 1.0 }, { "p": 0.06176968291401863, "m": 1.0 }, { "p": 0.06987840682268143, "m": 1.0 }, { "p": 0.08783095329999924, "m": 1.0 }, { "p": 0.15612630546092987, "m": 1.0 }, { "p": 0.07994332909584045, "m": 1.0 }, { "p": 0.08273710310459137, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 1.3690322637557983, "val_loss": 0.8393022418022156, "acc": 69.88, "time": 89.20663611404598, "param": [ { "p": 0.0976729616522789, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10302969813346863, "m": 1.0 }, { "p": 0.05259569734334946, "m": 1.0 }, { "p": 0.04380664974451065, "m": 1.0 }, { "p": 0.03953731060028076, "m": 1.0 }, { "p": 0.08675634115934372, "m": 1.0 }, { "p": 0.06655633449554443, "m": 1.0 }, { "p": 0.07276646792888641, "m": 1.0 }, { "p": 0.07849141955375671, "m": 1.0 }, { "p": 0.08464998751878738, "m": 1.0 }, { "p": 0.13307802379131317, "m": 1.0 }, { "p": 0.06765017658472061, "m": 1.0 }, { "p": 0.07340896874666214, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 1.0778590440750122, "val_loss": 0.8815858960151672, "acc": 70.29, "time": 99.65975784696639, "param": [ { "p": 0.10185206681489944, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08875347673892975, "m": 1.0 }, { "p": 0.05207555741071701, "m": 1.0 }, { "p": 0.03179403021931648, "m": 1.0 }, { "p": 0.03655527904629707, "m": 1.0 }, { "p": 0.09146680682897568, "m": 1.0 }, { "p": 0.06318604946136475, "m": 1.0 }, { "p": 0.07775744050741196, "m": 1.0 }, { "p": 0.09509020298719406, "m": 1.0 }, { "p": 0.07978743314743042, "m": 1.0 }, { "p": 0.1413731724023819, "m": 1.0 }, { "p": 0.07573532313108444, "m": 1.0 }, { "p": 0.06457322090864182, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 0.9883369207382202, "val_loss": 0.8845499753952026, "acc": 69.87, "time": 82.94711029599421, "param": [ { "p": 0.10362645983695984, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07566727697849274, "m": 1.0 }, { "p": 0.051114823669195175, "m": 1.0 }, { "p": 0.03552216663956642, "m": 1.0 }, { "p": 0.03224126249551773, "m": 1.0 }, { "p": 0.10624290257692337, "m": 1.0 }, { "p": 0.061329398304224014, "m": 1.0 }, { "p": 0.07774484902620316, "m": 1.0 }, { "p": 0.09727559983730316, "m": 1.0 }, { "p": 0.08501327782869339, "m": 1.0 }, { "p": 0.13141290843486786, "m": 1.0 }, { "p": 0.09615600854158401, "m": 1.0 }, { "p": 0.04665304720401764, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 0.8901000618934631, "val_loss": 0.8797113299369812, "acc": 69.61, "time": 91.52324510505423, "param": [ { "p": 0.11884826421737671, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0690654069185257, "m": 1.0 }, { "p": 0.035625360906124115, "m": 1.0 }, { "p": 0.04370557516813278, "m": 1.0 }, { "p": 0.038679707795381546, "m": 1.0 }, { "p": 0.12048983573913574, "m": 1.0 }, { "p": 0.0578434094786644, "m": 1.0 }, { "p": 0.05751617252826691, "m": 1.0 }, { "p": 0.09829142689704895, "m": 1.0 }, { "p": 0.07985831797122955, "m": 1.0 }, { "p": 0.127419114112854, "m": 1.0 }, { "p": 0.12348833680152893, "m": 1.0 }, { "p": 0.029169194400310516, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 1.226819396018982, "val_loss": 0.8271777629852295, "acc": 70.19, "time": 91.66206139489077, "param": [ { "p": 0.12303458154201508, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07889128476381302, "m": 1.0 }, { "p": 0.04043954983353615, "m": 1.0 }, { "p": 0.024178577587008476, "m": 1.0 }, { "p": 0.0646997019648552, "m": 1.0 }, { "p": 0.12133389711380005, "m": 1.0 }, { "p": 0.06460656225681305, "m": 1.0 }, { "p": 0.03648881986737251, "m": 1.0 }, { "p": 0.09608326852321625, "m": 1.0 }, { "p": 0.0704704150557518, "m": 1.0 }, { "p": 0.1151290014386177, "m": 1.0 }, { "p": 0.14057332277297974, "m": 1.0 }, { "p": 0.02407095767557621, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 0.9505949020385742, "val_loss": 0.8446220755577087, "acc": 70.16, "time": 89.76001588394865, "param": [ { "p": 0.12829512357711792, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10562102496623993, "m": 1.0 }, { "p": 0.0415249802172184, "m": 1.0 }, { "p": 0.0032428281847387552, "m": 1.0 }, { "p": 0.06909507513046265, "m": 1.0 }, { "p": 0.1216525137424469, "m": 1.0 }, { "p": 0.05685240775346756, "m": 1.0 }, { "p": 0.019102897495031357, "m": 1.0 }, { "p": 0.08584288507699966, "m": 1.0 }, { "p": 0.06631800532341003, "m": 1.0 }, { "p": 0.10234017670154572, "m": 1.0 }, { "p": 0.15139785408973694, "m": 1.0 }, { "p": 0.04871430993080139, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 0.8896386623382568, "val_loss": 0.7804669141769409, "acc": 69.68, "time": 82.62258926592767, "param": [ { "p": 0.1396661102771759, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10809393972158432, "m": 1.0 }, { "p": 0.04299640282988548, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.055075421929359436, "m": 1.0 }, { "p": 0.11163061857223511, "m": 1.0 }, { "p": 0.04663199558854103, "m": 1.0 }, { "p": 0.013930119574069977, "m": 1.0 }, { "p": 0.09426259994506836, "m": 1.0 }, { "p": 0.05865847319364548, "m": 1.0 }, { "p": 0.09522176533937454, "m": 1.0 }, { "p": 0.1622302234172821, "m": 1.0 }, { "p": 0.07160232961177826, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 0.964788019657135, "val_loss": 0.7521575689315796, "acc": 70.66, "time": 82.7412620340474, "param": [ { "p": 0.14977174997329712, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10505479574203491, "m": 1.0 }, { "p": 0.043314963579177856, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04046132043004036, "m": 1.0 }, { "p": 0.08732911199331284, "m": 1.0 }, { "p": 0.04128136858344078, "m": 1.0 }, { "p": 0.008811834268271923, "m": 1.0 }, { "p": 0.10384618490934372, "m": 1.0 }, { "p": 0.05372198671102524, "m": 1.0 }, { "p": 0.1085137128829956, "m": 1.0 }, { "p": 0.16984812915325165, "m": 1.0 }, { "p": 0.08804487437009811, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 0.8694918155670166, "val_loss": 0.9169236421585083, "acc": 70.52, "time": 87.68162966007367, "param": [ { "p": 0.15929590165615082, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10246475785970688, "m": 1.0 }, { "p": 0.0358886793255806, "m": 1.0 }, { "p": 0.001362789305858314, "m": 1.0 }, { "p": 0.052588511258363724, "m": 1.0 }, { "p": 0.07262158393859863, "m": 1.0 }, { "p": 0.039408035576343536, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11624346673488617, "m": 1.0 }, { "p": 0.04920025169849396, "m": 1.0 }, { "p": 0.1298643946647644, "m": 1.0 }, { "p": 0.16788692772388458, "m": 1.0 }, { "p": 0.07317477464675903, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 0.96806401014328, "val_loss": 0.9505060911178589, "acc": 69.24, "time": 90.80659547890536, "param": [ { "p": 0.1709575355052948, "m": 1.0 }, { "p": 0.0027822740375995636, "m": 1.0 }, { "p": 0.1053672507405281, "m": 1.0 }, { "p": 0.01760758087038994, "m": 1.0 }, { "p": 0.0016400835011154413, "m": 1.0 }, { "p": 0.051429349929094315, "m": 1.0 }, { "p": 0.05516739562153816, "m": 1.0 }, { "p": 0.04901830106973648, "m": 1.0 }, { "p": 2.811992453644052e-05, "m": 1.0 }, { "p": 0.11752627044916153, "m": 1.0 }, { "p": 0.0459023118019104, "m": 1.0 }, { "p": 0.1574922651052475, "m": 1.0 }, { "p": 0.1707351803779602, "m": 1.0 }, { "p": 0.054346151649951935, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 1.153242826461792, "val_loss": 0.868104875087738, "acc": 70.28, "time": 86.40143599291332, "param": [ { "p": 0.15703549981117249, "m": 1.0 }, { "p": 0.015835635364055634, "m": 1.0 }, { "p": 0.10896693915128708, "m": 1.0 }, { "p": 0.017515242099761963, "m": 1.0 }, { "p": 0.014093741774559021, "m": 1.0 }, { "p": 