{ "Accuracy": 71.73, "Time": [ 70.48016072618154, 4.698132718701891 ], "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 2.1003406047821045, "val_loss": 2.2280032634735107, "acc": 23.62, "time": 65.76584103610367, "param": [ { "p": 0.03771622106432915, "m": 1.0 }, { "p": 0.0373648926615715, "m": 1.0 }, { "p": 0.0791480615735054, "m": 1.0 }, { "p": 0.03159024938941002, "m": 1.0 }, { "p": 0.07301082462072372, "m": 1.0 }, { "p": 0.0857890322804451, "m": 1.0 }, { "p": 0.10587415099143982, "m": 1.0 }, { "p": 0.05181395635008812, "m": 1.0 }, { "p": 0.08747166395187378, "m": 1.0 }, { "p": 0.08460500836372375, "m": 1.0 }, { "p": 0.09219890832901001, "m": 1.0 }, { "p": 0.07731018215417862, "m": 1.0 }, { "p": 0.10560565441846848, "m": 1.0 }, { "p": 0.05050118267536163, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 2.0710904598236084, "val_loss": 1.9776718616485596, "acc": 31.1, "time": 77.96727149980143, "param": [ { "p": 0.0446297749876976, "m": 1.0 }, { "p": 0.025136390700936317, "m": 1.0 }, { "p": 0.10168381035327911, "m": 1.0 }, { "p": 0.05195958539843559, "m": 1.0 }, { "p": 0.10244536399841309, "m": 1.0 }, { "p": 0.06110888719558716, "m": 1.0 }, { "p": 0.09189334511756897, "m": 1.0 }, { "p": 0.06883425265550613, "m": 1.0 }, { "p": 0.06781025975942612, "m": 1.0 }, { "p": 0.10493184626102448, "m": 1.0 }, { "p": 0.042067255824804306, "m": 1.0 }, { "p": 0.07383878529071808, "m": 1.0 }, { "p": 0.12432348728179932, "m": 1.0 }, { "p": 0.0393369197845459, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 1.6706457138061523, "val_loss": 1.7554101943969727, "acc": 36.49, "time": 66.3753228369169, "param": [ { "p": 0.04188425838947296, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10799985378980637, "m": 1.0 }, { "p": 0.07599471509456635, "m": 1.0 }, { "p": 0.14588692784309387, "m": 1.0 }, { "p": 0.026091791689395905, "m": 1.0 }, { "p": 0.08723368495702744, "m": 1.0 }, { "p": 0.08192235231399536, "m": 1.0 }, { "p": 0.05651228129863739, "m": 1.0 }, { "p": 0.12400529533624649, "m": 1.0 }, { "p": 0.003424743888899684, "m": 1.0 }, { "p": 0.08155478537082672, "m": 1.0 }, { "p": 0.15803788602352142, "m": 1.0 }, { "p": 0.009451376274228096, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 1.844438076019287, "val_loss": 1.7000322341918945, "acc": 41.03, "time": 66.40640994301066, "param": [ { "p": 0.058486245572566986, "m": 1.0 }, { "p": 0.0007360843592323363, "m": 1.0 }, { "p": 0.08491198718547821, "m": 1.0 }, { "p": 0.08380629122257233, "m": 1.0 }, { "p": 0.15763738751411438, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08691728860139847, "m": 1.0 }, { "p": 0.1139383465051651, "m": 1.0 }, { "p": 0.03733253851532936, "m": 1.0 }, { "p": 0.1506657600402832, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.05853768438100815, "m": 1.0 }, { "p": 0.16703033447265625, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 1.9429665803909302, "val_loss": 1.5304057598114014, "acc": 41.59, "time": 68.16520990710706, "param": [ { "p": 0.04944634065032005, "m": 1.0 }, { "p": 0.008217270486056805, "m": 1.0 }, { "p": 0.059479594230651855, "m": 1.0 }, { "p": 0.10347776859998703, "m": 1.0 }, { "p": 0.14049038290977478, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10847102850675583, "m": 1.0 }, { "p": 0.1246161237359047, "m": 1.0 }, { "p": 0.03970402479171753, "m": 1.0 }, { "p": 0.13943544030189514, "m": 1.0 }, { "p": 0.0018844911828637123, "m": 1.0 }, { "p": 0.03434902802109718, "m": 1.0 }, { "p": 0.16891224682331085, "m": 1.0 }, { "p": 0.021516185253858566, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 1.7125307321548462, "val_loss": 1.5137121677398682, "acc": 42.85, "time": 65.00069552706555, "param": [ { "p": 0.028240980580449104, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.03404911607503891, "m": 1.0 }, { "p": 0.1386273354291916, "m": 1.0 }, { "p": 0.14096596837043762, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1276005059480667, "m": 1.0 }, { "p": 0.14816150069236755, "m": 1.0 }, { "p": 0.021362848579883575, "m": 1.0 }, { "p": 0.13949577510356903, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.013757461681962013, "m": 1.0 }, { "p": 0.19254373013973236, "m": 1.0 }, { "p": 0.015194782987236977, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 1.5580474138259888, "val_loss": 1.633518934249878, "acc": 45.46, "time": 66.98154796706513, "param": [ { "p": 0.03445591405034065, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.03355935961008072, "m": 1.0 }, { "p": 0.15183109045028687, "m": 1.0 }, { "p": 0.11899728327989578, "m": 1.0 }, { "p": 0.009114997461438179, "m": 1.0 }, { "p": 0.12530966103076935, "m": 1.0 }, { "p": 0.14850470423698425, "m": 1.0 }, { "p": 0.005436675623059273, "m": 1.0 }, { "p": 0.13278363645076752, "m": 1.0 }, { "p": 0.012003006413578987, "m": 1.0 }, { "p": 0.0061873383820056915, "m": 1.0 }, { "p": 0.21257881820201874, "m": 1.0 }, { "p": 0.009237496182322502, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 1.5105211734771729, "val_loss": 1.528282880783081, "acc": 48.41, "time": 74.95050269900821, "param": [ { "p": 0.04097134992480278, "m": 1.0 }, { "p": 0.001838446012698114, "m": 1.0 }, { "p": 0.025141939520835876, "m": 1.0 }, { "p": 0.1498788297176361, "m": 1.0 }, { "p": 0.08830101788043976, "m": 1.0 }, { "p": 0.02555473893880844, "m": 1.0 }, { "p": 0.11152106523513794, "m": 1.0 }, { "p": 0.14217151701450348, "m": 1.0 }, { "p": 0.028328724205493927, "m": 1.0 }, { "p": 0.1215602234005928, "m": 1.0 }, { "p": 0.01967689022421837, "m": 1.0 }, { "p": 0.021633030846714973, "m": 1.0 }, { "p": 0.22342225909233093, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 1.8281419277191162, "val_loss": 1.574774980545044, "acc": 48.86, "time": 76.12732812599279, "param": [ { "p": 0.05471068620681763, "m": 1.0 }, { "p": 0.018912533298134804, "m": 1.0 }, { "p": 0.021452441811561584, "m": 1.0 }, { "p": 0.14629262685775757, "m": 1.0 }, { "p": 0.058122601360082626, "m": 1.0 }, { "p": 0.024905085563659668, "m": 1.0 }, { "p": 0.0954873263835907, "m": 1.0 }, { "p": 0.12334103137254715, "m": 1.0 }, { "p": 0.03984631225466728, "m": 1.0 }, { "p": 0.11116147041320801, "m": 1.0 }, { "p": 0.03279920294880867, "m": 1.0 }, { "p": 0.03525163605809212, "m": 1.0 }, { "p": 0.2253955900669098, "m": 1.0 }, { "p": 0.012321514077484608, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 1.4829342365264893, "val_loss": 1.4044744968414307, "acc": 50.36, "time": 66.44951287005097, "param": [ { "p": 0.07210461795330048, "m": 1.0 }, { "p": 0.061892151832580566, "m": 1.0 }, { "p": 0.04376045614480972, "m": 1.0 }, { "p": 0.11882644146680832, "m": 1.0 }, { "p": 0.05488920211791992, "m": 1.0 }, { "p": 0.0036674465518444777, "m": 1.0 }, { "p": 0.0860636979341507, "m": 1.0 }, { "p": 0.09141969680786133, "m": 1.0 }, { "p": 0.04065313935279846, "m": 1.0 }, { "p": 0.10907326638698578, "m": 1.0 }, { "p": 0.050476375967264175, "m": 1.0 }, { "p": 0.04954078048467636, "m": 1.0 }, { "p": 0.18273772299289703, "m": 1.0 }, { "p": 0.034895025193691254, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 1.3887964487075806, "val_loss": 1.324448823928833, "acc": 52.75, "time": 67.67601528693922, "param": [ { "p": 0.08079878240823746, "m": 1.0 }, { "p": 0.081566222012043, "m": 1.0 }, { "p": 0.05448385328054428, "m": 1.0 }, { "p": 0.1087445616722107, "m": 1.0 }, { "p": 0.040040332823991776, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0904041975736618, "m": 1.0 }, { "p": 0.08262225240468979, "m": 1.0 }, { "p": 0.045815546065568924, "m": 1.0 }, { "p": 0.12195799499750137, "m": 1.0 }, { "p": 0.0454900749027729, "m": 1.0 }, { "p": 0.06707561761140823, "m": 1.0 }, { "p": 0.16309984028339386, "m": 1.0 }, { "p": 0.017900725826621056, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 1.5305498838424683, "val_loss": 1.4106885194778442, "acc": 50.58, "time": 72.27992415591143, "param": [ { "p": 0.09360913187265396, "m": 1.0 }, { "p": 0.07412713766098022, "m": 1.0 }, { "p": 0.0689607709646225, "m": 1.0 }, { "p": 0.10218804329633713, "m": 1.0 }, { "p": 0.02089308574795723, "m": 1.0 }, { "p": 0.004776404704898596, "m": 1.0 }, { "p": 0.1047242283821106, "m": 1.0 }, { "p": 0.07646647840738297, "m": 1.0 }, { "p": 0.057417143136262894, "m": 1.0 }, { "p": 0.13900862634181976, "m": 1.0 }, { "p": 0.04259343445301056, "m": 1.0 }, { "p": 0.07893608510494232, "m": 1.0 }, { "p": 0.13629940152168274, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 1.4602422714233398, "val_loss": 1.3087899684906006, "acc": 52.67, "time": 75.97787826904096, "param": [ { "p": 0.09675135463476181, "m": 1.0 }, { "p": 0.0576687715947628, "m": 1.0 }, { "p": 0.06910175085067749, "m": 1.0 }, { "p": 0.09206584841012955, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.021643348038196564, "m": 1.0 }, { "p": 0.11421799659729004, "m": 1.0 }, { "p": 0.05691482126712799, "m": 1.0 }, { "p": 0.06398562341928482, "m": 1.0 }, { "p": 0.1646706759929657, "m": 1.0 }, { "p": 0.04443523660302162, "m": 1.0 }, { "p": 0.09032914787530899, "m": 1.0 }, { "p": 0.12433330714702606, "m": 1.0 }, { "p": 0.0038820516783744097, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 1.165557861328125, "val_loss": 1.4170717000961304, "acc": 54.01, "time": 76.42268804693595, "param": [ { "p": 0.10644882917404175, "m": 1.0 }, { "p": 0.021315110847353935, "m": 1.0 }, { "p": 0.08191393315792084, "m": 1.0 }, { "p": 0.08538060635328293, "m": 1.0 }, { "p": 0.00035078133805654943, "m": 1.0 }, { "p": 0.015282640233635902, "m": 1.0 }, { "p": 0.11152401566505432, "m": 1.0 }, { "p": 0.03245232626795769, "m": 1.0 }, { "p": 0.06117125600576401, "m": 1.0 }, { "p": 0.18579915165901184, "m": 1.0 }, { "p": 0.057531990110874176, "m": 1.0 }, { "p": 0.09794310480356216, "m": 1.0 }, { "p": 0.11844976246356964, "m": 1.0 }, { "p": 0.024436568841338158, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 1.3360540866851807, "val_loss": 1.1684359312057495, "acc": 55.99, "time": 73.77704117586836, "param": [ { "p": 0.10687132179737091, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10068678855895996, "m": 1.0 }, { "p": 0.08769386261701584, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.006555452942848206, "m": 1.0 }, { "p": 0.10307096689939499, "m": 1.0 }, { "p": 0.01848837547004223, "m": 1.0 }, { "p": 0.06086467206478119, "m": 1.0 }, { "p": 0.18966403603553772, "m": 1.0 }, { "p": 0.06518281996250153, "m": 1.0 }, { "p": 0.10208524018526077, "m": 1.0 }, { "p": 0.12018629163503647, "m": 1.0 }, { "p": 