0.04818510636687279, "m": 1.0 }, { "p": 0.0377393513917923, "m": 1.0 }, { "p": 0.05690356343984604, "m": 1.0 }, { "p": 0.01437255647033453, "m": 1.0 }, { "p": 0.09973391890525818, "m": 1.0 }, { "p": 0.05849861726164818, "m": 1.0 }, { "p": 0.1556287705898285, "m": 1.0 }, { "p": 0.1602821797132492, "m": 1.0 }, { "p": 0.055208876729011536, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 1.0308030843734741, "val_loss": 0.8255024552345276, "acc": 70.68, "time": 82.76507143885829, "param": [ { "p": 0.12705038487911224, "m": 1.0 }, { "p": 0.016387127339839935, "m": 1.0 }, { "p": 0.11568821966648102, "m": 1.0 }, { "p": 0.02693193592131138, "m": 1.0 }, { "p": 0.02806624211370945, "m": 1.0 }, { "p": 0.05630064755678177, "m": 1.0 }, { "p": 0.043548889458179474, "m": 1.0 }, { "p": 0.05353054404258728, "m": 1.0 }, { "p": 0.02793201245367527, "m": 1.0 }, { "p": 0.07960205525159836, "m": 1.0 }, { "p": 0.07475320249795914, "m": 1.0 }, { "p": 0.13777019083499908, "m": 1.0 }, { "p": 0.17029961943626404, "m": 1.0 }, { "p": 0.042138826102018356, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 0.8681524395942688, "val_loss": 0.8178733587265015, "acc": 70.69, "time": 82.9259787471965, "param": [ { "p": 0.08804251998662949, "m": 1.0 }, { "p": 0.013584928587079048, "m": 1.0 }, { "p": 0.10912462323904037, "m": 1.0 }, { "p": 0.035181865096092224, "m": 1.0 }, { "p": 0.0392901711165905, "m": 1.0 }, { "p": 0.06050514429807663, "m": 1.0 }, { "p": 0.058774735778570175, "m": 1.0 }, { "p": 0.06433658301830292, "m": 1.0 }, { "p": 0.05195808410644531, "m": 1.0 }, { "p": 0.0799667090177536, "m": 1.0 }, { "p": 0.07361146062612534, "m": 1.0 }, { "p": 0.12608882784843445, "m": 1.0 }, { "p": 0.15751542150974274, "m": 1.0 }, { "p": 0.042018912732601166, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 0.9672448635101318, "val_loss": 0.8355241417884827, "acc": 70.97, "time": 84.33675226196647, "param": [ { "p": 0.06650643795728683, "m": 1.0 }, { "p": 0.017068885266780853, "m": 1.0 }, { "p": 0.09474405646324158, "m": 1.0 }, { "p": 0.040610138326883316, "m": 1.0 }, { "p": 0.04588834196329117, "m": 1.0 }, { "p": 0.04802079126238823, "m": 1.0 }, { "p": 0.0703096017241478, "m": 1.0 }, { "p": 0.07250116020441055, "m": 1.0 }, { "p": 0.0754702240228653, "m": 1.0 }, { "p": 0.08528667688369751, "m": 1.0 }, { "p": 0.07264499366283417, "m": 1.0 }, { "p": 0.12332016974687576, "m": 1.0 }, { "p": 0.13507957756519318, "m": 1.0 }, { "p": 0.05254891514778137, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 1.09212327003479, "val_loss": 0.9323412179946899, "acc": 70.44, "time": 90.05236349906772, "param": [ { "p": 0.0567668154835701, "m": 1.0 }, { "p": 0.02543962560594082, "m": 1.0 }, { "p": 0.08440743386745453, "m": 1.0 }, { "p": 0.05657593905925751, "m": 1.0 }, { "p": 0.051759976893663406, "m": 1.0 }, { "p": 0.06449949741363525, "m": 1.0 }, { "p": 0.0714714378118515, "m": 1.0 }, { "p": 0.06313160806894302, "m": 1.0 }, { "p": 0.07671520859003067, "m": 1.0 }, { "p": 0.09015308320522308, "m": 1.0 }, { "p": 0.07351301610469818, "m": 1.0 }, { "p": 0.10556484013795853, "m": 1.0 }, { "p": 0.12579035758972168, "m": 1.0 }, { "p": 0.05421116203069687, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 1.079706072807312, "val_loss": 0.9443926811218262, "acc": 70.63, "time": 83.94449712405913, "param": [ { "p": 0.06537885218858719, "m": 1.0 }, { "p": 0.029115119948983192, "m": 1.0 }, { "p": 0.08137547969818115, "m": 1.0 }, { "p": 0.06891336292028427, "m": 1.0 }, { "p": 0.0456082783639431, "m": 1.0 }, { "p": 0.06799136102199554, "m": 1.0 }, { "p": 0.060541778802871704, "m": 1.0 }, { "p": 0.038856543600559235, "m": 1.0 }, { "p": 0.08095723390579224, "m": 1.0 }, { "p": 0.11124986410140991, "m": 1.0 }, { "p": 0.07847754657268524, "m": 1.0 }, { "p": 0.0918905958533287, "m": 1.0 }, { "p": 0.11973769217729568, "m": 1.0 }, { "p": 0.05990628898143768, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 0.8216378092765808, "val_loss": 0.8236951231956482, "acc": 71.17, "time": 83.64271101704799, "param": [ { "p": 0.07902354747056961, "m": 1.0 }, { "p": 0.025659454986453056, "m": 1.0 }, { "p": 0.08493723720312119, "m": 1.0 }, { "p": 0.06895289570093155, "m": 1.0 }, { "p": 0.04819905385375023, "m": 1.0 }, { "p": 0.06779251247644424, "m": 1.0 }, { "p": 0.041997507214546204, "m": 1.0 }, { "p": 0.011292953975498676, "m": 1.0 }, { "p": 0.08373916894197464, "m": 1.0 }, { "p": 0.13954313099384308, "m": 1.0 }, { "p": 0.07426699250936508, "m": 1.0 }, { "p": 0.0827040746808052, "m": 1.0 }, { "p": 0.1348608285188675, "m": 1.0 }, { "p": 0.0570305697619915, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 0.9583787322044373, "val_loss": 0.7724654078483582, "acc": 70.61, "time": 94.19748323014937, "param": [ { "p": 0.08962054550647736, "m": 1.0 }, { "p": 0.01654067449271679, "m": 1.0 }, { "p": 0.0842985063791275, "m": 1.0 }, { "p": 0.05901959538459778, "m": 1.0 }, { "p": 0.05532681941986084, "m": 1.0 }, { "p": 0.05926104635000229, "m": 1.0 }, { "p": 0.018201272934675217, "m": 1.0 }, { "p": 0.019697360694408417, "m": 1.0 }, { "p": 0.07607907801866531, "m": 1.0 }, { "p": 0.15414588153362274, "m": 1.0 }, { "p": 0.07334351539611816, "m": 1.0 }, { "p": 0.08235757797956467, "m": 1.0 }, { "p": 0.15488781034946442, "m": 1.0 }, { "p": 0.05722031742334366, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 0.8325169086456299, "val_loss": 0.8170217275619507, "acc": 70.76, "time": 96.59743363689631, "param": [ { "p": 0.10357867926359177, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07655438035726547, "m": 1.0 }, { "p": 0.051036536693573, "m": 1.0 }, { "p": 0.07641082257032394, "m": 1.0 }, { "p": 0.04584507271647453, "m": 1.0 }, { "p": 0.0006180337513796985, "m": 1.0 }, { "p": 0.025727340951561928, "m": 1.0 }, { "p": 0.06890863180160522, "m": 1.0 }, { "p": 0.17125006020069122, "m": 1.0 }, { "p": 0.08423659205436707, "m": 1.0 }, { "p": 0.08003941923379898, "m": 1.0 }, { "p": 0.17128704488277435, "m": 1.0 }, { "p": 0.0445074699819088, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 0.9151338934898376, "val_loss": 0.723717987537384, "acc": 71.61, "time": 97.92858792911284, "param": [ { "p": 0.11811251193284988, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.052660826593637466, "m": 1.0 }, { "p": 0.03259662166237831, "m": 1.0 }, { "p": 0.09414106607437134, "m": 1.0 }, { "p": 0.046159591525793076, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0235593244433403, "m": 1.0 }, { "p": 0.074403315782547, "m": 1.0 }, { "p": 0.17454780638217926, "m": 1.0 }, { "p": 0.08227995783090591, "m": 1.0 }, { "p": 0.0843346118927002, "m": 1.0 }, { "p": 0.17274703085422516, "m": 1.0 }, { "p": 0.04445730149745941, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 0.8032580614089966, "val_loss": 0.786014199256897, "acc": 71.08, "time": 89.87500372179784, "param": [ { "p": 0.11589308083057404, "m": 1.0 }, { "p": 0.005429873708635569, "m": 1.0 }, { "p": 0.04550367221236229, "m": 1.0 }, { "p": 0.035342853516340256, "m": 1.0 }, { "p": 0.0972972884774208, "m": 1.0 }, { "p": 0.06517542898654938, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.03707585483789444, "m": 1.0 }, { "p": 0.07840767502784729, "m": 1.0 }, { "p": 0.16028980910778046, "m": 1.0 }, { "p": 0.07419997453689575, "m": 1.0 }, { "p": 0.08494053035974503, "m": 1.0 }, { "p": 0.15992626547813416, "m": 1.0 }, { "p": 0.04051768407225609, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 1.0764434337615967, "val_loss": 0.6392339468002319, "acc": 71.57, "time": 83.0594322620891, "param": [ { "p": 0.11094610393047333, "m": 1.0 }, { "p": 0.010982384905219078, "m": 1.0 }, { "p": 0.05409311130642891, "m": 1.0 }, { "p": 0.03856000676751137, "m": 1.0 }, { "p": 0.08230455219745636, "m": 1.0 }, { "p": 0.08428084850311279, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.05456199496984482, "m": 1.0 }, { "p": 0.07216114550828934, "m": 1.0 }, { "p": 0.15877948701381683, "m": 1.0 }, { "p": 0.06003700941801071, "m": 1.0 }, { "p": 0.09200543910264969, "m": 1.0 }, { "p": 0.1532198190689087, "m": 1.0 }, { "p": 0.028068076819181442, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 0.871978223323822, "val_loss": 0.6579060554504395, "acc": 71.49, "time": 87.61519480403513, "param": [ { "p": 0.09256564825773239, "m": 1.0 }, { "p": 0.012921559624373913, "m": 1.0 }, { "p": 0.05593131110072136, "m": 1.0 }, { "p": 0.049901701509952545, "m": 1.0 }, { "p": 0.0678827166557312, "m": 1.0 }, { "p": 0.10731016099452972, "m": 1.0 }, { "p": 0.009080362506210804, "m": 1.0 }, { "p": 0.06617927551269531, "m": 1.0 }, { "p": 0.06395286321640015, "m": 1.0 }, { "p": 0.15069109201431274, "m": 1.0 }, { "p": 0.05618030205368996, "m": 1.0 }, { "p": 0.0967153012752533, "m": 1.0 }, { "p": 0.1429816484451294, "m": 1.0 }, { "p": 0.027706043794751167, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 1.0009121894836426, "val_loss": 0.8678988814353943, "acc": 71.06, "time": 90.45333549706265, "param": [ { "p": 0.08469551801681519, "m": 1.0 }, { "p": 0.020537061616778374, "m": 1.0 }, { "p": 0.06163531914353371, "m": 1.0 }, { "p": 0.06539934873580933, "m": 1.0 }, { "p": 0.056981511414051056, "m": 1.0 }, { "p": 0.09936768561601639, "m": 1.0 }, { "p": 0.026974119246006012, "m": 1.0 }, { "p": 0.0722615048289299, "m": 1.0 }, { "p": 0.060366563498973846, "m": 1.0 }, { "p": 0.1188039779663086, "m": 1.0 }, { "p": 0.06803330034017563, "m": 1.0 }, { "p": 0.10260175168514252, "m": 1.0 }, { "p": 0.13132727146148682, "m": 1.0 }, { "p": 0.031015124171972275, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 0.9796751737594604, "val_loss": 0.8402353525161743, "acc": 71.19, "time": 99.99333133897744, "param": [ { "p": 0.08356340229511261, "m": 1.0 }, { "p": 0.012667934410274029, "m": 1.0 }, { "p": 0.062014929950237274, "m": 1.0 }, { "p": 0.061846207827329636, "m": 1.0 }, { "p": 0.07209668308496475, "m": 1.0 }, { "p": 0.09272532165050507, "m": 1.0 }, { "p": 0.035404328256845474, "m": 1.0 }, { "p": 0.07872416079044342, "m": 1.0 }, { "p": 0.049131348729133606, "m": 1.0 }, { "p": 0.11926817148923874, "m": 1.0 }, { "p": 0.07991451770067215, "m": 1.0 }, { "p": 0.10600476711988449, "m": 1.0 }, { "p": 0.11694366484880447, "m": 1.0 }, { "p": 0.029694540426135063, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 0.9114529490470886, "val_loss": 0.8621368408203125, "acc": 72.05, "time": 92.02250323095359, "param": [ { "p": 0.08574402332305908, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06789983808994293, "m": 1.0 }, { "p": 0.04522881284356117, "m": 1.0 }, { "p": 0.07940523326396942, "m": 1.0 }, { "p": 0.09245117753744125, "m": 1.0 }, { "p": 0.04063751548528671, "m": 1.0 }, { "p": 0.08063763380050659, "m": 1.0 }, { "p": 0.05224529653787613, "m": 1.0 }, { "p": 0.11935045570135117, "m": 1.0 }, { "p": 0.07256393134593964, "m": 1.0 }, { "p": 0.1140691265463829, "m": 1.0 }, { "p": 0.10898364335298538, "m": 1.0 }, { "p": 0.040783219039440155, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 1.119437336921692, "val_loss": 0.9520295262336731, "acc": 70.88, "time": 88.66308327391744, "param": [ { "p": 0.08947692066431046, "m": 1.0 }, { "p": 0.001575361704453826, "m": 1.0 }, { "p": 0.07921581715345383, "m": 1.0 }, { "p": 0.04279479384422302, "m": 1.0 }, { "p": 0.07342781126499176, "m": 1.0 }, { "p": 0.09254312515258789, "m": 1.0 }, { "p": 0.040415290743112564, "m": 1.0 }, { "p": 0.08822076767683029, "m": 1.0 }, { "p": 0.07045167684555054, "m": 1.0 }, { "p": 0.1020316556096077, "m": 1.0 }, { "p": 0.05834796279668808, "m": 1.0 }, { "p": 0.09954147785902023, "m": 1.0 }, { "p": 0.09706902503967285, "m": 1.0 }, { "p": 0.06488827615976334, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 0.8102273941040039, "val_loss": 0.8034328818321228, "acc": 71.79, "time": 85.91459961305372, "param": [ { "p": 0.08543650805950165, "m": 1.0 }, { "p": 0.0029256639536470175, "m": 1.0 }, { "p": 0.08806547522544861, "m": 1.0 }, { "p": 0.04455147683620453, "m": 1.0 }, { "p": 0.07447925209999084, "m": 1.0 }, { "p": 0.0856507271528244, "m": 1.0 }, { "p": 0.03999036177992821, "m": 1.0 }, { "p": 0.09502851963043213, "m": 1.0 }, { "p": 0.07624703645706177, "m": 1.0 }, { "p": 0.09226573258638382, "m": 1.0 }, { "p": 0.04508528485894203, "m": 1.0 }, { "p": 0.09864938259124756, "m": 1.0 }, { "p": 0.09441812336444855, "m": 1.0 }, { "p": 0.07720643281936646, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 0.9173745512962341, "val_loss": 0.7662712335586548, "acc": 71.63, "time": 83.28148201387376, "param": [ { "p": 0.08358073234558105, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09485695511102676, "m": 1.0 }, { "p": 0.04112549126148224, "m": 1.0 }, { "p": 0.0716874897480011, "m": 1.0 }, { "p": 0.0827731341123581, "m": 1.0 }, { "p": 0.03483060002326965, "m": 1.0 }, { "p": 0.10923074185848236, "m": 1.0 }, { "p": 0.06445383280515671, "m": 1.0 }, { "p": 0.10326385498046875, "m": 1.0 }, { "p": 0.032849714159965515, "m": 1.0 }, { "p": 0.09851568192243576, "m": 1.0 }, { "p": 0.10927017033100128, "m": 1.0 }, { "p": 0.0735616683959961, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 1.0684499740600586, "val_loss": 0.8109704852104187, "acc": 72.07, "time": 86.96734406915493, "param": [ { "p": 0.07036066800355911, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09987857192754745, "m": 1.0 }, { "p": 0.03820139169692993, "m": 1.0 }, { "p": 0.061185695230960846, "m": 1.0 }, { "p": 0.08061054348945618, "m": 1.0 }, { "p": 0.03143035247921944, "m": 1.0 }, { "p": 0.12310244888067245, "m": 1.0 }, { "p": 0.06772211194038391, "m": 1.0 }, { "p": 0.11368503421545029, "m": 1.0 }, { "p": 0.027345770969986916, "m": 1.0 }, { "p": 0.08893099427223206, "m": 1.0 }, { "p": 0.12274055182933807, "m": 1.0 }, { "p": 0.07480581104755402, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 0.9687917232513428, "val_loss": 0.8504456877708435, "acc": 71.87, "time": 92.56688723596744, "param": [ { "p": 0.07392016798257828, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10192230343818665, "m": 1.0 }, { "p": 0.02106464095413685, "m": 1.0 }, { "p": 0.05269157513976097, "m": 1.0 }, { "p": 0.0969332903623581, "m": 1.0 }, { "p": 0.04541226103901863, "m": 1.0 }, { "p": 0.1295495331287384, "m": 1.0 }, { "p": 0.06701646745204926, "m": 1.0 }, { "p": 0.10552295297384262, "m": 1.0 }, { "p": 0.024198612198233604, "m": 1.0 }, { "p": 0.08456375449895859, "m": 1.0 }, { "p": 0.12438464909791946, "m": 1.0 }, { "p": 0.07281985133886337, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 0.9177595376968384, "val_loss": 0.8517298698425293, "acc": 72.15, "time": 82.72482474008575, "param": [ { "p": 0.07686355710029602, "m": 1.0 }, { "p": 0.0030264188535511494, "m": 1.0 }, { "p": 0.11444392055273056, "m": 1.0 }, { "p": 0.02402244322001934, "m": 1.0 }, { "p": 0.05185669660568237, "m": 1.0 }, { "p": 0.10450153052806854, "m": 1.0 }, { "p": 0.08856488019227982, "m": 1.0 }, { "p": 0.11311846226453781, "m": 1.0 }, { "p": 0.053247299045324326, "m": 1.0 }, { "p": 0.08369571715593338, "m": 1.0 }, { "p": 0.017566271126270294, "m": 1.0 }, { "p": 0.08364811539649963, "m": 1.0 }, { "p": 0.12475325912237167, "m": 1.0 }, { "p": 0.06069149821996689, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 