0.03865016624331474, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 1.3467172384262085, "val_loss": 1.230231523513794, "acc": 56.31, "time": 66.71095974789932, "param": [ { "p": 0.10429106652736664, "m": 1.0 }, { "p": 0.004467938095331192, "m": 1.0 }, { "p": 0.11092010140419006, "m": 1.0 }, { "p": 0.09152314066886902, "m": 1.0 }, { "p": 0.0044251433573663235, "m": 1.0 }, { "p": 0.020399458706378937, "m": 1.0 }, { "p": 0.0916404128074646, "m": 1.0 }, { "p": 0.016725581139326096, "m": 1.0 }, { "p": 0.04773096367716789, "m": 1.0 }, { "p": 0.17857252061367035, "m": 1.0 }, { "p": 0.06318272650241852, "m": 1.0 }, { "p": 0.10912220925092697, "m": 1.0 }, { "p": 0.11798673868179321, "m": 1.0 }, { "p": 0.039012063294649124, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 1.5547752380371094, "val_loss": 1.1914852857589722, "acc": 58.81, "time": 67.77730435295962, "param": [ { "p": 0.10384079068899155, "m": 1.0 }, { "p": 0.010788298211991787, "m": 1.0 }, { "p": 0.10483796894550323, "m": 1.0 }, { "p": 0.08825577050447464, "m": 1.0 }, { "p": 0.005345935467630625, "m": 1.0 }, { "p": 0.03510850667953491, "m": 1.0 }, { "p": 0.09220190346240997, "m": 1.0 }, { "p": 0.02694394253194332, "m": 1.0 }, { "p": 0.04740405082702637, "m": 1.0 }, { "p": 0.15352676808834076, "m": 1.0 }, { "p": 0.05292491242289543, "m": 1.0 }, { "p": 0.1105806976556778, "m": 1.0 }, { "p": 0.12210305035114288, "m": 1.0 }, { "p": 0.04613741114735603, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 1.1259535551071167, "val_loss": 1.0845094919204712, "acc": 59.11, "time": 75.44207956502214, "param": [ { "p": 0.11661215871572495, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.11507786065340042, "m": 1.0 }, { "p": 0.07323136180639267, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.02789265289902687, "m": 1.0 }, { "p": 0.07584884762763977, "m": 1.0 }, { "p": 0.0315803587436676, "m": 1.0 }, { "p": 0.0618908628821373, "m": 1.0 }, { "p": 0.15296047925949097, "m": 1.0 }, { "p": 0.026561059057712555, "m": 1.0 }, { "p": 0.12358760833740234, "m": 1.0 }, { "p": 0.1396552473306656, "m": 1.0 }, { "p": 0.05510147660970688, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 1.0733897686004639, "val_loss": 1.0313414335250854, "acc": 60.69, "time": 78.03128010989167, "param": [ { "p": 0.12212109565734863, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.12704519927501678, "m": 1.0 }, { "p": 0.06336293369531631, "m": 1.0 }, { "p": 0.008664922788739204, "m": 1.0 }, { "p": 0.0130227105692029, "m": 1.0 }, { "p": 0.062463775277137756, "m": 1.0 }, { "p": 0.02449788711965084, "m": 1.0 }, { "p": 0.067955881357193, "m": 1.0 }, { "p": 0.14064519107341766, "m": 1.0 }, { "p": 0.01798092946410179, "m": 1.0 }, { "p": 0.14820972084999084, "m": 1.0 }, { "p": 0.14587461948394775, "m": 1.0 }, { "p": 0.058155134320259094, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 1.4108651876449585, "val_loss": 1.1590932607650757, "acc": 59.94, "time": 77.73358888109215, "param": [ { "p": 0.123361736536026, "m": 1.0 }, { "p": 0.0038821015041321516, "m": 1.0 }, { "p": 0.13112682104110718, "m": 1.0 }, { "p": 0.04357624426484108, "m": 1.0 }, { "p": 0.024473289027810097, "m": 1.0 }, { "p": 0.015537519007921219, "m": 1.0 }, { "p": 0.05876730754971504, "m": 1.0 }, { "p": 0.02959550730884075, "m": 1.0 }, { "p": 0.062341611832380295, "m": 1.0 }, { "p": 0.118914395570755, "m": 1.0 }, { "p": 0.03138631209731102, "m": 1.0 }, { "p": 0.14704890549182892, "m": 1.0 }, { "p": 0.14183735847473145, "m": 1.0 }, { "p": 0.06815080344676971, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 1.0392858982086182, "val_loss": 1.0621448755264282, "acc": 62.16, "time": 77.56084932107478, "param": [ { "p": 0.12052953243255615, "m": 1.0 }, { "p": 0.009563850238919258, "m": 1.0 }, { "p": 0.12821078300476074, "m": 1.0 }, { "p": 0.034041572362184525, "m": 1.0 }, { "p": 0.029873928055167198, "m": 1.0 }, { "p": 0.04622453451156616, "m": 1.0 }, { "p": 0.05922027677297592, "m": 1.0 }, { "p": 0.03832476958632469, "m": 1.0 }, { "p": 0.06148853525519371, "m": 1.0 }, { "p": 0.0912821814417839, "m": 1.0 }, { "p": 0.05927368625998497, "m": 1.0 }, { "p": 0.12976089119911194, "m": 1.0 }, { "p": 0.12947194278240204, "m": 1.0 }, { "p": 0.06273357570171356, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 1.1906136274337769, "val_loss": 1.0259175300598145, "acc": 61.82, "time": 66.11822914797813, "param": [ { "p": 0.11770058423280716, "m": 1.0 }, { "p": 0.02012552134692669, "m": 1.0 }, { "p": 0.12669974565505981, "m": 1.0 }, { "p": 0.040833476930856705, "m": 1.0 }, { "p": 0.03231705352663994, "m": 1.0 }, { "p": 0.04921676218509674, "m": 1.0 }, { "p": 0.06527945399284363, "m": 1.0 }, { "p": 0.046785492449998856, "m": 1.0 }, { "p": 0.06137995049357414, "m": 1.0 }, { "p": 0.07300439476966858, "m": 1.0 }, { "p": 0.06499702483415604, "m": 1.0 }, { "p": 0.1204628199338913, "m": 1.0 }, { "p": 0.12004949897527695, "m": 1.0 }, { "p": 0.061148252338171005, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 1.2717726230621338, "val_loss": 1.005061388015747, "acc": 61.38, "time": 65.1550603241194, "param": [ { "p": 0.11211617290973663, "m": 1.0 }, { "p": 0.031048035249114037, "m": 1.0 }, { "p": 0.11699765920639038, "m": 1.0 }, { "p": 0.04194493219256401, "m": 1.0 }, { "p": 0.0397188775241375, "m": 1.0 }, { "p": 0.018354183062911034, "m": 1.0 }, { "p": 0.08586210012435913, "m": 1.0 }, { "p": 0.060329146683216095, "m": 1.0 }, { "p": 0.07056071609258652, "m": 1.0 }, { "p": 0.06233005225658417, "m": 1.0 }, { "p": 0.05425512045621872, "m": 1.0 }, { "p": 0.11651545763015747, "m": 1.0 }, { "p": 0.12446147203445435, "m": 1.0 }, { "p": 0.06550605595111847, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 1.0584973096847534, "val_loss": 1.1086270809173584, "acc": 61.63, "time": 65.71768063516356, "param": [ { "p": 0.12355632334947586, "m": 1.0 }, { "p": 0.03134782984852791, "m": 1.0 }, { "p": 0.1190539300441742, "m": 1.0 }, { "p": 0.040421802550554276, "m": 1.0 }, { "p": 0.027209144085645676, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0777963325381279, "m": 1.0 }, { "p": 0.07284751534461975, "m": 1.0 }, { "p": 0.07509216666221619, "m": 1.0 }, { "p": 0.05545268580317497, "m": 1.0 }, { "p": 0.04427839815616608, "m": 1.0 }, { "p": 0.12367140501737595, "m": 1.0 }, { "p": 0.1512111872434616, "m": 1.0 }, { "p": 0.058061230927705765, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 1.2424466609954834, "val_loss": 1.1013559103012085, "acc": 62.09, "time": 75.22881836397573, "param": [ { "p": 0.1233404278755188, "m": 1.0 }, { "p": 0.04338621720671654, "m": 1.0 }, { "p": 0.11499801278114319, "m": 1.0 }, { "p": 0.050302617251873016, "m": 1.0 }, { "p": 0.014689318835735321, "m": 1.0 }, { "p": 0.00033344715484417975, "m": 1.0 }, { "p": 0.07017595320940018, "m": 1.0 }, { "p": 0.08026503026485443, "m": 1.0 }, { "p": 0.0700022429227829, "m": 1.0 }, { "p": 0.05135544762015343, "m": 1.0 }, { "p": 0.05334432050585747, "m": 1.0 }, { "p": 0.13482879102230072, "m": 1.0 }, { "p": 0.14430151879787445, "m": 1.0 }, { "p": 0.04867667704820633, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 1.0968929529190063, "val_loss": 1.0261821746826172, "acc": 63.62, "time": 67.74609128804877, "param": [ { "p": 0.11300024390220642, "m": 1.0 }, { "p": 0.044153518974781036, "m": 1.0 }, { "p": 0.10611289739608765, "m": 1.0 }, { "p": 0.06920930743217468, "m": 1.0 }, { "p": 0.030157988891005516, "m": 1.0 }, { "p": 0.018616508692502975, "m": 1.0 }, { "p": 0.07511889189481735, "m": 1.0 }, { "p": 0.06917513906955719, "m": 1.0 }, { "p": 0.07611043751239777, "m": 1.0 }, { "p": 0.05216865986585617, "m": 1.0 }, { "p": 0.05208386108279228, "m": 1.0 }, { "p": 0.12596169114112854, "m": 1.0 }, { "p": 0.11980190128087997, "m": 1.0 }, { "p": 0.048328958451747894, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 1.040791392326355, "val_loss": 1.0804599523544312, "acc": 64.07, "time": 74.86798689002171, "param": [ { "p": 0.11282454431056976, "m": 1.0 }, { "p": 0.02385437861084938, "m": 1.0 }, { "p": 0.09624770283699036, "m": 1.0 }, { "p": 0.08709894865751266, "m": 1.0 }, { "p": 0.043756384402513504, "m": 1.0 }, { "p": 0.03332902118563652, "m": 1.0 }, { "p": 0.07787615060806274, "m": 1.0 }, { "p": 0.05491624027490616, "m": 1.0 }, { "p": 0.08138372749090195, "m": 1.0 }, { "p": 0.06436076015233994, "m": 1.0 }, { "p": 0.05326855927705765, "m": 1.0 }, { "p": 0.11531851440668106, "m": 1.0 }, { "p": 0.11141323298215866, "m": 1.0 }, { "p": 0.04435180872678757, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 0.9757947325706482, "val_loss": 1.0962724685668945, "acc": 64.34, "time": 65.02591226389632, "param": [ { "p": 0.11406974494457245, "m": 1.0 }, { "p": 0.01579337939620018, "m": 1.0 }, { "p": 0.08956459909677505, "m": 1.0 }, { "p": 0.09132709354162216, "m": 1.0 }, { "p": 0.051191359758377075, "m": 1.0 }, { "p": 0.03105955198407173, "m": 1.0 }, { "p": 0.062108296900987625, "m": 1.0 }, { "p": 0.04882308095693588, "m": 1.0 }, { "p": 0.08378949016332626, "m": 1.0 }, { "p": 0.0807160809636116, "m": 1.0 }, { "p": 0.06426918506622314, "m": 1.0 }, { "p": 0.10648791491985321, "m": 1.0 }, { "p": 0.1038985624909401, "m": 1.0 }, { "p": 0.05690168961882591, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 1.3042134046554565, "val_loss": 0.9615097045898438, "acc": 65.16, "time": 65.02232025703415, "param": [ { "p": 0.11473098397254944, "m": 1.0 }, { "p": 0.022232642397284508, "m": 1.0 }, { "p": 0.08840960264205933, "m": 1.0 }, { "p": 0.09103615581989288, "m": 1.0 }, { "p": 0.052098795771598816, "m": 1.0 }, { "p": 0.03222613409161568, "m": 1.0 }, { "p": 0.05004525184631348, "m": 1.0 }, { "p": 0.06493743509054184, "m": 1.0 }, { "p": 0.07611898332834244, "m": 1.0 }, { "p": 0.08473579585552216, "m": 1.0 }, { "p": 0.062234193086624146, "m": 1.0 }, { "p": 0.09320642054080963, "m": 1.0 }, { "p": 0.11078612506389618, "m": 1.0 }, { "p": 0.05720142275094986, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 1.024770736694336, "val_loss": 1.0079113245010376, "acc": 64.37, "time": 66.16277619311586, "param": [ { "p": 0.112000972032547, "m": 1.0 }, { "p": 0.024958385154604912, "m": 1.0 }, { "p": 0.10049660503864288, "m": 1.0 }, { "p": 0.07411909103393555, "m": 1.0 }, { "p": 0.039023760706186295, "m": 1.0 }, { "p": 0.038265395909547806, "m": 1.0 }, { "p": 0.06579115241765976, "m": 1.0 }, { "p": 0.07106520235538483, "m": 1.0 }, { "p": 0.07184913009405136, "m": 1.0 }, { "p": 0.08195290714502335, "m": 1.0 }, { "p": 