0.9546908140182495, "val_loss": 0.9317620992660522, "acc": 71.35, "time": 84.86623810697347, "param": [ { "p": 0.08283581584692001, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.13214364647865295, "m": 1.0 }, { "p": 0.021814582869410515, "m": 1.0 }, { "p": 0.054571881890296936, "m": 1.0 }, { "p": 0.10125447809696198, "m": 1.0 }, { "p": 0.09326597303152084, "m": 1.0 }, { "p": 0.10355659574270248, "m": 1.0 }, { "p": 0.05160230025649071, "m": 1.0 }, { "p": 0.07139597833156586, "m": 1.0 }, { "p": 0.0315498486161232, "m": 1.0 }, { "p": 0.07484784722328186, "m": 1.0 }, { "p": 0.12557099759578705, "m": 1.0 }, { "p": 0.05559004098176956, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 0.9709458947181702, "val_loss": 0.7473239898681641, "acc": 71.46, "time": 89.83132411190309, "param": [ { "p": 0.09953798353672028, "m": 1.0 }, { "p": 0.0004942130181007087, "m": 1.0 }, { "p": 0.14479969441890717, "m": 1.0 }, { "p": 0.03332362696528435, "m": 1.0 }, { "p": 0.0536603219807148, "m": 1.0 }, { "p": 0.1036667600274086, "m": 1.0 }, { "p": 0.0856928899884224, "m": 1.0 }, { "p": 0.09188864380121231, "m": 1.0 }, { "p": 0.048639945685863495, "m": 1.0 }, { "p": 0.056749377399683, "m": 1.0 }, { "p": 0.03373485431075096, "m": 1.0 }, { "p": 0.07376320660114288, "m": 1.0 }, { "p": 0.12530988454818726, "m": 1.0 }, { "p": 0.04873863235116005, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 0.8061138987541199, "val_loss": 0.9158267974853516, "acc": 71.54, "time": 84.42342205392197, "param": [ { "p": 0.1082681268453598, "m": 1.0 }, { "p": 0.004454867914319038, "m": 1.0 }, { "p": 0.15246830880641937, "m": 1.0 }, { "p": 0.019474124535918236, "m": 1.0 }, { "p": 0.057815298438072205, "m": 1.0 }, { "p": 0.1051349937915802, "m": 1.0 }, { "p": 0.08124634623527527, "m": 1.0 }, { "p": 0.08165799081325531, "m": 1.0 }, { "p": 0.04877083748579025, "m": 1.0 }, { "p": 0.06329630315303802, "m": 1.0 }, { "p": 0.02489885874092579, "m": 1.0 }, { "p": 0.06408648192882538, "m": 1.0 }, { "p": 0.12700586020946503, "m": 1.0 }, { "p": 0.06142153590917587, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 1.037811040878296, "val_loss": 0.7578178644180298, "acc": 71.67, "time": 89.56025970517658, "param": [ { "p": 0.11000829935073853, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.18890009820461273, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04006698355078697, "m": 1.0 }, { "p": 0.13249602913856506, "m": 1.0 }, { "p": 0.081622414290905, "m": 1.0 }, { "p": 0.07774976640939713, "m": 1.0 }, { "p": 0.03500303998589516, "m": 1.0 }, { "p": 0.0687054842710495, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04896111786365509, "m": 1.0 }, { "p": 0.1505545675754547, "m": 1.0 }, { "p": 0.06593211740255356, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 0.7681109309196472, "val_loss": 0.8465610146522522, "acc": 70.51, "time": 85.0415429819841, "param": [ { "p": 0.12520425021648407, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.26367244124412537, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.004616375081241131, "m": 1.0 }, { "p": 0.18109264969825745, "m": 1.0 }, { "p": 0.06026441603899002, "m": 1.0 }, { "p": 0.06458237767219543, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.05407153442502022, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.013529947027564049, "m": 1.0 }, { "p": 0.18805621564388275, "m": 1.0 }, { "p": 0.04490981623530388, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 1.1372705698013306, "val_loss": 0.69795823097229, "acc": 71.77, "time": 85.21037412714213, "param": [ { "p": 0.15896233916282654, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.2948471009731293, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.002129539381712675, "m": 1.0 }, { "p": 0.1788242906332016, "m": 1.0 }, { "p": 0.057827968150377274, "m": 1.0 }, { "p": 0.03418857976794243, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.03519183769822121, "m": 1.0 }, { "p": 0.0014374280581250787, "m": 1.0 }, { "p": 0.0006809302140027285, "m": 1.0 }, { "p": 0.19453608989715576, "m": 1.0 }, { "p": 0.04137391597032547, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 0.7321325540542603, "val_loss": 0.7687351703643799, "acc": 71.19, "time": 83.1676451168023, "param": [ { "p": 0.16568318009376526, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.2813129425048828, "m": 1.0 }, { "p": 0.0066459872759878635, "m": 1.0 }, { "p": 0.0035278284922242165, "m": 1.0 }, { "p": 0.1584663987159729, "m": 1.0 }, { "p": 0.08051250874996185, "m": 1.0 }, { "p": 0.03440239652991295, "m": 1.0 }, { "p": 0.0018454217351973057, "m": 1.0 }, { "p": 0.018999682739377022, "m": 1.0 }, { "p": 0.012324155308306217, "m": 1.0 }, { "p": 0.0038146874867379665, "m": 1.0 }, { "p": 0.18099533021450043, "m": 1.0 }, { "p": 0.051469430327415466, "m": 1.0 } ] }, { "epoch": 104, "train_loss": 0.8766953945159912, "val_loss": 0.7783411741256714, "acc": 72.84, "time": 95.80753881204873, "param": [ { "p": 0.137196883559227, "m": 1.0 }, { "p": 2.4083679818431847e-05, "m": 1.0 }, { "p": 0.22511763870716095, "m": 1.0 }, { "p": 0.02963152714073658, "m": 1.0 }, { "p": 0.011788839474320412, "m": 1.0 }, { "p": 0.134688138961792, "m": 1.0 }, { "p": 0.09001076221466064, "m": 1.0 }, { "p": 0.034616824239492416, "m": 1.0 }, { "p": 0.018884195014834404, "m": 1.0 }, { "p": 0.035004690289497375, "m": 1.0 }, { "p": 0.033611975610256195, "m": 1.0 }, { "p": 0.02787885069847107, "m": 1.0 }, { "p": 0.15407373011112213, "m": 1.0 }, { "p": 0.06747174263000488, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 1.0523985624313354, "val_loss": 0.7475576996803284, "acc": 71.8, "time": 84.47632851707749, "param": [ { "p": 0.11098752170801163, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.18836268782615662, "m": 1.0 }, { "p": 0.04007277637720108, "m": 1.0 }, { "p": 0.01960858888924122, "m": 1.0 }, { "p": 0.13138248026371002, "m": 1.0 }, { "p": 0.08676199615001678, "m": 1.0 }, { "p": 0.034438055008649826, "m": 1.0 }, { "p": 0.028727564960718155, "m": 1.0 }, { "p": 0.05478335916996002, "m": 1.0 }, { "p": 0.04901530221104622, "m": 1.0 }, { "p": 0.03683432191610336, "m": 1.0 }, { "p": 0.1486014723777771, "m": 1.0 }, { "p": 0.07042385637760162, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 0.8362844586372375, "val_loss": 0.8025330901145935, "acc": 72.33, "time": 88.11798528092913, "param": [ { "p": 0.10093390196561813, "m": 1.0 }, { "p": 0.005724398419260979, "m": 1.0 }, { "p": 0.16235077381134033, "m": 1.0 }, { "p": 0.04438669607043266, "m": 1.0 }, { "p": 0.01954716071486473, "m": 1.0 }, { "p": 0.12570509314537048, "m": 1.0 }, { "p": 0.0893792137503624, "m": 1.0 }, { "p": 0.04057041555643082, "m": 1.0 }, { "p": 0.030486514791846275, "m": 1.0 }, { "p": 0.05721300467848778, "m": 1.0 }, { "p": 0.05303172022104263, "m": 1.0 }, { "p": 0.05163687840104103, "m": 1.0 }, { "p": 0.13983260095119476, "m": 1.0 }, { "p": 0.07920164614915848, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 0.9693522453308105, "val_loss": 0.8268560767173767, "acc": 72.12, "time": 85.97041922085918, "param": [ { "p": 0.1032252088189125, "m": 1.0 }, { "p": 0.007025341037660837, "m": 1.0 }, { "p": 0.1410892754793167, "m": 1.0 }, { "p": 0.03762851655483246, "m": 1.0 }, { "p": 0.03344738483428955, "m": 1.0 }, { "p": 0.1163177564740181, "m": 1.0 }, { "p": 0.08195191621780396, "m": 1.0 }, { "p": 0.048577770590782166, "m": 1.0 }, { "p": 0.04408058896660805, "m": 1.0 }, { "p": 0.05387239530682564, "m": 1.0 }, { "p": 0.05888380482792854, "m": 1.0 }, { "p": 0.07151956856250763, "m": 1.0 }, { "p": 0.13637159764766693, "m": 1.0 }, { "p": 0.06600888818502426, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 0.9694405794143677, "val_loss": 0.8864907622337341, "acc": 71.73, "time": 83.26695612212643, "param": [ { "p": 0.10656363517045975, "m": 1.0 }, { "p": 0.010033897124230862, "m": 1.0 }, { "p": 0.1253109723329544, "m": 1.0 }, { "p": 0.038120001554489136, "m": 1.0 }, { "p": 0.04044739529490471, "m": 1.0 }, { "p": 0.12393314391374588, "m": 1.0 }, { "p": 0.07012609392404556, "m": 1.0 }, { "p": 0.06506576389074326, "m": 1.0 }, { "p": 0.05596964433789253, "m": 1.0 }, { "p": 0.04126256704330444, "m": 1.0 }, { "p": 0.0558701790869236, "m": 1.0 }, { "p": 0.07483621686697006, "m": 1.0 }, { "p": 0.13628853857517242, "m": 1.0 }, { "p": 0.05617189407348633, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 0.9686827063560486, "val_loss": 0.8245417475700378, "acc": 72.13, "time": 82.65306126489304, "param": [ { "p": 0.11749189347028732, "m": 1.0 }, { "p": 0.018940726295113564, "m": 1.0 }, { "p": 0.12435708940029144, "m": 1.0 }, { "p": 0.0430389903485775, "m": 1.0 }, { "p": 0.05665918067097664, "m": 1.0 }, { "p": 0.13231711089611053, "m": 1.0 }, { "p": 0.04843802750110626, "m": 1.0 }, { "p": 0.08259476721286774, "m": 1.0 }, { "p": 0.051073476672172546, "m": 1.0 }, { "p": 0.03859230503439903, "m": 1.0 }, { "p": 0.04681308940052986, "m": 1.0 }, { "p": 0.07267387211322784, "m": 1.0 }, { "p": 0.1207149475812912, "m": 1.0 }, { "p": 0.046294551342725754, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 0.9011680483818054, "val_loss": 0.8743125200271606, "acc": 71.46, "time": 93.7801706099417, "param": [ { "p": 0.10910070687532425, "m": 1.0 }, { "p": 0.025862177833914757, "m": 1.0 }, { "p": 0.11880505830049515, "m": 1.0 }, { "p": 0.044118478894233704, "m": 1.0 }, { "p": 0.06572508066892624, "m": 1.0 }, { "p": 0.13041116297245026, "m": 1.0 }, { "p": 0.0466981902718544, "m": 1.0 }, { "p": 0.08935553580522537, "m": 1.0 }, { "p": 0.05596902593970299, "m": 1.0 }, { "p": 0.055372778326272964, "m": 1.0 }, { "p": 0.04097611457109451, "m": 1.0 }, { "p": 0.06837473809719086, "m": 1.0 }, { "p": 0.10286331176757812, "m": 1.0 }, { "p": 0.04636768251657486, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 1.0541057586669922, "val_loss": 0.849894106388092, "acc": 72.17, "time": 96.90080460486934, "param": [ { "p": 0.09941811859607697, "m": 1.0 }, { "p": 0.019029131159186363, "m": 1.0 }, { "p": 0.1200675293803215, "m": 1.0 }, { "p": 0.04535214230418205, "m": 1.0 }, { "p": 0.05383526161313057, "m": 1.0 }, { "p": 0.12885189056396484, "m": 1.0 }, { "p": 0.045220375061035156, "m": 1.0 }, { "p": 0.08824998885393143, "m": 1.0 }, { "p": 0.06825467944145203, "m": 1.0 }, { "p": 0.060816869139671326, "m": 1.0 }, { "p": 0.04661206528544426, "m": 1.0 }, { "p": 0.07260145246982574, "m": 1.0 }, { "p": 0.10793034732341766, "m": 1.0 }, { "p": 0.04376009851694107, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 0.7514327764511108, "val_loss": 0.8548110723495483, "acc": 71.79, "time": 89.73070776602253, "param": [ { "p": 0.09235134720802307, "m": 1.0 }, { "p": 0.008507217280566692, "m": 1.0 }, { "p": 0.11610516160726547, "m": 1.0 }, { "p": 0.054326847195625305, "m": 1.0 }, { "p": 0.04255842790007591, "m": 1.0 }, { "p": 0.12991373240947723, "m": 1.0 }, { "p": 0.04131041094660759, "m": 1.0 }, { "p": 0.08186767995357513, "m": 1.0 }, { "p": 0.08283679932355881, "m": 1.0 }, { "p": 0.06322216242551804, "m": 1.0 }, { "p": 0.03595339506864548, "m": 1.0 }, { "p": 0.09219252318143845, "m": 1.0 }, { "p": 0.1072019413113594, "m": 1.0 }, { "p": 0.051652342081069946, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 0.7898353934288025, "val_loss": 0.7108833193778992, "acc": 72.46, "time": 88.14417884685099, "param": [ { "p": 0.08650092035531998, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1243772879242897, "m": 1.0 }, { "p": 0.06387431919574738, "m": 1.0 }, { "p": 0.03274662420153618, "m": 1.0 }, { "p": 0.1410994678735733, "m": 1.0 }, { "p": 0.022334041073918343, "m": 1.0 }, { "p": 0.09938930720090866, "m": 1.0 }, { "p": 0.0782894566655159, "m": 1.0 }, { "p": 0.05903145298361778, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10443008691072464, "m": 1.0 }, { "p": 0.1193525418639183, "m": 1.0 }, { "p": 0.06857454031705856, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 1.0481559038162231, "val_loss": 0.8083848357200623, "acc": 71.97, "time": 96.72159208590165, "param": [ { "p": 0.09137465804815292, "m": 1.0 }, { "p": 0.000675995135679841, "m": 1.0 }, { "p": 0.11215688288211823, "m": 1.0 }, { "p": 0.051159847527742386, "m": 1.0 }, { "p": 0.03751859441399574, "m": 1.0 }, { "p": 0.14057357609272003, "m": 1.0 }, { "p": 0.016920384019613266, "m": 1.0 }, { "p": 0.09578169882297516, "m": 1.0 }, { "p": 0.061857398599386215, "m": 1.0 }, { "p": 0.06461959332227707, "m": 1.0 }, { "p": 0.00047286422341130674, "m": 1.0 }, { "p": 0.11689813435077667, "m": 1.0 }, { "p": 0.1377011388540268, "m": 1.0 }, { "p": 0.07228924334049225, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 1.010395884513855, "val_loss": 0.793070912361145, "acc": 72.05, "time": 84.51422487013042, "param": [ { "p": 0.10639224946498871, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09809560328722, "m": 1.0 }, { "p": 0.03500986099243164, "m": 1.0 }, { "p": 0.05089319124817848, "m": 1.0 }, { "p": 0.12124258279800415, "m": 1.0 }, { "p": 0.03450827673077583, "m": 1.0 }, { "p": 0.08871694654226303, "m": 1.0 }, { "p": 0.05302752926945686, "m": 1.0 }, { "p": 0.08509454876184464, "m": 1.0 }, { "p": 0.008677778765559196, "m": 1.0 }, { "p": 0.11122272163629532, "m": 1.0 }, { "p": 0.1449984461069107, "m": 1.0 }, { "p": 0.062120214104652405, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 0.9893050193786621, "val_loss": 0.7128584980964661, "acc": 73.35, "time": 95.49519659299403, "param": [ { "p": 0.1292170286178589, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08517715334892273, "m": 1.0 }, { "p": 0.02994004264473915, "m": 1.0 }, { "p": 0.03822888061404228, "m": 1.0 }, { "p": 0.10958971083164215, "m": 1.0 }, { "p": 0.035990964621305466, "m": 1.0 }, { "p": 0.08517146855592728, "m": 1.0 }, { "p": 0.03752709552645683, "m": 1.0 }, { "p": 0.0831129252910614, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12450969964265823, "m": 1.0 }, { "p": 0.17260578274726868, "m": 1.0 }, { "p": 0.06892924010753632, "m": 1.0 } ] }, { "epoch": 117, "train_loss": 0.8909841775894165, "val_loss": 0.8741989135742188, "acc": 72.55, "time": 86.12949882005341, "param": [ { "p": 0.15736407041549683, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0795104131102562, "m": 1.0 }, { "p": 0.022814029827713966, "m": 1.0 }, { "p": 0.021080879494547844, "m": 1.0 }, { "p": 0.10262781381607056, "m": 1.0 }, { "p": 0.02046860381960869, "m": 1.0 }, { "p": 0.08983150869607925, "m": 1.0 }, { "p": 0.020651821047067642, "m": 1.0 }, { "p": 0.07238385081291199, "m": 1.0 }, { "p": 0.004583616275340319, "m": 1.0 }, { "p": 0.13896076381206512, "m": 1.0 }, { "p": 0.1881525218486786, "m": 1.0 }, { "p": 0.08157017081975937, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 1.1499937772750854, "val_loss": 0.8463741540908813, "acc": 72.36, "time": 88.79574137600139, "param": [ { "p": 0.16684676706790924, "m": 1.0 }, { "p": 0.0032743550837039948, "m": 1.0 }, { "p": 0.07084627449512482, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.01876409910619259, "m": 1.0 }, { "p": 0.0986846312880516, "m": 1.0 }, { "p": 0.009555557742714882, "m": 1.0 }, { "p": 0.09717529267072678, "m": 1.0 }, { "p": 0.0092861857265234, "m": 1.0 }, { "p": 0.0647762268781662, "m": 1.0 }, { "p": 0.021020732820034027, "m": 1.0 }, { "p": 0.14825543761253357, "m": 1.0 }, { "p": 0.19003993272781372, "m": 1.0 }, { "p": 0.10147445648908615, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 1.005977749824524, "val_loss": 0.822877824306488, "acc": 71.71, "time": 93.11336591700092, "param": [ { "p": 0.18539121747016907, "m": 1.0 }, { "p": 0.0006373492651619017, "m": 1.0 }, { "p": 0.06718409061431885, "m": 1.0 }, { "p": 0.00027084347675554454, "m": 1.0 }, { "p": 0.032023459672927856, "m": 1.0 }, { "p": 0.09538807719945908, "m": 1.0 }, { "p": 0.005020670592784882, "m": 1.0 }, { "p": 0.09567756950855255, "m": 1.0 }, { "p": 0.0002583678287919611, "m": 1.0 }, { "p": 0.048930682241916656, "m": 1.0 }, { "p": 0.012535185553133488, "m": 1.0 }, { "p": 0.1515897810459137, "m": 1.0 }, { "p": 0.20395435392856598, "m": 1.0 }, { "p": 0.10113825649023056, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 0.7722618579864502, "val_loss": 0.8314222693443298, "acc": 73.18, "time": 91.20903360983357, "param": [ { "p": 0.1825278401374817, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06700660288333893, "m": 1.0 }, { "p": 0.015316159464418888, "m": 1.0 }, { "p": 0.04598946496844292, "m": 1.0 }, { "p": 0.09068270772695541, "m": 1.0 }, { "p": 0.012230224907398224, "m": 1.0 }, { "p": 0.09242988377809525, "m": 1.0 }, { "p": 0.019907204434275627, "m": 1.0 }, { "p": 0.040193360298871994, "m": 1.0 }, { "p": 0.015076659619808197, "m": 1.0 }, { "p": 0.14098788797855377, "m": 1.0 }, { "p": 0.18399594724178314, "m": 1.0 }, { "p": 0.09365609288215637, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 0.9506030082702637, "val_loss": 0.8567533493041992, "acc": 73.43, "time": 85.0694408880081, "param": [ { "p": 0.1780557781457901, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07412736117839813, "m": 1.0 }, { "p": 0.007802559528499842, "m": 1.0 }, { "p": 0.04176756367087364, "m": 1.0 }, { "p": 0.11053329706192017, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08245053887367249, "m": 1.0 }, { "p": 0.040053948760032654, "m": 1.0 }, { "p": 0.0454326830804348, "m": 1.0 }, { "p": 0.02170490100979805, "m": 1.0 }, { "p": 0.12659837305545807, "m": 1.0 }, { "p": 0.1837693303823471, "m": 1.0 }, { "p": 0.087703637778759, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 0.7757969498634338, "val_loss": 0.9394063353538513, "acc": 72.12, "time": 89.10463156388141, "param": [ { "p": 0.17139746248722076, "m": 1.0 }, { "p": 0.004022562876343727, "m": 1.0 }, { "p": 0.07550480961799622, "m": 1.0 }, { "p": 0.0003997891035396606, "m": 1.0 }, { "p": 0.04224345460534096, "m": 1.0 }, { "p": 0.11797381937503815, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07740229368209839, "m": 1.0 }, { "p": 0.032205648720264435, "m": 1.0 }, { "p": 0.059332866221666336, "m": 1.0 }, { "p": 0.03240186721086502, "m": 1.0 }, { "p": 0.09460297226905823, "m": 1.0 }, { "p": 0.19818998873233795, "m": 1.0 }, { "p": 0.09432245790958405, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 0.7895340323448181, "val_loss": 0.8387472629547119, "acc": 72.91, "time": 89.29476124397479, "param": [ { "p": 0.1521267592906952, "m": 1.0 }, { "p": 0.005429015029221773, "m": 1.0 }, { "p": 0.08299511671066284, "m": 1.0 }, { "p": 7.766033377265558e-05, "m": 1.0 }, { "p": 0.038718994706869125, "m": 1.0 }, { "p": 0.1044149249792099, "m": 1.0 }, { "p": 0.007649836130440235, "m": 1.0 }, { "p": 0.07042046636343002, "m": 1.0 }, { "p": 0.04848386347293854, "m": 1.0 }, { "p": 0.0846724584698677, "m": 1.0 }, { "p": 0.04428223893046379, "m": 1.0 }, { "p": 0.07380874454975128, "m": 1.0 }, { "p": 0.19829538464546204, "m": 1.0 }, { "p": 0.0886245146393776, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 0.8891032338142395, "val_loss": 0.7877848744392395, "acc": 72.22, "time": 94.63850679504685, "param": [ { "p": 0.14284813404083252, "m": 1.0 }, { "p": 0.00029795151203870773, "m": 1.0 }, { "p": 0.08924178779125214, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.048448123037815094, "m": 1.0 }, { "p": 0.11814244091510773, "m": 1.0 }, { "p": 0.005678651388734579, "m": 1.0 }, { "p": 0.05112232640385628, "m": 1.0 }, { "p": 0.043938055634498596, "m": 1.0 }, { "p": 0.0905267521739006, "m": 1.0 }, { "p": 0.0501365028321743, "m": 1.0 }, { "p": 0.06325534731149673, "m": 1.0 }, { "p": 0.21054114401340485, "m": 1.0 }, { "p": 0.08582274615764618, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 0.7172168493270874, "val_loss": 0.7232022881507874, "acc": 72.94, "time": 91.27457763301209, "param": [ { "p": 0.12083511054515839, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09435059875249863, "m": 1.0 }, { "p": 0.0051858010701835155, "m": 1.0 }, { "p": 0.05872393399477005, "m": 1.0 }, { "p": 0.1295565664768219, "m": 1.0 }, { "p": 0.019999096170067787, "m": 1.0 }, { "p": 0.02343529276549816, "m": 1.0 }, { "p": 0.03068714775145054, "m": 1.0 }, { "p": 0.08796650916337967, "m": 1.0 }, { "p": 0.0470782071352005, "m": 1.0 }, { "p": 0.06218325346708298, "m": 1.0 }, { "p": 0.22163107991218567, "m": 1.0 }, { "p": 0.0983673706650734, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 0.6708667874336243, "val_loss": 0.8718286156654358, "acc": 72.54, "time": 98.31447658804245, "param": [ { "p": 0.09360498189926147, "m": 1.0 }, { "p": 0.00031060961191542447, "m": 1.0 }, { "p": 0.09253790974617004, "m": 1.0 }, { "p": 0.018071886152029037, "m": 1.0 }, { "p": 0.0635131448507309, "m": 1.0 }, { "p": 0.13499273359775543, "m": 1.0 }, { "p": 0.054722368717193604, "m": 1.0 }, { "p": 0.015313446521759033, "m": 1.0 }, { "p": 0.04133264347910881, "m": 1.0 }, { "p": 0.0596589632332325, "m": 1.0 }, { "p": 0.05361173674464226, "m": 1.0 }, { "p": 0.08446040749549866, "m": 1.0 }, { "p": 0.19531819224357605, "m": 1.0 }, { "p": 0.09255091100931168, "m": 1.0 } ] }, { "epoch": 127, "train_loss": 0.5897844433784485, "val_loss": 0.7462990283966064, "acc": 73.91, "time": 97.32849439186975, "param": [ { "p": 0.1001497432589531, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10175903141498566, "m": 1.0 }, { "p": 0.02479741722345352, "m": 1.0 }, { "p": 0.06579296290874481, "m": 1.0 }, { "p": 0.15051327645778656, "m": 1.0 }, { "p": 0.06541476398706436, "m": 1.0 }, { "p": 0.013817883096635342, "m": 1.0 }, { "p": 0.03404809162020683, "m": 1.0 }, { "p": 0.05395260825753212, "m": 1.0 }, { "p": 0.05830153822898865, "m": 1.0 }, { "p": 0.08401059359312057, "m": 1.0 }, { "p": 0.16926859319210052, "m": 1.0 }, { "p": 0.07817354798316956, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 1.0177985429763794, "val_loss": 0.8501046299934387, "acc": 72.4, "time": 91.67437405115925, "param": [ { "p": 0.12016593664884567, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.13151781260967255, "m": 1.0 }, { "p": 0.004260191693902016, "m": 1.0 }, { "p": 0.06351442635059357, "m": 1.0 }, { "p": 0.15897443890571594, "m": 1.0 }, { "p": 0.0857660099864006, "m": 1.0 }, { "p": 0.0063457428477704525, "m": 1.0 }, { "p": 0.032321829348802567, "m": 1.0 }, { "p": 0.04611057788133621, "m": 1.0 }, { "p": 0.04831108823418617, "m": 1.0 }, { "p": 0.06807594001293182, "m": 1.0 }, { "p": 0.17520618438720703, "m": 1.0 }, { "p": 0.05942988023161888, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 0.6050079464912415, "val_loss": 0.9084606170654297, "acc": 71.63, "time": 83.59074990008958, "param": [ { "p": 0.10385722666978836, "m": 1.0 }, { "p": 0.020920660346746445, "m": 1.0 }, { "p": 0.12596730887889862, "m": 1.0 }, { "p": 0.02548370510339737, "m": 1.0 }, { "p": 0.060297995805740356, "m": 1.0 }, { "p": 