0.06030881404876709, "m": 1.0 }, { "p": 0.07817522436380386, "m": 1.0 }, { "p": 0.1267283707857132, "m": 1.0 }, { "p": 0.05526495724916458, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 0.8044842481613159, "val_loss": 1.0128287076950073, "acc": 65.51, "time": 64.90055758482777, "param": [ { "p": 0.10605932027101517, "m": 1.0 }, { "p": 0.04305417090654373, "m": 1.0 }, { "p": 0.09706506133079529, "m": 1.0 }, { "p": 0.05745457485318184, "m": 1.0 }, { "p": 0.01835145242512226, "m": 1.0 }, { "p": 0.049426108598709106, "m": 1.0 }, { "p": 0.07064934074878693, "m": 1.0 }, { "p": 0.07591058313846588, "m": 1.0 }, { "p": 0.06877883523702621, "m": 1.0 }, { "p": 0.08621478825807571, "m": 1.0 }, { "p": 0.05301472917199135, "m": 1.0 }, { "p": 0.0709557756781578, "m": 1.0 }, { "p": 0.12985685467720032, "m": 1.0 }, { "p": 0.07320834696292877, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 1.0342637300491333, "val_loss": 1.1933075189590454, "acc": 65.49, "time": 64.88699920801446, "param": [ { "p": 0.11457566916942596, "m": 1.0 }, { "p": 0.052479859441518784, "m": 1.0 }, { "p": 0.08728203922510147, "m": 1.0 }, { "p": 0.05514562875032425, "m": 1.0 }, { "p": 0.030528757721185684, "m": 1.0 }, { "p": 0.048117853701114655, "m": 1.0 }, { "p": 0.0627785474061966, "m": 1.0 }, { "p": 0.0712175965309143, "m": 1.0 }, { "p": 0.07846943289041519, "m": 1.0 }, { "p": 0.08444530516862869, "m": 1.0 }, { "p": 0.04937712848186493, "m": 1.0 }, { "p": 0.07613636553287506, "m": 1.0 }, { "p": 0.12671878933906555, "m": 1.0 }, { "p": 0.06272710859775543, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 0.9699656963348389, "val_loss": 0.9777028560638428, "acc": 65.2, "time": 65.24276449205354, "param": [ { "p": 0.10831235349178314, "m": 1.0 }, { "p": 0.06022097170352936, "m": 1.0 }, { "p": 0.07899467647075653, "m": 1.0 }, { "p": 0.05359867587685585, "m": 1.0 }, { "p": 0.05786939710378647, "m": 1.0 }, { "p": 0.043480269610881805, "m": 1.0 }, { "p": 0.03688639774918556, "m": 1.0 }, { "p": 0.06710458546876907, "m": 1.0 }, { "p": 0.06905464082956314, "m": 1.0 }, { "p": 0.07830625772476196, "m": 1.0 }, { "p": 0.057650014758110046, "m": 1.0 }, { "p": 0.09517502784729004, "m": 1.0 }, { "p": 0.1179521232843399, "m": 1.0 }, { "p": 0.0753946378827095, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 1.0224339962005615, "val_loss": 0.9163192510604858, "acc": 65.94, "time": 75.98041210114025, "param": [ { "p": 0.11559530347585678, "m": 1.0 }, { "p": 0.04111718758940697, "m": 1.0 }, { "p": 0.057756029069423676, "m": 1.0 }, { "p": 0.05879226326942444, "m": 1.0 }, { "p": 0.07727035880088806, "m": 1.0 }, { "p": 0.028921103104948997, "m": 1.0 }, { "p": 0.023919690400362015, "m": 1.0 }, { "p": 0.07317862659692764, "m": 1.0 }, { "p": 0.061217423528432846, "m": 1.0 }, { "p": 0.07446112483739853, "m": 1.0 }, { "p": 0.05788987874984741, "m": 1.0 }, { "p": 0.1153707206249237, "m": 1.0 }, { "p": 0.12312193214893341, "m": 1.0 }, { "p": 0.0913882926106453, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 0.995874285697937, "val_loss": 1.0943220853805542, "acc": 66.82, "time": 74.29999618791044, "param": [ { "p": 0.10730645805597305, "m": 1.0 }, { "p": 0.033624738454818726, "m": 1.0 }, { "p": 0.039595309644937515, "m": 1.0 }, { "p": 0.0820581391453743, "m": 1.0 }, { "p": 0.05932213366031647, "m": 1.0 }, { "p": 0.017393236979842186, "m": 1.0 }, { "p": 0.038666024804115295, "m": 1.0 }, { "p": 0.06266091763973236, "m": 1.0 }, { "p": 0.06815455108880997, "m": 1.0 }, { "p": 0.08286972343921661, "m": 1.0 }, { "p": 0.061009567230939865, "m": 1.0 }, { "p": 0.1220903992652893, "m": 1.0 }, { "p": 0.1326252520084381, "m": 1.0 }, { "p": 0.09262361377477646, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 0.9133440256118774, "val_loss": 0.9609055519104004, "acc": 66.63, "time": 68.82941827899776, "param": [ { "p": 0.09805060178041458, "m": 1.0 }, { "p": 0.03641064465045929, "m": 1.0 }, { "p": 0.034522444009780884, "m": 1.0 }, { "p": 0.084355428814888, "m": 1.0 }, { "p": 0.04768429696559906, "m": 1.0 }, { "p": 0.025789668783545494, "m": 1.0 }, { "p": 0.04421048238873482, "m": 1.0 }, { "p": 0.04336511343717575, "m": 1.0 }, { "p": 0.06950444728136063, "m": 1.0 }, { "p": 0.0961531475186348, "m": 1.0 }, { "p": 0.05658186599612236, "m": 1.0 }, { "p": 0.13108697533607483, "m": 1.0 }, { "p": 0.13437584042549133, "m": 1.0 }, { "p": 0.09790903329849243, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 0.6861613392829895, "val_loss": 1.009081482887268, "acc": 65.99, "time": 66.17080422397703, "param": [ { "p": 0.11166016757488251, "m": 1.0 }, { "p": 0.030074695125222206, "m": 1.0 }, { "p": 0.03774378448724747, "m": 1.0 }, { "p": 0.07543167471885681, "m": 1.0 }, { "p": 0.02656480483710766, "m": 1.0 }, { "p": 0.008657483384013176, "m": 1.0 }, { "p": 0.043119676411151886, "m": 1.0 }, { "p": 0.04130680486559868, "m": 1.0 }, { "p": 0.07368285208940506, "m": 1.0 }, { "p": 0.11190291494131088, "m": 1.0 }, { "p": 0.04742119833827019, "m": 1.0 }, { "p": 0.15752339363098145, "m": 1.0 }, { "p": 0.15190592408180237, "m": 1.0 }, { "p": 0.0830046758055687, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 0.9352847337722778, "val_loss": 0.9478021264076233, "acc": 66.94, "time": 65.16231868602335, "param": [ { "p": 0.10963112115859985, "m": 1.0 }, { "p": 0.03757152706384659, "m": 1.0 }, { "p": 0.06129752844572067, "m": 1.0 }, { "p": 0.07272658497095108, "m": 1.0 }, { "p": 0.04307158291339874, "m": 1.0 }, { "p": 0.015592232346534729, "m": 1.0 }, { "p": 0.03348939120769501, "m": 1.0 }, { "p": 0.05103624612092972, "m": 1.0 }, { "p": 0.08055301010608673, "m": 1.0 }, { "p": 0.1017298549413681, "m": 1.0 }, { "p": 0.04911248758435249, "m": 1.0 }, { "p": 0.1542050689458847, "m": 1.0 }, { "p": 0.15701833367347717, "m": 1.0 }, { "p": 0.032965123653411865, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 1.057025671005249, "val_loss": 0.8287292718887329, "acc": 66.73, "time": 77.87131090299226, "param": [ { "p": 0.1103622242808342, "m": 1.0 }, { "p": 0.020595820620656013, "m": 1.0 }, { "p": 0.0703270360827446, "m": 1.0 }, { "p": 0.05280081927776337, "m": 1.0 }, { "p": 0.07301026582717896, "m": 1.0 }, { "p": 0.05095500499010086, "m": 1.0 }, { "p": 0.037884775549173355, "m": 1.0 }, { "p": 0.04889390617609024, "m": 1.0 }, { "p": 0.09569791704416275, "m": 1.0 }, { "p": 0.07981628179550171, "m": 1.0 }, { "p": 0.04581860452890396, "m": 1.0 }, { "p": 0.1448744237422943, "m": 1.0 }, { "p": 0.1455622762441635, "m": 1.0 }, { "p": 0.023400653153657913, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 0.9831765294075012, "val_loss": 1.047917366027832, "acc": 66.98, "time": 65.03942958405241, "param": [ { "p": 0.11950468271970749, "m": 1.0 }, { "p": 0.02952664904296398, "m": 1.0 }, { "p": 0.07473862916231155, "m": 1.0 }, { "p": 0.025289705023169518, "m": 1.0 }, { "p": 0.09504104405641556, "m": 1.0 }, { "p": 0.06752430647611618, "m": 1.0 }, { "p": 0.05625955015420914, "m": 1.0 }, { "p": 0.03522716835141182, "m": 1.0 }, { "p": 0.08987869322299957, "m": 1.0 }, { "p": 0.06644361466169357, "m": 1.0 }, { "p": 0.05466517060995102, "m": 1.0 }, { "p": 0.12303618341684341, "m": 1.0 }, { "p": 0.12161116302013397, "m": 1.0 }, { "p": 0.041253428906202316, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 0.8353613615036011, "val_loss": 0.9564225077629089, "acc": 66.83, "time": 65.10133861820213, "param": [ { "p": 0.11895712465047836, "m": 1.0 }, { "p": 0.05209594964981079, "m": 1.0 }, { "p": 0.0806671530008316, "m": 1.0 }, { "p": 0.003804423613473773, "m": 1.0 }, { "p": 0.08803673833608627, "m": 1.0 }, { "p": 0.06521724164485931, "m": 1.0 }, { "p": 0.07113992422819138, "m": 1.0 }, { "p": 0.03650054708123207, "m": 1.0 }, { "p": 0.09005497395992279, "m": 1.0 }, { "p": 0.06383009254932404, "m": 1.0 }, { "p": 0.060774531215429306, "m": 1.0 }, { "p": 0.11302170902490616, "m": 1.0 }, { "p": 0.11282926052808762, "m": 1.0 }, { "p": 0.043070271611213684, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 0.9442956447601318, "val_loss": 1.0840281248092651, "acc": 66.92, "time": 70.30115582421422, "param": [ { "p": 0.1236373633146286, "m": 1.0 }, { "p": 0.05817260593175888, "m": 1.0 }, { "p": 0.0959916040301323, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0704326331615448, "m": 1.0 }, { "p": 0.07190870493650436, "m": 1.0 }, { "p": 0.06238298490643501, "m": 1.0 }, { "p": 0.02256055735051632, "m": 1.0 }, { "p": 0.08099031448364258, "m": 1.0 }, { "p": 0.06436385959386826, "m": 1.0 }, { "p": 0.06440187245607376, "m": 1.0 }, { "p": 0.11693928390741348, "m": 1.0 }, { "p": 0.09886711090803146, "m": 1.0 }, { "p": 0.06935104727745056, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 1.0488847494125366, "val_loss": 0.7472140789031982, "acc": 67.55, "time": 68.45844237296842, "param": [ { "p": 0.13461410999298096, "m": 1.0 }, { "p": 0.050333041697740555, "m": 1.0 }, { "p": 0.10285666584968567, "m": 1.0 }, { "p": 0.008063617162406445, "m": 1.0 }, { "p": 0.07307153195142746, "m": 1.0 }, { "p": 0.05842630937695503, "m": 1.0 }, { "p": 0.05086282268166542, "m": 1.0 }, { "p": 0.014420903287827969, "m": 1.0 }, { "p": 0.08058564364910126, "m": 1.0 }, { "p": 0.0696239247918129, "m": 1.0 }, { "p": 0.055590007454156876, "m": 1.0 }, { "p": 0.13418738543987274, "m": 1.0 }, { "p": 0.09035937488079071, "m": 1.0 }, { "p": 0.07700466364622116, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 0.8292789459228516, "val_loss": 0.9772018194198608, "acc": 67.15, "time": 74.98263577790931, "param": [ { "p": 0.13895000517368317, "m": 1.0 }, { "p": 0.03936461731791496, "m": 1.0 }, { "p": 0.0968119353055954, "m": 1.0 }, { "p": 0.026651116088032722, "m": 1.0 }, { "p": 0.08821000158786774, "m": 1.0 }, { "p": 0.04942278191447258, "m": 1.0 }, { "p": 0.05469370633363724, "m": 1.0 }, { "p": 0.020190713927149773, "m": 1.0 }, { "p": 0.0831480473279953, "m": 1.0 }, { "p": 0.07159345597028732, "m": 1.0 }, { "p": 0.03916674479842186, "m": 1.0 }, { "p": 0.14790715277194977, "m": 1.0 }, { "p": 0.09040344506502151, "m": 1.0 }, { "p": 0.05348636582493782, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 1.0691322088241577, "val_loss": 0.9292610883712769, "acc": 65.81, "time": 76.54980244208127, "param": [ { "p": 0.15695340931415558, "m": 1.0 }, { "p": 0.045084692537784576, "m": 1.0 }, { "p": 0.08176636695861816, "m": 1.0 }, { "p": 0.045115455985069275, "m": 1.0 }, { "p": 0.08177297562360764, "m": 1.0 }, { "p": 0.0562339648604393, "m": 1.0 }, { "p": 0.05900734290480614, "m": 