0.13492335379123688, "m": 1.0 }, { "p": 0.08457381278276443, "m": 1.0 }, { "p": 0.021511657163500786, "m": 1.0 }, { "p": 0.04217255488038063, "m": 1.0 }, { "p": 0.040344204753637314, "m": 1.0 }, { "p": 0.0781237930059433, "m": 1.0 }, { "p": 0.0628780722618103, "m": 1.0 }, { "p": 0.1445029228925705, "m": 1.0 }, { "p": 0.05444267392158508, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 0.8025743961334229, "val_loss": 0.7240495085716248, "acc": 73.02, "time": 85.83078506588936, "param": [ { "p": 0.10763116180896759, "m": 1.0 }, { "p": 0.02567589282989502, "m": 1.0 }, { "p": 0.11795391142368317, "m": 1.0 }, { "p": 0.031888697296381, "m": 1.0 }, { "p": 0.05971875414252281, "m": 1.0 }, { "p": 0.11110188066959381, "m": 1.0 }, { "p": 0.08634842187166214, "m": 1.0 }, { "p": 0.02372775971889496, "m": 1.0 }, { "p": 0.06623080372810364, "m": 1.0 }, { "p": 0.037058763206005096, "m": 1.0 }, { "p": 0.09518282115459442, "m": 1.0 }, { "p": 0.056179918348789215, "m": 1.0 }, { "p": 0.1339668184518814, "m": 1.0 }, { "p": 0.04733431339263916, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 0.8768569827079773, "val_loss": 0.6923859119415283, "acc": 73.04, "time": 83.8620434589684, "param": [ { "p": 0.1327916979789734, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10743509232997894, "m": 1.0 }, { "p": 0.0158555768430233, "m": 1.0 }, { "p": 0.06138555333018303, "m": 1.0 }, { "p": 0.11688724160194397, "m": 1.0 }, { "p": 0.07150636613368988, "m": 1.0 }, { "p": 0.023216815665364265, "m": 1.0 }, { "p": 0.07375343143939972, "m": 1.0 }, { "p": 0.04989360272884369, "m": 1.0 }, { "p": 0.11737973242998123, "m": 1.0 }, { "p": 0.06251140683889389, "m": 1.0 }, { "p": 0.153366357088089, "m": 1.0 }, { "p": 0.014017188921570778, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 0.8979277014732361, "val_loss": 0.841717004776001, "acc": 73.5, "time": 83.03733307286166, "param": [ { "p": 0.15825150907039642, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0978032648563385, "m": 1.0 }, { "p": 0.010213308967649937, "m": 1.0 }, { "p": 0.08053093403577805, "m": 1.0 }, { "p": 0.11558349430561066, "m": 1.0 }, { "p": 0.04196865111589432, "m": 1.0 }, { "p": 0.014911525882780552, "m": 1.0 }, { "p": 0.060554180294275284, "m": 1.0 }, { "p": 0.03567800298333168, "m": 1.0 }, { "p": 0.11977863311767578, "m": 1.0 }, { "p": 0.06848850101232529, "m": 1.0 }, { "p": 0.18805795907974243, "m": 1.0 }, { "p": 0.008180039003491402, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 0.77047199010849, "val_loss": 0.7934243679046631, "acc": 73.11, "time": 82.68521106080152, "param": [ { "p": 0.16605360805988312, "m": 1.0 }, { "p": 0.0008111378992907703, "m": 1.0 }, { "p": 0.08537057787179947, "m": 1.0 }, { "p": 0.042870137840509415, "m": 1.0 }, { "p": 0.09471586346626282, "m": 1.0 }, { "p": 0.09368773549795151, "m": 1.0 }, { "p": 0.02833065390586853, "m": 1.0 }, { "p": 0.007357337512075901, "m": 1.0 }, { "p": 0.04031796380877495, "m": 1.0 }, { "p": 0.01627925969660282, "m": 1.0 }, { "p": 0.1098327785730362, "m": 1.0 }, { "p": 0.07137363404035568, "m": 1.0 }, { "p": 0.19344432651996613, "m": 1.0 }, { "p": 0.049554917961359024, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 0.9148188829421997, "val_loss": 0.8350073099136353, "acc": 72.95, "time": 85.24127035588026, "param": [ { "p": 0.15186089277267456, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07405277341604233, "m": 1.0 }, { "p": 0.05096961185336113, "m": 1.0 }, { "p": 0.0975184217095375, "m": 1.0 }, { "p": 0.08504853397607803, "m": 1.0 }, { "p": 0.031461283564567566, "m": 1.0 }, { "p": 0.015032131224870682, "m": 1.0 }, { "p": 0.033749889582395554, "m": 1.0 }, { "p": 0.022455433383584023, "m": 1.0 }, { "p": 0.09659905731678009, "m": 1.0 }, { "p": 0.06611631065607071, "m": 1.0 }, { "p": 0.1861371546983719, "m": 1.0 }, { "p": 0.08899843692779541, "m": 1.0 } ] }, { "epoch": 135, "train_loss": 0.8297106623649597, "val_loss": 0.8829389214515686, "acc": 72.43, "time": 86.13830091198906, "param": [ { "p": 0.14826393127441406, "m": 1.0 }, { "p": 0.0008066557347774506, "m": 1.0 }, { "p": 0.088314950466156, "m": 1.0 }, { "p": 0.06402109563350677, "m": 1.0 }, { "p": 0.08006063848733902, "m": 1.0 }, { "p": 0.07838547974824905, "m": 1.0 }, { "p": 0.025000231340527534, "m": 1.0 }, { "p": 0.009682809934020042, "m": 1.0 }, { "p": 0.034534912556409836, "m": 1.0 }, { "p": 0.01852351613342762, "m": 1.0 }, { "p": 0.10178536921739578, "m": 1.0 }, { "p": 0.06021746248006821, "m": 1.0 }, { "p": 0.17852464318275452, "m": 1.0 }, { "p": 0.11187829822301865, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 0.8629916310310364, "val_loss": 0.9632284641265869, "acc": 72.81, "time": 83.10793678089976, "param": [ { "p": 0.1509696990251541, "m": 1.0 }, { "p": 0.011112034320831299, "m": 1.0 }, { "p": 0.11036364734172821, "m": 1.0 }, { "p": 0.06487073004245758, "m": 1.0 }, { "p": 0.06118149682879448, "m": 1.0 }, { "p": 0.06853147596120834, "m": 1.0 }, { "p": 0.01978248916566372, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.039397239685058594, "m": 1.0 }, { "p": 0.019677478820085526, "m": 1.0 }, { "p": 0.09548582881689072, "m": 1.0 }, { "p": 0.07201370596885681, "m": 1.0 }, { "p": 0.17069999873638153, "m": 1.0 }, { "p": 0.11591418832540512, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 0.8250150680541992, "val_loss": 0.8174692392349243, "acc": 73.25, "time": 85.86417726101354, "param": [ { "p": 0.13857656717300415, "m": 1.0 }, { "p": 0.021584725007414818, "m": 1.0 }, { "p": 0.12201527506113052, "m": 1.0 }, { "p": 0.05905389413237572, "m": 1.0 }, { "p": 0.05750201269984245, "m": 1.0 }, { "p": 0.06829515099525452, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.007904225960373878, "m": 1.0 }, { "p": 0.057982783764600754, "m": 1.0 }, { "p": 0.01684487797319889, "m": 1.0 }, { "p": 0.07475706934928894, "m": 1.0 }, { "p": 0.08822020143270493, "m": 1.0 }, { "p": 0.16388821601867676, "m": 1.0 }, { "p": 0.12337496131658554, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 0.8965511322021484, "val_loss": 0.7595607042312622, "acc": 73.3, "time": 91.6093277418986, "param": [ { "p": 0.15854479372501373, "m": 1.0 }, { "p": 0.01295966375619173, "m": 1.0 }, { "p": 0.11855625361204147, "m": 1.0 }, { "p": 0.05966934189200401, "m": 1.0 }, { "p": 0.05254068225622177, "m": 1.0 }, { "p": 0.05516492947936058, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.027709217742085457, "m": 1.0 }, { "p": 0.04958418011665344, "m": 1.0 }, { "p": 0.0022963581141084433, "m": 1.0 }, { "p": 0.07460403442382812, "m": 1.0 }, { "p": 0.07957827299833298, "m": 1.0 }, { "p": 0.18406106531620026, "m": 1.0 }, { "p": 0.12473119050264359, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 0.799763560295105, "val_loss": 0.8336923122406006, "acc": 72.09, "time": 95.19341112999246, "param": [ { "p": 0.13898546993732452, "m": 1.0 }, { "p": 0.03378148004412651, "m": 1.0 }, { "p": 0.10395005345344543, "m": 1.0 }, { "p": 0.05478404462337494, "m": 1.0 }, { "p": 0.05211105942726135, "m": 1.0 }, { "p": 0.06658194214105606, "m": 1.0 }, { "p": 0.015899376943707466, "m": 1.0 }, { "p": 0.04743080586194992, "m": 1.0 }, { "p": 0.06054064258933067, "m": 1.0 }, { "p": 0.006809310521930456, "m": 1.0 }, { "p": 0.0761411115527153, "m": 1.0 }, { "p": 0.06715326756238937, "m": 1.0 }, { "p": 0.16973108053207397, "m": 1.0 }, { "p": 0.10610032081604004, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 1.1940239667892456, "val_loss": 0.7365932464599609, "acc": 73.15, "time": 89.23069933685474, "param": [ { "p": 0.10592364519834518, "m": 1.0 }, { "p": 