1.0 }, { "p": 0.02615414559841156, "m": 1.0 }, { "p": 0.08218754827976227, "m": 1.0 }, { "p": 0.08061641454696655, "m": 1.0 }, { "p": 0.020007124170660973, "m": 1.0 }, { "p": 0.14143188297748566, "m": 1.0 }, { "p": 0.0843799039721489, "m": 1.0 }, { "p": 0.03928874433040619, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 0.7251243591308594, "val_loss": 1.0626193284988403, "acc": 67.52, "time": 77.0668696409557, "param": [ { "p": 0.16885848343372345, "m": 1.0 }, { "p": 0.04504910111427307, "m": 1.0 }, { "p": 0.057045504450798035, "m": 1.0 }, { "p": 0.06256217509508133, "m": 1.0 }, { "p": 0.05148463323712349, "m": 1.0 }, { "p": 0.07961573451757431, "m": 1.0 }, { "p": 0.052730757743120193, "m": 1.0 }, { "p": 0.03656002879142761, "m": 1.0 }, { "p": 0.06678902357816696, "m": 1.0 }, { "p": 0.08916111290454865, "m": 1.0 }, { "p": 0.03262518346309662, "m": 1.0 }, { "p": 0.12509536743164062, "m": 1.0 }, { "p": 0.08337625116109848, "m": 1.0 }, { "p": 0.049046650528907776, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 0.6024206280708313, "val_loss": 0.9467779397964478, "acc": 67.11, "time": 64.8292424059473, "param": [ { "p": 0.16810593008995056, "m": 1.0 }, { "p": 0.044057052582502365, "m": 1.0 }, { "p": 0.040931373834609985, "m": 1.0 }, { "p": 0.0677395761013031, "m": 1.0 }, { "p": 0.05337069183588028, "m": 1.0 }, { "p": 0.09413108974695206, "m": 1.0 }, { "p": 0.05632992461323738, "m": 1.0 }, { "p": 0.05011068657040596, "m": 1.0 }, { "p": 0.05133756250143051, "m": 1.0 }, { "p": 0.08859212696552277, "m": 1.0 }, { "p": 0.05313039571046829, "m": 1.0 }, { "p": 0.11263224482536316, "m": 1.0 }, { "p": 0.07677067816257477, "m": 1.0 }, { "p": 0.042760636657476425, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 0.9299866557121277, "val_loss": 1.158591866493225, "acc": 67.12, "time": 73.93294130405411, "param": [ { "p": 0.1534915268421173, "m": 1.0 }, { "p": 0.06424202024936676, "m": 1.0 }, { "p": 0.05854950472712517, "m": 1.0 }, { "p": 0.060502298176288605, "m": 1.0 }, { "p": 0.04262678325176239, "m": 1.0 }, { "p": 0.08001075685024261, "m": 1.0 }, { "p": 0.0653514638543129, "m": 1.0 }, { "p": 0.05798421427607536, "m": 1.0 }, { "p": 0.0405164510011673, "m": 1.0 }, { "p": 0.09234537929296494, "m": 1.0 }, { "p": 0.07112294435501099, "m": 1.0 }, { "p": 0.10218506306409836, "m": 1.0 }, { "p": 0.07243220508098602, "m": 1.0 }, { "p": 0.0386393703520298, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 0.8004893064498901, "val_loss": 0.8327332139015198, "acc": 68.29, "time": 75.74777399399318, "param": [ { "p": 0.13437065482139587, "m": 1.0 }, { "p": 0.07263579219579697, "m": 1.0 }, { "p": 0.059604912996292114, "m": 1.0 }, { "p": 0.0561295747756958, "m": 1.0 }, { "p": 0.026028094813227654, "m": 1.0 }, { "p": 0.0720771998167038, "m": 1.0 }, { "p": 0.07481780648231506, "m": 1.0 }, { "p": 0.05496020242571831, "m": 1.0 }, { "p": 0.03778845816850662, "m": 1.0 }, { "p": 0.09003318846225739, "m": 1.0 }, { "p": 0.08885306119918823, "m": 1.0 }, { "p": 0.09861558675765991, "m": 1.0 }, { "p": 0.07033921778202057, "m": 1.0 }, { "p": 0.06374620646238327, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 0.9862752556800842, "val_loss": 0.9053166508674622, "acc": 67.24, "time": 74.12977893394418, "param": [ { "p": 0.1061064824461937, "m": 1.0 }, { "p": 0.07962289452552795, "m": 1.0 }, { "p": 0.04834528639912605, "m": 1.0 }, { "p": 0.041634801775217056, "m": 1.0 }, { "p": 0.03791250288486481, "m": 1.0 }, { "p": 0.07563219219446182, "m": 1.0 }, { "p": 0.06997529417276382, "m": 1.0 }, { "p": 0.06597612798213959, "m": 1.0 }, { "p": 0.048093728721141815, "m": 1.0 }, { "p": 0.08960649371147156, "m": 1.0 }, { "p": 0.0991397351026535, "m": 1.0 }, { "p": 0.10202840715646744, "m": 1.0 }, { "p": 0.07595620304346085, "m": 1.0 }, { "p": 0.059969909489154816, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 0.8474467992782593, "val_loss": 1.0768893957138062, "acc": 67.23, "time": 77.07795129297301, "param": [ { "p": 0.09686217457056046, "m": 1.0 }, { "p": 0.08888287842273712, "m": 1.0 }, { "p": 0.03658880665898323, "m": 1.0 }, { "p": 0.03140385076403618, "m": 1.0 }, { "p": 0.061410706490278244, "m": 1.0 }, { "p": 0.08185498416423798, "m": 1.0 }, { "p": 0.0512845553457737, "m": 1.0 }, { "p": 0.08366668224334717, "m": 1.0 }, { "p": 0.052482593804597855, "m": 1.0 }, { "p": 0.09925547987222672, "m": 1.0 }, { "p": 0.09431327134370804, "m": 1.0 }, { "p": 0.10674026608467102, "m": 1.0 }, { "p": 0.08279358595609665, "m": 1.0 }, { "p": 0.032460179179906845, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 0.7443792819976807, "val_loss": 0.8374463319778442, "acc": 68.08, "time": 67.05009805597365, "param": [ { "p": 0.08975037932395935, "m": 1.0 }, { "p": 0.07831191271543503, "m": 1.0 }, { "p": 0.04399864748120308, "m": 1.0 }, { "p": 0.04642986133694649, "m": 1.0 }, { "p": 0.08317483961582184, "m": 1.0 }, { "p": 0.06943467259407043, "m": 1.0 }, { "p": 0.02731204964220524, "m": 1.0 }, { "p": 0.06165429204702377, "m": 1.0 }, { "p": 0.07206787168979645, "m": 1.0 }, { "p": 0.10345279425382614, "m": 1.0 }, { "p": 0.086123026907444, "m": 1.0 }, { "p": 0.10899179428815842, "m": 1.0 }, { "p": 0.09482746571302414, "m": 1.0 }, { "p": 0.034470390528440475, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 0.7224099040031433, "val_loss": 0.9019063115119934, "acc": 65.63, "time": 64.86581161501817, "param": [ { "p": 0.08207454532384872, "m": 1.0 }, { "p": 0.05514845252037048, "m": 1.0 }, { "p": 0.06347324699163437, "m": 1.0 }, { "p": 0.06281600892543793, "m": 1.0 }, { "p": 0.09378036856651306, "m": 1.0 }, { "p": 0.044956326484680176, "m": 1.0 }, { "p": 0.036679863929748535, "m": 1.0 }, { "p": 0.05088922008872032, "m": 1.0 }, { "p": 0.07845760136842728, "m": 1.0 }, { "p": 0.09736907482147217, "m": 1.0 }, { "p": 0.08348770439624786, "m": 1.0 }, { "p": 0.09475412219762802, "m": 1.0 }, { "p": 0.08615433424711227, "m": 1.0 }, { "p": 0.0699591413140297, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 1.09611177444458, "val_loss": 0.8826757669448853, "acc": 68.06, "time": 66.2641857159324, "param": [ { "p": 0.0801890417933464, "m": 1.0 }, { "p": 0.040764451026916504, "m": 1.0 }, { "p": 0.07408803701400757, "m": 1.0 }, { "p": 0.06963818520307541, "m": 1.0 }, { "p": 0.08682562410831451, "m": 1.0 }, { "p": 0.04188638553023338, "m": 1.0 }, { "p": 0.04378136992454529, "m": 1.0 }, { "p": 0.047190818935632706, "m": 1.0 }, { "p": 0.08173354715108871, "m": 1.0 }, { "p": 0.090462826192379, "m": 1.0 }, { "p": 0.08619795739650726, "m": 1.0 }, { "p": 0.07992252707481384, "m": 1.0 }, { "p": 0.06898309290409088, "m": 1.0 }, { "p": 0.10833613574504852, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 0.7338235378265381, "val_loss": 0.801755428314209, "acc": 68.39, "time": 74.67664680117741, "param": [ { "p": 0.06858707219362259, "m": 1.0 }, { "p": 0.0499524250626564, "m": 1.0 }, { "p": 0.08400606364011765, "m": 1.0 }, { "p": 0.09263070672750473, "m": 1.0 }, { "p": 0.06727296859025955, "m": 1.0 }, { "p": 0.059118323028087616, "m": 1.0 }, { "p": 0.07352463901042938, "m": 1.0 }, { "p": 0.04460105299949646, "m": 1.0 }, { "p": 0.06758787482976913, "m": 1.0 }, { "p": 0.07416653633117676, "m": 1.0 }, { "p": 0.07907696813344955, "m": 1.0 }, { "p": 0.07118318974971771, "m": 1.0 }, { "p": 0.05592603236436844, "m": 1.0 }, { "p": 0.11236624419689178, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 0.6983868479728699, "val_loss": 0.8195182085037231, "acc": 66.72, "time": 76.15186843299307, "param": [ { "p": 0.07100951671600342, "m": 1.0 }, { "p": 0.04926644638180733, "m": 1.0 }, { "p": 0.08751001954078674, "m": 1.0 }, { "p": 0.09487836062908173, "m": 1.0 }, { "p": 0.04989684000611305, "m": 1.0 }, { "p": 0.0841011106967926, "m": 1.0 }, { "p": 0.08158089220523834, "m": 1.0 }, { "p": 0.052451878786087036, "m": 1.0 }, { "p": 0.049392763525247574, "m": 1.0 }, { "p": 0.07351573556661606, "m": 1.0 }, { "p": 0.07596112787723541, "m": 1.0 }, { "p": 0.0634739026427269, "m": 1.0 }, { "p": 0.053276658058166504, "m": 1.0 }, { "p": 0.11368469893932343, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 0.9646340608596802, "val_loss": 0.9804269671440125, "acc": 66.16, "time": 71.20100224507041, "param": [ { "p": 0.08277054131031036, "m": 1.0 }, { "p": 0.04747961461544037, "m": 1.0 }, { "p": 0.08273554593324661, "m": 1.0 }, { "p": 0.07438281923532486, "m": 1.0 }, { "p": 0.04354846104979515, "m": 1.0 }, { "p": 0.08644019067287445, "m": 1.0 }, { "p": 0.06435856968164444, "m": 1.0 }, { "p": 0.06335804611444473, "m": 1.0 }, { "p": 0.06566251814365387, "m": 1.0 }, { "p": 0.07899194210767746, "m": 1.0 }, { "p": 0.07726368308067322, "m": 1.0 }, { "p": 0.06624390929937363, "m": 1.0 }, { "p": 0.06060750409960747, "m": 1.0 }, { "p": 0.1061566025018692, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 0.7966981530189514, "val_loss": 0.9048458933830261, "acc": 69.27, "time": 64.38045566296205, "param": [ { "p": 0.09006300568580627, "m": 1.0 }, { "p": 0.048071205615997314, "m": 1.0 }, { "p": 0.06836790591478348, "m": 1.0 }, { "p": 0.06963271647691727, "m": 1.0 }, { "p": 0.048063892871141434, "m": 1.0 }, { "p": 0.09522517025470734, "m": 1.0 }, { "p": 0.0410287082195282, "m": 1.0 }, { "p": 0.06010613590478897, "m": 1.0 }, { "p": 0.07618414610624313, "m": 1.0 }, { "p": 0.06953242421150208, "m": 1.0 }, { "p": 0.08481375128030777, "m": 1.0 }, { "p": 0.08345642685890198, "m": 1.0 }, { "p": 0.07547701150178909, "m": 1.0 }, { "p": 0.08997756242752075, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 0.7717970013618469, "val_loss": 0.8280864357948303, "acc": 68.17, "time": 66.051040626131, "param": [ { "p": 0.09830101579427719, "m": 1.0 }, { "p": 0.038969844579696655, "m": 1.0 }, { "p": 0.06727596372365952, "m": 1.0 }, { "p": 0.06211972236633301, "m": 1.0 }, { "p": 0.05146945267915726, "m": 1.0 }, { "p": 0.10282877832651138, "m": 1.0 }, { "p": 0.03851843252778053, "m": 1.0 }, { "p": 0.04622095450758934, "m": 1.0 }, { "p": 0.0941479429602623, "m": 1.0 }, { "p": 0.057411275804042816, "m": 1.0 }, { "p": 0.07675175368785858, "m": 1.0 }, { "p": 0.09606880694627762, "m": 1.0 }, { "p": 0.08454283326864243, "m": 1.0 }, { "p": 0.0853731781244278, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 0.7892195582389832, "val_loss": 0.9993558526039124, "acc": 69.51, "time": 75.98118005902506, "param": [ { "p": 0.1003558561205864, "m": 1.0 }, { "p": 0.02240443229675293, "m": 1.0 }, { "p": 0.09093117713928223, "m": 1.0 }, { "p": 0.05372287333011627, "m": 1.0 }, { "p": 0.05768809840083122, "m": 1.0 }, { "p": 0.09125662595033646, "m": 1.0 }, { "p": 0.054056912660598755, "m": 1.0 }, { "p": 0.034184981137514114, "m": 1.0 }, { "p": 0.08638446033000946, "m": 1.0 }, { "p": 0.06304024904966354, "m": 1.0 }, { "p": 0.06925961375236511, "m": 1.0 }, { "p": 0.1033005565404892, "m": 1.0 }, { "p": 0.0985221341252327, "m": 1.0 }, { "p": 0.07489202916622162, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 0.7996436357498169, "val_loss": 0.9126201272010803, "acc": 69.43, "time": 70.89864250016399, "param": [ { "p": 0.09589843451976776, "m": 1.0 }, { "p": 0.02672565169632435, "m": 1.0 }, { "p": 0.0899626761674881, "m": 1.0 }, { "p": 0.05442832410335541, "m": 1.0 }, { "p": 0.06690296530723572, "m": 1.0 }, { "p": 0.07741837203502655, "m": 1.0 }, { "p": 0.06349941343069077, "m": 1.0 }, { "p": 0.039462849497795105, "m": 1.0 }, { "p": 0.07408560067415237, "m": 1.0 }, { "p": 0.08201699703931808, "m": 1.0 }, { "p": 0.05946797877550125, "m": 1.0 }, { "p": 0.09775107353925705, "m": 1.0 }, { "p": 0.10305055230855942, "m": 1.0 }, { "p": 0.0693291500210762, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 0.649139404296875, "val_loss": 0.8609535694122314, "acc": 67.97, "time": 75.81530455802567, "param": [ { "p": 0.09716372191905975, "m": 1.0 }, { "p": 0.025387870147824287, "m": 1.0 }, { "p": 0.10256095975637436, "m": 1.0 }, { "p": 0.035529203712940216, "m": 1.0 }, { "p": 0.0768132209777832, "m": 1.0 }, { "p": 0.09791863709688187, "m": 1.0 }, { "p": 0.0559377446770668, "m": 1.0 }, { "p": 0.04275298863649368, "m": 1.0 }, { "p": 0.06673719733953476, "m": 1.0 }, { "p": 0.09267547726631165, "m": 1.0 }, { "p": 0.026946237310767174, "m": 1.0 }, { "p": 0.11306414008140564, "m": 1.0 }, { "p": 0.10308995842933655, "m": 1.0 }, { "p": 0.06342270970344543, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 0.6558277606964111, "val_loss": 1.0265157222747803, "acc": 68.77, "time": 77.09815440420061, "param": [ { "p": 0.10712165385484695, "m": 1.0 }, { "p": 0.025667745620012283, "m": 1.0 }, { "p": 0.08077526837587357, "m": 1.0 }, { "p": 0.050849590450525284, "m": 1.0 }, { "p": 0.08417567610740662, "m": 1.0 }, { "p": 0.10770764946937561, "m": 1.0 }, { "p": 0.0516837053000927, "m": 1.0 }, { "p": 0.03875726833939552, "m": 1.0 }, { "p": 0.0678640678524971, "m": 1.0 }, { "p": 0.1012028232216835, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.140823096036911, "m": 1.0 }, { "p": 0.10055748373270035, "m": 1.0 }, { "p": 0.04281388223171234, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 0.5458617806434631, "val_loss": 0.9410451054573059, "acc": 68.44, "time": 67.55562960612588, "param": [ { "p": 0.12844718992710114, "m": 1.0 }, { "p": 0.02629992365837097, "m": 1.0 }, { "p": 0.06055833026766777, "m": 1.0 }, { "p": 0.04750274121761322, "m": 1.0 }, { "p": 0.07353509962558746, "m": 1.0 }, { "p": 0.09047041088342667, "m": 1.0 }, { "p": 0.06419043242931366, "m": 1.0 }, { "p": 0.03315908834338188, "m": 1.0 }, { "p": 0.0686454027891159, "m": 1.0 }, { "p": 0.10426625609397888, "m": 1.0 }, { "p": 0.00016281472926493734, "m": 1.0 }, { "p": 0.1578119695186615, "m": 1.0 }, { "p": 0.1073448583483696, "m": 1.0 }, { "p": 0.03760548681020737, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 0.7772579789161682, "val_loss": 0.9826005101203918, "acc": 68.73, "time": 65.4136952739209, "param": [ { "p": 0.13097313046455383, "m": 1.0 }, { "p": 0.04108206555247307, "m": 1.0 }, { "p": 0.04280383512377739, "m": 1.0 }, { "p": 0.052791379392147064, "m": 1.0 }, { "p": 0.04473504796624184, "m": 1.0 }, { "p": 0.10625717788934708, "m": 1.0 }, { "p": 0.06421934068202972, "m": 1.0 }, { "p": 0.04047863930463791, "m": 1.0 }, { "p": 0.06007641926407814, "m": 1.0 }, { "p": 0.0986783429980278, "m": 1.0 }, { "p": 0.009671777486801147, "m": 1.0 }, { "p": 0.15077701210975647, "m": 1.0 }, { "p": 0.10941203683614731, "m": 1.0 }, { "p": 0.048043716698884964, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 0.7277317643165588, "val_loss": 0.9703042507171631, "acc": 69.64, "time": 76.63284997991286, "param": [ { "p": 0.10681109130382538, "m": 1.0 }, { "p": 0.04984455555677414, "m": 1.0 }, { "p": 0.036446984857320786, "m": 1.0 }, { "p": 0.06572376191616058, "m": 1.0 }, { "p": 0.05062639340758324, "m": 1.0 }, { "p": 0.08453724533319473, "m": 1.0 }, { "p": 0.06069984659552574, "m": 1.0 }, { "p": 0.061389580368995667, "m": 1.0 }, { "p": 0.06577115505933762, "m": 1.0 }, { "p": 0.09907752275466919, "m": 1.0 }, { "p": 0.032864995300769806, "m": 1.0 }, { "p": 0.12692402303218842, "m": 1.0 }, { "p": 0.10102833807468414, "m": 1.0 }, { "p": 0.05825457721948624, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 0.6853354573249817, "val_loss": 0.9115815162658691, "acc": 69.22, "time": 75.62452328088693, "param": [ { "p": 0.10740620642900467, "m": 1.0 }, { "p": 0.02758372575044632, "m": 1.0 }, { "p": 0.049095720052719116, "m": 1.0 }, { "p": 0.08439800888299942, "m": 1.0 }, { "p": 0.057846635580062866, "m": 1.0 }, { "p": 0.07132081687450409, "m": 1.0 }, { "p": 0.04081445187330246, "m": 1.0 }, { "p": 0.061063021421432495, "m": 1.0 }, { "p": 0.06111811101436615, "m": 1.0 }, { "p": 0.10045799612998962, "m": 1.0 }, { "p": 0.039051782339811325, "m": 1.0 }, { "p": 0.12519490718841553, "m": 1.0 }, { "p": 0.09477495402097702, "m": 1.0 }, { "p": 0.0798737183213234, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 0.7279871702194214, "val_loss": 0.9526780247688293, "acc": 68.98, "time": 72.82927358103916, "param": [ { "p": 0.10549701005220413, "m": 1.0 }, { "p": 0.03792904317378998, "m": 1.0 }, { "p": 0.06507430225610733, "m": 1.0 }, { "p": 0.057460300624370575, "m": 1.0 }, { "p": 0.06730730086565018, "m": 1.0 }, { "p": 0.06525981426239014, "m": 1.0 }, { "p": 0.04346358776092529, "m": 1.0 }, { "p": 0.05886119231581688, "m": 1.0 }, { "p": 0.04109003767371178, "m": 1.0 }, { "p": 0.10145073384046555, "m": 1.0 }, { "p": 0.06475473940372467, "m": 1.0 }, { "p": 0.1176140233874321, "m": 1.0 }, { "p": 0.09840618073940277, "m": 1.0 }, { "p": 0.07583177834749222, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 0.7006292343139648, "val_loss": 0.8197057247161865, "acc": 69.5, "time": 67.25400326494128, "param": [ { "p": 0.09319364279508591, "m": 1.0 }, { "p": 0.06913327425718307, "m": 1.0 }, { "p": 0.06435249000787735, "m": 1.0 }, { "p": 0.0440283864736557, "m": 1.0 }, { "p": 0.07578442245721817, "m": 1.0 }, { "p": 0.08019804954528809, "m": 1.0 }, { "p": 0.03392902389168739, "m": 1.0 }, { "p": 0.045137930661439896, "m": 1.0 }, { "p": 0.027228042483329773, "m": 1.0 }, { "p": 0.09011047333478928, "m": 1.0 }, { "p": 0.09633094817399979, "m": 1.0 }, { "p": 0.1116052195429802, "m": 1.0 }, { "p": 0.09744002670049667, "m": 1.0 }, { "p": 0.07152803987264633, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 0.9139257669448853, "val_loss": 1.0799862146377563, "acc": 68.88, "time": 67.21319681103341, "param": [ { "p": 0.0897628590464592, "m": 1.0 }, { "p": 0.09218113869428635, "m": 1.0 }, { "p": 0.07170568406581879, "m": 1.0 }, { "p": 0.041673943400382996, "m": 1.0 }, { "p": 0.0810760036110878, "m": 1.0 }, { "p": 0.07031852006912231, "m": 1.0 }, { "p": 0.019997259601950645, "m": 1.0 }, { "p": 0.04512375593185425, "m": 1.0 }, { "p": 0.018320346251130104, "m": 1.0 }, { "p": 0.07629702240228653, "m": 1.0 }, { "p": 0.10499307513237, "m": 1.0 }, { "p": 0.11418633162975311, "m": 1.0 }, { "p": 0.10391019284725189, "m": 1.0 }, { "p": 0.07045384496450424, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 0.8540804386138916, "val_loss": 0.9595561623573303, "acc": 68.74, "time": 67.09825236303732, "param": [ { "p": 0.07714617997407913, "m": 1.0 }, { "p": 0.10884344577789307, "m": 1.0 }, { "p": 0.0666007399559021, "m": 1.0 }, { "p": 0.04050165414810181, "m": 1.0 }, { "p": 0.08844639360904694, "m": 1.0 }, { "p": 0.05633174628019333, "m": 1.0 }, { "p": 0.0188293419778347, "m": 1.0 }, { "p": 0.05726549029350281, "m": 1.0 }, { "p": 0.021106267347931862, "m": 1.0 }, { "p": 0.0653085857629776, "m": 1.0 }, { "p": 0.08921625465154648, "m": 1.0 }, { "p": 0.11895308643579483, "m": 1.0 }, { "p": 0.10640185326337814, "m": 1.0 }, { "p": 0.08504892140626907, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 0.701153576374054, "val_loss": 1.0409433841705322, "acc": 68.59, "time": 77.50042563700117, "param": [ { "p": 0.07390636205673218, "m": 1.0 }, { "p": 0.11151263117790222, "m": 1.0 }, { "p": 0.04121686518192291, "m": 1.0 }, { "p": 0.0484967976808548, "m": 1.0 }, { "p": 0.08246816694736481, "m": 1.0 }, { "p": 0.049563292413949966, "m": 1.0 }, { "p": 0.017146963626146317, "m": 1.0 }, { "p": 0.07975886762142181, "m": 1.0 }, { "p": 0.06411437690258026, "m": 1.0 }, { "p": 0.06293284147977829, "m": 1.0 }, { "p": 0.07041195780038834, "m": 1.0 }, { "p": 0.10619286447763443, "m": 1.0 }, { "p": 0.11348716914653778, "m": 1.0 }, { "p": 0.07879076153039932, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 0.6382195353507996, "val_loss": 0.9131103754043579, "acc": 69.35, "time": 69.85715580009855, "param": [ { "p": 0.07109033316373825, "m": 1.0 }, { "p": 0.08715715259313583, "m": 1.0 }, { "p": 0.03967401757836342, "m": 1.0 }, { "p": 0.05075278505682945, "m": 1.0 }, { "p": 0.07687155902385712, "m": 1.0 }, { "p": 0.04225694760680199, "m": 1.0 }, { "p": 0.04285136237740517, "m": 1.0 }, { "p": 0.07548306882381439, "m": 1.0 }, { "p": 0.08480841666460037, "m": 1.0 }, { "p": 0.06671155989170074, "m": 1.0 }, { "p": 0.053908299654722214, "m": 1.0 }, { "p": 0.10399133712053299, "m": 1.0 }, { "p": 0.11940453946590424, "m": 1.0 }, { "p": 0.08503862470388412, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 0.5377246141433716, "val_loss": 0.8878615498542786, "acc": 68.58, "time": 67.2744351150468, "param": [ { "p": 0.06828003376722336, "m": 1.0 }, { "p": 0.07001850008964539, "m": 1.0 }, { "p": 0.044886067509651184, "m": 1.0 }, { "p": 0.04888872057199478, "m": 1.0 }, { "p": 0.06683944165706635, "m": 1.0 }, { "p": 0.05233398452401161, "m": 1.0 }, { "p": 0.06820487231016159, "m": 1.0 }, { "p": 0.05884244292974472, "m": 1.0 }, { "p": 0.09083832055330276, "m": 1.0 }, { "p": 0.07706337422132492, "m": 1.0 }, { "p": 0.028578992933034897, "m": 1.0 }, { "p": 0.10961233079433441, "m": 1.0 }, { "p": 0.13041327893733978, "m": 1.0 }, { "p": 0.08519960194826126, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 0.5774714350700378, "val_loss": 1.1332892179489136, "acc": 69.29, "time": 74.60666754515842, "param": [ { "p": 0.07572014629840851, "m": 1.0 }, { "p": 0.042084939777851105, "m": 1.0 }, { "p": 0.0665249302983284, "m": 1.0 }, { "p": 0.03469861298799515, "m": 1.0 }, { "p": 0.08748224377632141, "m": 1.0 }, { "p": 0.06927388906478882, "m": 1.0 }, { "p": 0.0834413394331932, "m": 1.0 }, { "p": 0.0164662953466177, "m": 1.0 }, { "p": 0.08292039483785629, "m": 1.0 }, { "p": 0.08300242573022842, "m": 1.0 }, { "p": 0.017698751762509346, "m": 1.0 }, { "p": 0.12114619463682175, "m": 1.0 }, { "p": 0.15272195637226105, "m": 1.0 }, { "p": 0.06681788712739944, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 0.5986667275428772, "val_loss": 1.053435206413269, "acc": 69.67, "time": 67.35908370395191, "param": [ { "p": 0.07464587688446045, "m": 1.0 }, { "p": 0.03361925482749939, "m": 1.0 }, { "p": 0.10506285727024078, "m": 1.0 }, { "p": 0.04938763380050659, "m": 1.0 }, { "p": 0.09666630625724792, "m": 1.0 }, { "p": 0.0768626406788826, "m": 1.0 }, { "p": 0.05278512462973595, "m": 1.0 }, { "p": 0.005215569399297237, "m": 1.0 }, { "p": 0.06998642534017563, "m": 1.0 }, { "p": 0.08823896944522858, "m": 1.0 }, { "p": 0.02464365027844906, "m": 1.0 }, { "p": 0.13009439408779144, "m": 1.0 }, { "p": 0.16193969547748566, "m": 1.0 }, { "p": 0.030851643532514572, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 0.5754707455635071, "val_loss": 0.9868598580360413, "acc": 68.09, "time": 77.10437668883242, "param": [ { "p": 0.07185420393943787, "m": 1.0 }, { "p": 0.054236315190792084, "m": 1.0 }, { "p": 0.11040651798248291, "m": 1.0 }, { "p": 0.05782373622059822, "m": 1.0 }, { "p": 0.09427478164434433, "m": 1.0 }, { "p": 0.06897225230932236, "m": 1.0 }, { "p": 0.03384793922305107, "m": 1.0 }, { "p": 0.0041743856854736805, "m": 1.0 }, { "p": 0.06550172716379166, "m": 1.0 }, { "p": 0.09016896784305573, "m": 1.0 }, { "p": 0.050338827073574066, "m": 1.0 }, { "p": 0.1095377504825592, "m": 1.0 }, { "p": 0.1489858329296112, "m": 1.0 }, { "p": 0.03987680375576019, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 0.5460608601570129, "val_loss": 0.946563184261322, "acc": 69.26, "time": 69.29592775995843, "param": [ { "p": 0.06347858905792236, "m": 1.0 }, { "p": 0.0783228650689125, "m": 1.0 }, { "p": 0.09949933737516403, "m": 1.0 }, { "p": 0.04924307391047478, "m": 1.0 }, { "p": 0.09197394549846649, "m": 1.0 }, { "p": 0.06479485332965851, "m": 1.0 }, { "p": 0.045484431087970734, "m": 1.0 }, { "p": 0.00811274815350771, "m": 1.0 }, { "p": 0.058912429958581924, "m": 1.0 }, { "p": 0.09343243390321732, "m": 1.0 }, { "p": 0.05420786887407303, "m": 1.0 }, { "p": 0.0875379890203476, "m": 1.0 }, { "p": 0.14674530923366547, "m": 1.0 }, { "p": 0.058254096657037735, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 0.656093180179596, "val_loss": 0.9222651124000549, "acc": 68.58, "time": 71.68029134185053, "param": [ { "p": 0.0610598661005497, "m": 1.0 }, { "p": 0.08275001496076584, "m": 1.0 }, { "p": 0.10624923557043076, "m": 1.0 }, { "p": 0.04842356964945793, "m": 1.0 }, { "p": 0.07949380576610565, "m": 1.0 }, { "p": 0.07140928506851196, "m": 1.0 }, { "p": 0.04883764311671257, "m": 1.0 }, { "p": 0.015835704281926155, "m": 1.0 }, { "p": 0.04387715458869934, "m": 1.0 }, { "p": 0.08696044981479645, "m": 1.0 }, { "p": 0.06197000667452812, "m": 1.0 }, { "p": 0.07672986388206482, "m": 1.0 }, { "p": 0.14279836416244507, "m": 1.0 }, { "p": 0.07360491901636124, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 0.6188238859176636, "val_loss": 0.904849112033844, "acc": 68.54, "time": 67.03305849106982, "param": [ { "p": 0.050903625786304474, "m": 1.0 }, { "p": 0.08097406476736069, "m": 1.0 }, { "p": 0.08329596370458603, "m": 1.0 }, { "p": 0.06014597788453102, "m": 1.0 }, { "p": 0.08066768944263458, "m": 1.0 }, { "p": 0.06824881583452225, "m": 1.0 }, { "p": 0.06351832300424576, "m": 1.0 }, { "p": 0.02600274235010147, "m": 1.0 }, { "p": 0.01982698403298855, "m": 1.0 }, { "p": 0.0775267481803894, "m": 1.0 }, { "p": 0.06573282182216644, "m": 1.0 }, { "p": 0.07241641730070114, "m": 1.0 }, { "p": 0.14717896282672882, "m": 1.0 }, { "p": 0.10356077551841736, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 0.467976838350296, "val_loss": 0.9047547578811646, "acc": 68.92, "time": 64.32039616885595, "param": [ { "p": 0.035986799746751785, "m": 1.0 }, { "p": 0.07093266397714615, "m": 1.0 }, { "p": 0.05958103388547897, "m": 1.0 }, { "p": 0.0639839619398117, "m": 1.0 }, { "p": 0.06974542140960693, "m": 1.0 }, { "p": 0.06792830675840378, "m": 1.0 }, { "p": 0.08035708963871002, "m": 1.0 }, { "p": 0.03807671740651131, "m": 1.0 }, { "p": 0.0023716806899756193, "m": 1.0 }, { "p": 0.08571045845746994, "m": 1.0 }, { "p": 0.07481829077005386, "m": 1.0 }, { "p": 0.0669921338558197, "m": 1.0 }, { "p": 0.1586351841688156, "m": 1.0 }, { "p": 0.12488026171922684, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 0.7384140491485596, "val_loss": 0.9395197629928589, "acc": 69.45, "time": 65.04757103510201, "param": [ { "p": 0.0324123352766037, "m": 1.0 }, { "p": 0.06876714527606964, "m": 1.0 }, { "p": 0.06280160695314407, "m": 1.0 }, { "p": 0.0662992000579834, "m": 1.0 }, { "p": 0.06883209198713303, "m": 1.0 }, { "p": 0.0822732150554657, "m": 1.0 }, { "p": 0.08900285512208939, "m": 1.0 }, { "p": 0.04965309798717499, "m": 1.0 }, { "p": 0.0013941371580585837, "m": 1.0 }, { "p": 0.08218541741371155, "m": 1.0 }, { "p": 0.05670292675495148, "m": 1.0 }, { "p": 0.05821619927883148, "m": 1.0 }, { "p": 0.1634269654750824, "m": 1.0 }, { "p": 0.11803290247917175, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 0.8212165832519531, "val_loss": 0.8983163237571716, "acc": 68.81, "time": 65.26995664881542, "param": [ { "p": 0.035763416439294815, "m": 1.0 }, { "p": 0.07365711033344269, "m": 1.0 }, { "p": 0.06531370431184769, "m": 1.0 }, { "p": 0.07541366666555405, "m": 1.0 }, { "p": 0.0743350237607956, "m": 1.0 }, { "p": 0.08096877485513687, "m": 1.0 }, { "p": 0.08515172451734543, "m": 1.0 }, { "p": 0.06380447745323181, "m": 1.0 }, { "p": 0.01905926503241062, "m": 1.0 }, { "p": 0.07679010927677155, "m": 1.0 }, { "p": 0.046598732471466064, "m": 1.0 }, { "p": 0.05137793719768524, "m": 1.0 }, { "p": 0.15757954120635986, "m": 1.0 }, { "p": 0.09418650716543198, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 0.6635828018188477, "val_loss": 0.9097180962562561, "acc": 69.18, "time": 65.99724486400373, "param": [ { "p": 0.03439425677061081, "m": 1.0 }, { "p": 0.06857932358980179, "m": 1.0 }, { "p": 0.07591340690851212, "m": 1.0 }, { "p": 0.07844364643096924, "m": 1.0 }, { "p": 0.0782879889011383, "m": 1.0 }, { "p": 0.0941743329167366, "m": 1.0 }, { "p": 0.09724961966276169, "m": 1.0 }, { "p": 0.06929932534694672, "m": 1.0 }, { "p": 0.014628170989453793, "m": 1.0 }, { "p": 0.07603408396244049, "m": 1.0 }, { "p": 0.04894591122865677, "m": 1.0 }, { "p": 0.032475415617227554, "m": 1.0 }, { "p": 0.1635584831237793, "m": 1.0 }, { "p": 0.06801608949899673, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 0.6429727077484131, "val_loss": 0.7603554725646973, "acc": 69.41, "time": 64.57092675799504, "param": [ { "p": 0.03502785786986351, "m": 1.0 }, { "p": 0.059450384229421616, "m": 1.0 }, { "p": 0.07420839369297028, "m": 1.0 }, { "p": 0.07909788191318512, "m": 1.0 }, { "p": 0.08414272218942642, "m": 1.0 }, { "p": 0.11480188369750977, "m": 1.0 }, { "p": 0.10737467557191849, "m": 1.0 }, { "p": 0.05355020985007286, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07433627545833588, "m": 1.0 }, { "p": 0.051368437707424164, "m": 1.0 }, { "p": 0.01740093342959881, "m": 1.0 }, { "p": 0.17786681652069092, "m": 1.0 }, { "p": 0.07137354463338852, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 0.637040913105011, "val_loss": 1.0636959075927734, "acc": 69.37, "time": 64.3504562068265, "param": [ { "p": 0.02827424183487892, "m": 1.0 }, { "p": 0.07538490742444992, "m": 1.0 }, { "p": 0.06700673699378967, "m": 1.0 }, { "p": 0.08024006336927414, "m": 1.0 }, { "p": 0.08899733424186707, "m": 1.0 }, { "p": 0.12468953430652618, "m": 1.0 }, { "p": 0.09357050061225891, "m": 1.0 }, { "p": 0.022145316004753113, "m": 1.0 }, { "p": 0.006451745983213186, "m": 1.0 }, { "p": 0.08733848482370377, "m": 1.0 }, { "p": 0.03544776514172554, "m": 1.0 }, { "p": 0.01188657246530056, "m": 1.0 }, { "p": 0.20695751905441284, "m": 1.0 }, { "p": 0.0716092437505722, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 0.6575973629951477, "val_loss": 0.817410945892334, "acc": 69.76, "time": 69.45382383908145, "param": [ { "p": 0.03062210977077484, "m": 1.0 }, { "p": 0.06734546273946762, "m": 1.0 }, { "p": 0.07685617357492447, "m": 1.0 }, { "p": 0.08068829774856567, "m": 1.0 }, { "p": 0.09073437005281448, "m": 1.0 }, { "p": 0.11846766620874405, "m": 1.0 }, { "p": 0.06397461891174316, "m": 1.0 }, { "p": 0.004724721424281597, "m": 1.0 }, { "p": 0.02392318844795227, "m": 1.0 }, { "p": 0.10430378466844559, "m": 1.0 }, { "p": 0.024825051426887512, "m": 1.0 }, { "p": 0.0184334646910429, "m": 1.0 }, { "p": 0.2371343970298767, "m": 1.0 }, { "p": 0.05796666443347931, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 0.47455474734306335, "val_loss": 0.869120180606842, "acc": 69.87, "time": 63.70419048308395, "param": [ { "p": 0.03693058714270592, "m": 1.0 }, { "p": 0.044188857078552246, "m": 1.0 }, { "p": 0.08242177218198776, "m": 1.0 }, { "p": 0.06749386340379715, "m": 1.0 }, { "p": 0.08075559884309769, "m": 1.0 }, { "p": 0.09835878014564514, "m": 1.0 }, { "p": 0.03615954518318176, "m": 1.0 }, { "p": 0.014661680907011032, "m": 1.0 }, { "p": 0.03452036529779434, "m": 1.0 }, { "p": 0.11267388612031937, "m": 1.0 }, { "p": 0.037269476801157, "m": 1.0 }, { "p": 0.039617471396923065, "m": 1.0 }, { "p": 0.25931259989738464, "m": 1.0 }, { "p": 0.05563553422689438, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 0.5646061301231384, "val_loss": 0.8056343197822571, "acc": 69.97, "time": 68.19770394801162, "param": [ { "p": 0.05249834805727005, "m": 1.0 }, { "p": 0.04676944017410278, "m": 1.0 }, { "p": 0.07398343831300735, "m": 1.0 }, { "p": 0.04322020709514618, "m": 1.0 }, { "p": 0.0740385577082634, "m": 1.0 }, { "p": 0.06598182767629623, "m": 1.0 }, { "p": 0.03121177665889263, "m": 1.0 }, { "p": 0.051147811114788055, "m": 1.0 }, { "p": 0.04216732457280159, "m": 1.0 }, { "p": 0.10469019412994385, "m": 1.0 }, { "p": 0.05858909338712692, "m": 1.0 }, { "p": 0.052258845418691635, "m": 1.0 }, { "p": 0.22931188344955444, "m": 1.0 }, { "p": 0.07413122057914734, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 