0.040096111595630646, "m": 1.0 }, { "p": 0.0911826342344284, "m": 1.0 }, { "p": 0.04437128081917763, "m": 1.0 }, { "p": 0.05573713034391403, "m": 1.0 }, { "p": 0.08652132004499435, "m": 1.0 }, { "p": 0.041115228086709976, "m": 1.0 }, { "p": 0.060643844306468964, "m": 1.0 }, { "p": 0.06574419140815735, "m": 1.0 }, { "p": 0.03981741890311241, "m": 1.0 }, { "p": 0.07964272052049637, "m": 1.0 }, { "p": 0.0730598047375679, "m": 1.0 }, { "p": 0.13583144545555115, "m": 1.0 }, { "p": 0.08031323552131653, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 0.8067138195037842, "val_loss": 0.6999096274375916, "acc": 73.14, "time": 93.28957506408915, "param": [ { "p": 0.09690948575735092, "m": 1.0 }, { "p": 0.032069239765405655, "m": 1.0 }, { "p": 0.09104295074939728, "m": 1.0 }, { "p": 0.03074483945965767, "m": 1.0 }, { "p": 0.06828871369361877, "m": 1.0 }, { "p": 0.10722094029188156, "m": 1.0 }, { "p": 0.05809465050697327, "m": 1.0 }, { "p": 0.06437455117702484, "m": 1.0 }, { "p": 0.06509234011173248, "m": 1.0 }, { "p": 0.060358282178640366, "m": 1.0 }, { "p": 0.06834898889064789, "m": 1.0 }, { "p": 0.058349113911390305, "m": 1.0 }, { "p": 0.12688079476356506, "m": 1.0 }, { "p": 0.07222510129213333, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 0.69387286901474, "val_loss": 0.8258048295974731, "acc": 73.04, "time": 92.05626829410903, "param": [ { "p": 0.09817824512720108, "m": 1.0 }, { "p": 0.02704625390470028, "m": 1.0 }, { "p": 0.09313913434743881, "m": 1.0 }, { "p": 0.0343988798558712, "m": 1.0 }, { "p": 0.08603651076555252, "m": 1.0 }, { "p": 0.13063986599445343, "m": 1.0 }, { "p": 0.06731594353914261, "m": 1.0 }, { "p": 0.060669656842947006, "m": 1.0 }, { "p": 0.05704684928059578, "m": 1.0 }, { "p": 0.061575572937726974, "m": 1.0 }, { "p": 0.0444880947470665, "m": 1.0 }, { "p": 0.0501103438436985, "m": 1.0 }, { "p": 0.1331072896718979, "m": 1.0 }, { "p": 0.056247349828481674, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 0.9493514895439148, "val_loss": 0.8450267314910889, "acc": 73.2, "time": 88.53013412002474, "param": [ { "p": 0.10714955627918243, "m": 1.0 }, { "p": 0.042510416358709335, "m": 1.0 }, { "p": 0.09158775955438614, "m": 1.0 }, { "p": 0.04623827338218689, "m": 1.0 }, { "p": 0.09070896357297897, "m": 1.0 }, { "p": 0.14341507852077484, "m": 1.0 }, { "p": 0.05909965932369232, "m": 1.0 }, { "p": 0.04523738473653793, "m": 1.0 }, { "p": 0.05419578030705452, "m": 1.0 }, { "p": 0.05740180239081383, "m": 1.0 }, { "p": 0.021605484187602997, "m": 1.0 }, { "p": 0.04707677662372589, "m": 1.0 }, { "p": 0.12934166193008423, "m": 1.0 }, { "p": 0.06443139910697937, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 0.868965744972229, "val_loss": 0.7541428208351135, "acc": 72.06, "time": 98.04205401893705, "param": [ { "p": 0.11143966019153595, "m": 1.0 }, { "p": 0.045999616384506226, "m": 1.0 }, { "p": 0.10783415287733078, "m": 1.0 }, { "p": 0.06782916933298111, "m": 1.0 }, { "p": 0.07113033533096313, "m": 1.0 }, { "p": 0.1440267115831375, "m": 1.0 }, { "p": 0.05918601527810097, "m": 1.0 }, { "p": 0.024000829085707664, "m": 1.0 }, { "p": 0.051831021904945374, "m": 1.0 }, { "p": 0.052523620426654816, "m": 1.0 }, { "p": 0.02426609955728054, "m": 1.0 }, { "p": 0.047656115144491196, "m": 1.0 }, { "p": 0.11831191182136536, "m": 1.0 }, { "p": 0.07396478205919266, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 0.7960830330848694, "val_loss": 0.8522301316261292, "acc": 73.84, "time": 99.27550002094358, "param": [ { "p": 0.12234817445278168, "m": 1.0 }, { "p": 0.03201376646757126, "m": 1.0 }, { "p": 0.1245822086930275, "m": 1.0 }, { "p": 0.07374688237905502, "m": 1.0 }, { "p": 0.053757958114147186, "m": 1.0 }, { "p": 0.15286919474601746, "m": 1.0 }, { "p": 0.042634643614292145, "m": 1.0 }, { "p": 0.012287805788218975, "m": 1.0 }, { "p": 0.03892218694090843, "m": 1.0 }, { "p": 0.03893584385514259, "m": 1.0 }, { "p": 0.03788270801305771, "m": 1.0 }, { "p": 0.051608674228191376, "m": 1.0 }, { "p": 0.13944919407367706, "m": 1.0 }, { "p": 0.07896072417497635, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 0.907306432723999, "val_loss": 0.8335923552513123, "acc": 73.38, "time": 90.55841121799313, "param": [ { "p": 0.11841776221990585, "m": 1.0 }, { "p": 0.0315968282520771, "m": 1.0 }, { "p": 0.1452307403087616, "m": 1.0 }, { "p": 0.06771348416805267, "m": 1.0 }, { "p": 0.05780104547739029, "m": 1.0 }, { "p": 0.13964945077896118, "m": 1.0 }, { "p": 0.04173053056001663, "m": 1.0 }, { "p": 0.012800399214029312, "m": 1.0 }, { "p": 0.041612133383750916, "m": 1.0 }, { "p": 0.01622643508017063, "m": 1.0 }, { "p": 0.03887791559100151, "m": 1.0 }, { "p": 0.049004632979631424, "m": 1.0 }, { "p": 0.14173336327075958, "m": 1.0 }, { "p": 0.09760519117116928, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 1.052885890007019, "val_loss": 0.8491035103797913, "acc": 73.04, "time": 83.35362498485483, "param": [ { "p": 0.10252807289361954, "m": 1.0 }, { "p": 0.03327391669154167, "m": 1.0 }, { "p": 0.1546146273612976, "m": 1.0 }, { "p": 0.06288502365350723, "m": 1.0 }, { "p": 0.06484576314687729, "m": 1.0 }, { "p": 0.11969170719385147, "m": 1.0 }, { "p": 0.04827769845724106, "m": 1.0 }, { "p": 0.029553042724728584, "m": 1.0 }, { "p": 0.0557381771504879, "m": 1.0 }, { "p": 0.018544070422649384, "m": 1.0 }, { "p": 0.03946887329220772, "m": 1.0 }, { "p": 0.05588756874203682, "m": 1.0 }, { "p": 0.11514534801244736, "m": 1.0 }, { "p": 0.09954614192247391, "m": 1.0 } ] }, { "epoch": 148, "train_loss": 1.1193896532058716, "val_loss": 0.7262120842933655, "acc": 73.29, "time": 87.27812449494377, "param": [ { "p": 0.09444911032915115, "m": 1.0 }, { "p": 0.03708546236157417, "m": 1.0 }, { "p": 0.138197660446167, "m": 1.0 }, { "p": 0.047090593725442886, "m": 1.0 }, { "p": 0.05665111169219017, "m": 1.0 }, { "p": 0.09661723673343658, "m": 1.0 }, { "p": 0.060250356793403625, "m": 1.0 }, { "p": 0.04480212926864624, "m": 1.0 }, { "p": 0.06633634120225906, "m": 1.0 }, { "p": 0.04260745272040367, "m": 1.0 }, { "p": 0.0582650750875473, "m": 1.0 }, { "p": 0.0633799135684967, "m": 1.0 }, { "p": 0.09992589056491852, "m": 1.0 }, { "p": 0.09434164315462112, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 0.8701865673065186, "val_loss": 0.8595274090766907, "acc": 73.33, "time": 86.6734697050415, "param": [ { "p": 0.08697846531867981, "m": 1.0 }, { "p": 0.05261151120066643, "m": 1.0 }, { "p": 0.11542068421840668, "m": 1.0 }, { "p": 0.05407664552330971, "m": 1.0 }, { "p": 0.043568748980760574, "m": 1.0 }, { "p": 0.0931580513715744, "m": 1.0 }, { "p": 0.06197478249669075, "m": 1.0 }, { "p": 0.05543447658419609, "m": 1.0 }, { "p": 0.06762023270130157, "m": 1.0 }, { "p": 0.06558717787265778, "m": 1.0 }, { "p": 0.07218553125858307, "m": 1.0 }, { "p": 0.07013024389743805, "m": 1.0 }, { "p": 0.08777037262916565, "m": 1.0 }, { "p": 0.07348305732011795, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 0.9387921094894409, "val_loss": 0.8379446268081665, "acc": 73.94, "time": 87.10072508105077, "param": [ { "p": 0.07039482146501541, "m": 1.0 }, { "p": 0.06587763875722885, "m": 1.0 }, { "p": 0.10056807845830917, "m": 1.0 }, { "p": 0.05298106372356415, "m": 1.0 }, { "p": 0.044673651456832886, "m": 1.0 }, { "p": 0.10314888507127762, "m": 1.0 }, { "p": 0.05197715759277344, "m": 1.0 }, { "p": 0.03911154717206955, "m": 1.0 }, { "p": 0.07378680258989334, "m": 1.0 }, { "p": 0.0886489674448967, "m": 1.0 }, { "p": 0.06408784538507462, "m": 1.0 }, { "p": 0.06858710944652557, "m": 1.0 }, { "p": 0.09806501120328903, "m": 1.0 }, { "p": 0.07809145003557205, "m": 1.0 } ] } ] }