0.4258798062801361, "val_loss": 0.9497767090797424, "acc": 70.15, "time": 65.11869459995069, "param": [ { "p": 0.05921971797943115, "m": 1.0 }, { "p": 0.04474543407559395, "m": 1.0 }, { "p": 0.06053749471902847, "m": 1.0 }, { "p": 0.024404605850577354, "m": 1.0 }, { "p": 0.06376713514328003, "m": 1.0 }, { "p": 0.03351129963994026, "m": 1.0 }, { "p": 0.043614521622657776, "m": 1.0 }, { "p": 0.08124680817127228, "m": 1.0 }, { "p": 0.03480219841003418, "m": 1.0 }, { "p": 0.11893749982118607, "m": 1.0 }, { "p": 0.07352431118488312, "m": 1.0 }, { "p": 0.06643699109554291, "m": 1.0 }, { "p": 0.21136541664600372, "m": 1.0 }, { "p": 0.08388657122850418, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 0.41111844778060913, "val_loss": 0.8290382623672485, "acc": 69.93, "time": 74.76957345800474, "param": [ { "p": 0.0624045692384243, "m": 1.0 }, { "p": 0.04299439489841461, "m": 1.0 }, { "p": 0.052543532103300095, "m": 1.0 }, { "p": 0.05525897815823555, "m": 1.0 }, { "p": 0.06417164206504822, "m": 1.0 }, { "p": 0.05315452069044113, "m": 1.0 }, { "p": 0.05754176154732704, "m": 1.0 }, { "p": 0.0832114964723587, "m": 1.0 }, { "p": 0.03737112879753113, "m": 1.0 }, { "p": 0.10339668393135071, "m": 1.0 }, { "p": 0.07755305618047714, "m": 1.0 }, { "p": 0.06554906070232391, "m": 1.0 }, { "p": 0.1739198863506317, "m": 1.0 }, { "p": 0.07092928886413574, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 0.44961783289909363, "val_loss": 0.9304694533348083, "acc": 70.66, "time": 77.1182079021819, "param": [ { "p": 0.059431031346321106, "m": 1.0 }, { "p": 0.042020220309495926, "m": 1.0 }, { "p": 0.04590075835585594, "m": 1.0 }, { "p": 0.0861102044582367, "m": 1.0 }, { "p": 0.07455376535654068, "m": 1.0 }, { "p": 0.0749499499797821, "m": 1.0 }, { "p": 0.07368557900190353, "m": 1.0 }, { "p": 0.0624007023870945, "m": 1.0 }, { "p": 0.05178458243608475, "m": 1.0 }, { "p": 0.08328827470541, "m": 1.0 }, { "p": 0.07758761197328568, "m": 1.0 }, { "p": 0.05582635849714279, "m": 1.0 }, { "p": 0.15362437069416046, "m": 1.0 }, { "p": 0.05883658304810524, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 0.8126764297485352, "val_loss": 0.9433547854423523, "acc": 69.72, "time": 76.67548911599442, "param": [ { "p": 0.053465958684682846, "m": 1.0 }, { "p": 0.06459438800811768, "m": 1.0 }, { "p": 0.04893948882818222, "m": 1.0 }, { "p": 0.08995771408081055, "m": 1.0 }, { "p": 0.09209023416042328, "m": 1.0 }, { "p": 0.08999605476856232, "m": 1.0 }, { "p": 0.06424012780189514, "m": 1.0 }, { "p": 0.04014408588409424, "m": 1.0 }, { "p": 0.05726917088031769, "m": 1.0 }, { "p": 0.073862224817276, "m": 1.0 }, { "p": 0.07860753685235977, "m": 1.0 }, { "p": 0.04107363894581795, "m": 1.0 }, { "p": 0.1466468721628189, "m": 1.0 }, { "p": 0.05911250412464142, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 0.6091718673706055, "val_loss": 0.9637606739997864, "acc": 69.25, "time": 76.60005843592808, "param": [ { "p": 0.0439729169011116, "m": 1.0 }, { "p": 0.09439050406217575, "m": 1.0 }, { "p": 0.05925615504384041, "m": 1.0 }, { "p": 0.0909513384103775, "m": 1.0 }, { "p": 0.09590430557727814, "m": 1.0 }, { "p": 0.08305937051773071, "m": 1.0 }, { "p": 0.0314968042075634, "m": 1.0 }, { "p": 0.03384237736463547, "m": 1.0 }, { "p": 0.0607757568359375, "m": 1.0 }, { "p": 0.07969701290130615, "m": 1.0 }, { "p": 0.07139868289232254, "m": 1.0 }, { "p": 0.04306517913937569, "m": 1.0 }, { "p": 0.14389567077159882, "m": 1.0 }, { "p": 0.0682939663529396, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 0.9239959716796875, "val_loss": 0.9609903693199158, "acc": 69.79, "time": 64.86771001690067, "param": [ { "p": 0.03921172022819519, "m": 1.0 }, { "p": 0.09247620403766632, "m": 1.0 }, { "p": 0.06066019833087921, "m": 1.0 }, { "p": 0.09028300642967224, "m": 1.0 }, { "p": 0.10630181431770325, "m": 1.0 }, { "p": 0.07242841273546219, "m": 1.0 }, { "p": 0.01981278695166111, "m": 1.0 }, { "p": 0.04691893234848976, "m": 1.0 }, { "p": 0.06388184428215027, "m": 1.0 }, { "p": 0.0836617574095726, "m": 1.0 }, { "p": 0.05997191742062569, "m": 1.0 }, { "p": 0.057241249829530716, "m": 1.0 }, { "p": 0.14479777216911316, "m": 1.0 }, { "p": 0.06235242262482643, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 0.6222893595695496, "val_loss": 1.004186749458313, "acc": 69.38, "time": 73.99077586107887, "param": [ { "p": 0.05034107714891434, "m": 1.0 }, { "p": 0.09529051184654236, "m": 1.0 }, { "p": 0.05034418776631355, "m": 1.0 }, { "p": 0.08261242508888245, "m": 1.0 }, { "p": 0.0870608240365982, "m": 1.0 }, { "p": 0.05769667029380798, "m": 1.0 }, { "p": 0.03564158082008362, "m": 1.0 }, { "p": 0.053342554718256, "m": 1.0 }, { "p": 0.06419024616479874, "m": 1.0 }, { "p": 0.07459020614624023, "m": 1.0 }, { "p": 0.03389490395784378, "m": 1.0 }, { "p": 0.08475929498672485, "m": 1.0 }, { "p": 0.14536063373088837, "m": 1.0 }, { "p": 0.08487492799758911, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 0.5369799137115479, "val_loss": 0.9997587203979492, "acc": 69.07, "time": 67.87758317403495, "param": [ { "p": 0.0697074681520462, "m": 1.0 }, { "p": 0.10547813028097153, "m": 1.0 }, { "p": 0.05430418252944946, "m": 1.0 }, { "p": 0.06891609728336334, "m": 1.0 }, { "p": 0.08673454821109772, "m": 1.0 }, { "p": 0.049638617783784866, "m": 1.0 }, { "p": 0.04848996549844742, "m": 1.0 }, { "p": 0.023923996835947037, "m": 1.0 }, { "p": 0.05913255736231804, "m": 1.0 }, { "p": 0.07196775078773499, "m": 1.0 }, { "p": 0.02581607550382614, "m": 1.0 }, { "p": 0.11037740111351013, "m": 1.0 }, { "p": 0.13949301838874817, "m": 1.0 }, { "p": 0.08602013438940048, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 0.5989208817481995, "val_loss": 0.8781324028968811, "acc": 70.45, "time": 70.54232481704094, "param": [ { "p": 0.08734622597694397, "m": 1.0 }, { "p": 0.08769296109676361, "m": 1.0 }, { "p": 0.057435307651758194, "m": 1.0 }, { "p": 0.05935702100396156, "m": 1.0 }, { "p": 0.09109000861644745, "m": 1.0 }, { "p": 0.046387385576963425, "m": 1.0 }, { "p": 0.02746366336941719, "m": 1.0 }, { "p": 0.01526147872209549, "m": 1.0 }, { "p": 0.05257466062903404, "m": 1.0 }, { "p": 0.07003748416900635, "m": 1.0 }, { "p": 0.031889256089925766, "m": 1.0 }, { "p": 0.135292187333107, "m": 1.0 }, { "p": 0.15480545163154602, "m": 1.0 }, { "p": 0.08336687088012695, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 0.5373669862747192, "val_loss": 0.8908532857894897, "acc": 69.61, "time": 65.27067505009472, "param": [ { "p": 0.10295361280441284, "m": 1.0 }, { "p": 0.06224459409713745, "m": 1.0 }, { "p": 0.05969720706343651, "m": 1.0 }, { "p": 0.05274615064263344, "m": 1.0 }, { "p": 0.0784318670630455, "m": 1.0 }, { "p": 0.05885773152112961, "m": 1.0 }, { "p": 0.00046162737999111414, "m": 1.0 }, { "p": 0.017688145861029625, "m": 1.0 }, { "p": 0.046664293855428696, "m": 1.0 }, { "p": 0.0880291685461998, "m": 1.0 }, { "p": 0.030463876202702522, "m": 1.0 }, { "p": 0.1560952216386795, "m": 1.0 }, { "p": 0.16783282160758972, "m": 1.0 }, { "p": 0.07783371210098267, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 0.4153950810432434, "val_loss": 0.8320838212966919, "acc": 69.89, "time": 64.18678253795952, "param": [ { "p": 0.10529368370771408, "m": 1.0 }, { "p": 0.04854247346520424, "m": 1.0 }, { "p": 0.032667435705661774, "m": 1.0 }, { "p": 0.04351814463734627, "m": 1.0 }, { "p": 0.0706610232591629, "m": 1.0 }, { "p": 0.07076030224561691, "m": 1.0 }, { "p": 0.01209624856710434, "m": 1.0 }, { "p": 0.014249569736421108, "m": 1.0 }, { "p": 0.048606328666210175, "m": 1.0 }, { "p": 0.09994129836559296, "m": 1.0 }, { "p": 0.03799356892704964, "m": 1.0 }, { "p": 0.1533062905073166, "m": 1.0 }, { "p": 0.16994431614875793, "m": 1.0 }, { "p": 0.0924193412065506, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 0.34150007367134094, "val_loss": 1.1144130229949951, "acc": 70.31, "time": 73.28503584582359, "param": [ { "p": 0.09963617473840714, "m": 1.0 }, { "p": 0.04191433638334274, "m": 1.0 }, { "p": 0.0253292303532362, "m": 1.0 }, { "p": 0.046369247138500214, "m": 1.0 }, { "p": 0.07193263620138168, "m": 1.0 }, { "p": 0.061127062886953354, "m": 1.0 }, { "p": 0.04319869354367256, "m": 1.0 }, { "p": 0.021539567038416862, "m": 1.0 }, { "p": 0.06111256033182144, "m": 1.0 }, { "p": 0.09829047322273254, "m": 1.0 }, { "p": 0.010856742039322853, "m": 1.0 }, { "p": 0.1554528772830963, "m": 1.0 }, { "p": 0.1674749106168747, "m": 1.0 }, { "p": 0.09576549381017685, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 0.6878620982170105, "val_loss": 0.9965760111808777, "acc": 69.11, "time": 76.63728313311003, "param": [ { "p": 0.08574984222650528, "m": 1.0 }, { "p": 0.056023139506578445, "m": 1.0 }, { "p": 0.04530101269483566, "m": 1.0 }, { "p": 0.03404698893427849, "m": 1.0 }, { "p": 0.06219054386019707, "m": 1.0 }, { "p": 0.06437313556671143, "m": 1.0 }, { "p": 0.057086266577243805, "m": 1.0 }, { "p": 0.020107503980398178, "m": 1.0 }, { "p": 0.062070801854133606, "m": 1.0 }, { "p": 0.10216200351715088, "m": 1.0 }, { "p": 0.013482694514095783, "m": 1.0 }, { "p": 0.1506914347410202, "m": 1.0 }, { "p": 0.14722006022930145, "m": 1.0 }, { "p": 0.09949460625648499, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 0.4305388629436493, "val_loss": 0.998199462890625, "acc": 70.29, "time": 70.3817271948792, "param": [ { "p": 0.07470381259918213, "m": 1.0 }, { "p": 0.07915928959846497, "m": 1.0 }, { "p": 0.07622257620096207, "m": 1.0 }, { "p": 0.03245944157242775, "m": 1.0 }, { "p": 0.05218930169939995, "m": 1.0 }, { "p": 0.0777115672826767, "m": 1.0 }, { "p": 0.041147056967020035, "m": 1.0 }, { "p": 0.02440611831843853, "m": 1.0 }, { "p": 0.03167186677455902, "m": 1.0 }, { "p": 0.10394687950611115, "m": 1.0 }, { "p": 0.007829833775758743, "m": 1.0 }, { "p": 0.16204343736171722, "m": 1.0 }, { "p": 0.1414182335138321, "m": 1.0 }, { "p": 0.09509049355983734, "m": 1.0 } ] }, { "epoch": 104, "train_loss": 0.4818788170814514, "val_loss": 0.8777035474777222, "acc": 69.61, "time": 76.47315727290697, "param": [ { "p": 0.07219665497541428, "m": 1.0 }, { "p": 0.11641112715005875, "m": 1.0 }, { "p": 0.06222673878073692, "m": 1.0 }, { "p": 0.0250947754830122, "m": 1.0 }, { "p": 0.05661247298121452, "m": 1.0 }, { "p": 0.07091910392045975, "m": 1.0 }, { "p": 0.0330202691257, "m": 1.0 }, { "p": 0.05497124791145325, "m": 1.0 }, { "p": 0.011535915546119213, "m": 1.0 }, { "p": 0.10479048639535904, "m": 1.0 }, { "p": 0.0022288672626018524, "m": 1.0 }, { "p": 0.16842220723628998, "m": 1.0 }, { "p": 0.1381005495786667, "m": 1.0 }, { "p": 0.08346951007843018, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 0.6087208390235901, "val_loss": 0.8544372320175171, "acc": 69.67, "time": 75.82561464002356, "param": [ { "p": 0.070213682949543, "m": 1.0 }, { "p": 0.11907326430082321, "m": 1.0 }, { "p": 0.050134021788835526, "m": 1.0 }, { "p": 0.016474822536110878, "m": 1.0 }, { "p": 0.06663675606250763, "m": 1.0 }, { "p": 0.05800540745258331, "m": 1.0 }, { "p": 0.039392776787281036, "m": 1.0 }, { "p": 0.07218500226736069, "m": 1.0 }, { "p": 0.0014484539860859513, "m": 1.0 }, { "p": 0.10660964995622635, "m": 1.0 }, { "p": 0.021618207916617393, "m": 1.0 }, { "p": 0.17754201591014862, "m": 1.0 }, { "p": 0.13373777270317078, "m": 1.0 }, { "p": 0.06692812591791153, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 0.5044899582862854, "val_loss": 1.041867971420288, "acc": 69.67, "time": 77.86352245602757, "param": [ { "p": 0.06980199366807938, "m": 1.0 }, { "p": 0.092465840280056, "m": 1.0 }, { "p": 0.0551459975540638, "m": 1.0 }, { "p": 0.028390314429998398, "m": 1.0 }, { "p": 0.06174317002296448, "m": 1.0 }, { "p": 0.05485546216368675, "m": 1.0 }, { "p": 0.050087809562683105, "m": 1.0 }, { "p": 0.08258261531591415, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09729228913784027, "m": 1.0 }, { "p": 0.044716671109199524, "m": 1.0 }, { "p": 0.16843433678150177, "m": 1.0 }, { "p": 0.12063238769769669, "m": 1.0 }, { "p": 0.07385115325450897, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 0.783241868019104, "val_loss": 0.7991232872009277, "acc": 69.69, "time": 76.93147007795051, "param": [ { "p": 0.061647847294807434, "m": 1.0 }, { "p": 0.08619007468223572, "m": 1.0 }, { "p": 0.053749118000268936, "m": 1.0 }, { "p": 0.0399380661547184, "m": 1.0 }, { "p": 0.07741434872150421, "m": 1.0 }, { "p": 0.07120545953512192, "m": 1.0 }, { "p": 0.04930184409022331, "m": 1.0 }, { "p": 0.05981197580695152, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08833528310060501, "m": 1.0 }, { "p": 0.023097900673747063, "m": 1.0 }, { "p": 0.17188630998134613, "m": 1.0 }, { "p": 0.11715163290500641, "m": 1.0 }, { "p": 0.10027021914720535, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 0.5183172225952148, "val_loss": 1.0745891332626343, "acc": 70.27, "time": 69.88277290691622, "param": [ { "p": 0.05255407094955444, "m": 1.0 }, { "p": 0.09048078209161758, "m": 1.0 }, { "p": 0.05891070142388344, "m": 1.0 }, { "p": 0.04406627640128136, "m": 1.0 }, { "p": 0.10343924164772034, "m": 1.0 }, { "p": 0.06849221140146255, "m": 1.0 }, { "p": 0.058753274381160736, "m": 1.0 }, { "p": 0.04030154272913933, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.08460139483213425, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.17267224192619324, "m": 1.0 }, { "p": 0.12108971178531647, "m": 1.0 }, { "p": 0.10463862121105194, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 0.6571941375732422, "val_loss": 0.928508996963501, "acc": 69.35, "time": 73.1210295627825, "param": [ { "p": 0.039039574563503265, "m": 1.0 }, { "p": 0.07879386097192764, "m": 1.0 }, { "p": 0.03711649030447006, "m": 1.0 }, { "p": 0.05063159763813019, "m": 1.0 }, { "p": 0.1294316053390503, "m": 1.0 }, { "p": 0.08441878110170364, "m": 1.0 }, { "p": 0.04926842451095581, "m": 1.0 }, { "p": 0.03470178321003914, "m": 1.0 }, { "p": 0.0015563992783427238, "m": 1.0 }, { "p": 0.09330162405967712, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.17940093576908112, "m": 1.0 }, { "p": 0.11719482392072678, "m": 1.0 }, { "p": 0.10514409095048904, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 0.5150043964385986, "val_loss": 0.9353060126304626, "acc": 69.63, "time": 76.66307477094233, "param": [ { "p": 0.02664809487760067, "m": 1.0 }, { "p": 0.07167153805494308, "m": 1.0 }, { "p": 0.02385726384818554, "m": 1.0 }, { "p": 0.06358611583709717, "m": 1.0 }, { "p": 0.14802658557891846, "m": 1.0 }, { "p": 0.10717015713453293, "m": 1.0 }, { "p": 0.0422578826546669, "m": 1.0 }, { "p": 0.04253415763378143, "m": 1.0 }, { "p": 0.002555913059040904, "m": 1.0 }, { "p": 0.0917501300573349, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.1798609495162964, "m": 1.0 }, { "p": 0.11031986773014069, "m": 1.0 }, { "p": 0.08976127207279205, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 0.587114691734314, "val_loss": 1.022287368774414, "acc": 68.96, "time": 66.76289733406156, "param": [ { "p": 0.019577760249376297, "m": 1.0 }, { "p": 0.06325198709964752, "m": 1.0 }, { "p": 0.01870485208928585, "m": 1.0 }, { "p": 0.05435200035572052, "m": 1.0 }, { "p": 0.148423969745636, "m": 1.0 }, { "p": 0.11894282698631287, "m": 1.0 }, { "p": 0.0630175992846489, "m": 1.0 }, { "p": 0.04490373283624649, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10527872294187546, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.19329537451267242, "m": 1.0 }, { "p": 0.11360491812229156, "m": 1.0 }, { "p": 0.056646302342414856, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 0.5542660355567932, "val_loss": 1.0458793640136719, "acc": 70.11, "time": 65.59989570989273, "param": [ { "p": 0.014737458899617195, "m": 1.0 }, { "p": 0.06874163448810577, "m": 1.0 }, { "p": 0.03893281891942024, "m": 1.0 }, { "p": 0.0378088541328907, "m": 1.0 }, { "p": 0.12875549495220184, "m": 1.0 }, { "p": 0.11390235275030136, "m": 1.0 }, { "p": 0.08055709302425385, "m": 1.0 }, { "p": 0.03470879793167114, "m": 1.0 }, { "p": 0.007407939061522484, "m": 1.0 }, { "p": 0.11334414780139923, "m": 1.0 }, { "p": 0.01141158863902092, "m": 1.0 }, { "p": 0.18318745493888855, "m": 1.0 }, { "p": 0.11274147033691406, "m": 1.0 }, { "p": 0.053762901574373245, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 0.624461829662323, "val_loss": 0.974081814289093, "acc": 70.46, "time": 67.09419547999278, "param": [ { "p": 0.004616905469447374, "m": 1.0 }, { "p": 0.07298678904771805, "m": 1.0 }, { "p": 0.0812305361032486, "m": 1.0 }, { "p": 0.034555889666080475, "m": 1.0 }, { "p": 0.10095735639333725, "m": 1.0 }, { "p": 0.10388343781232834, "m": 1.0 }, { "p": 0.06722480803728104, "m": 1.0 }, { "p": 0.04960434511303902, "m": 1.0 }, { "p": 0.021545257419347763, "m": 1.0 }, { "p": 0.11149254441261292, "m": 1.0 }, { "p": 0.025879839435219765, "m": 1.0 }, { "p": 0.14995960891246796, "m": 1.0 }, { "p": 0.09647868573665619, "m": 1.0 }, { "p": 0.07958392798900604, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 0.5167138576507568, "val_loss": 0.8621257543563843, "acc": 70.36, "time": 71.6806965470314, "param": [ { "p": 0.0, "m": 1.0 }, { "p": 0.076945960521698, "m": 1.0 }, { "p": 0.09414520114660263, "m": 1.0 }, { "p": 0.04747585952281952, "m": 1.0 }, { "p": 0.0850665420293808, "m": 1.0 }, { "p": 0.09483417868614197, "m": 1.0 }, { "p": 0.06782811135053635, "m": 1.0 }, { "p": 0.0674314796924591, "m": 1.0 }, { "p": 0.01833776757121086, "m": 1.0 }, { "p": 0.11028078943490982, "m": 1.0 }, { "p": 0.02230394445359707, "m": 1.0 }, { "p": 0.13369514048099518, "m": 1.0 }, { "p": 0.08865921199321747, "m": 1.0 }, { "p": 0.09299587458372116, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 0.537459135055542, "val_loss": 1.0609973669052124, "acc": 70.23, "time": 76.87839942798018, "param": [ { "p": 0.0006732858601026237, "m": 1.0 }, { "p": 0.08097922056913376, "m": 1.0 }, { "p": 0.09947443008422852, "m": 1.0 }, { "p": 0.0550745464861393, "m": 1.0 }, { "p": 0.06156221404671669, "m": 1.0 }, { "p": 0.10933312773704529, "m": 1.0 }, { "p": 0.08359605073928833, "m": 1.0 }, { "p": 0.0565781332552433, "m": 1.0 }, { "p": 0.014703287743031979, "m": 1.0 }, { "p": 0.11935698240995407, "m": 1.0 }, { "p": 0.022234981879591942, "m": 1.0 }, { "p": 0.12911362946033478, "m": 1.0 }, { "p": 0.08069855719804764, "m": 1.0 }, { "p": 0.08662151545286179, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 0.8083349466323853, "val_loss": 0.9520742893218994, "acc": 69.92, "time": 76.48723797895946, "param": [ { "p": 0.012753445655107498, "m": 1.0 }, { "p": 0.07271178811788559, "m": 1.0 }, { "p": 0.09836966544389725, "m": 1.0 }, { "p": 0.04330119863152504, "m": 1.0 }, { "p": 0.051943015307188034, "m": 1.0 }, { "p": 0.14415578544139862, "m": 1.0 }, { "p": 0.09028778970241547, "m": 1.0 }, { "p": 0.030548665672540665, "m": 1.0 }, { "p": 0.021981287747621536, "m": 1.0 }, { "p": 0.12318499386310577, "m": 1.0 }, { "p": 0.011917983181774616, "m": 1.0 }, { "p": 0.12600043416023254, "m": 1.0 }, { "p": 0.08282526582479477, "m": 1.0 }, { "p": 0.09001877158880234, "m": 1.0 } ] }, { "epoch": 117, "train_loss": 0.49963298439979553, "val_loss": 0.7691513299942017, "acc": 69.94, "time": 69.66401292895898, "param": [ { "p": 0.019265780225396156, "m": 1.0 }, { "p": 0.055892717093229294, "m": 1.0 }, { "p": 0.11511051654815674, "m": 1.0 }, { "p": 0.040020015090703964, "m": 1.0 }, { "p": 0.04096292704343796, "m": 1.0 }, { "p": 0.1482858955860138, "m": 1.0 }, { "p": 0.096424400806427, "m": 1.0 }, { "p": 0.02487349696457386, "m": 1.0 }, { "p": 0.03465554118156433, "m": 1.0 }, { "p": 0.11652206629514694, "m": 1.0 }, { "p": 0.007290955167263746, "m": 1.0 }, { "p": 0.12391601502895355, "m": 1.0 }, { "p": 0.0834338515996933, "m": 1.0 }, { "p": 0.09334579855203629, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 0.8855893015861511, "val_loss": 0.9977977275848389, "acc": 70.13, "time": 67.41392630594783, "param": [ { "p": 0.028167570009827614, "m": 1.0 }, { "p": 0.04892072081565857, "m": 1.0 }, { "p": 0.1261279582977295, "m": 1.0 }, { "p": 0.026088755577802658, "m": 1.0 }, { "p": 0.04295332357287407, "m": 1.0 }, { "p": 0.13198234140872955, "m": 1.0 }, { "p": 0.1043364629149437, "m": 1.0 }, { "p": 0.03184331953525543, "m": 1.0 }, { "p": 0.03664884343743324, "m": 1.0 }, { "p": 0.1105186715722084, "m": 1.0 }, { "p": 0.007460239343345165, "m": 1.0 }, { "p": 0.13558675348758698, "m": 1.0 }, { "p": 0.0921211689710617, "m": 1.0 }, { "p": 0.07724382728338242, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 0.7629252672195435, "val_loss": 0.8487473726272583, "acc": 69.92, "time": 71.63435779395513, "param": [ { "p": 0.03584856167435646, "m": 1.0 }, { "p": 0.04369303211569786, "m": 1.0 }, { "p": 0.11531202495098114, "m": 1.0 }, { "p": 0.033764757215976715, "m": 1.0 }, { "p": 0.07128088176250458, "m": 1.0 }, { "p": 0.09595262259244919, "m": 1.0 }, { "p": 0.1243206188082695, "m": 1.0 }, { "p": 0.032964061945676804, "m": 1.0 }, { "p": 0.06497203558683395, "m": 1.0 }, { "p": 0.08102540671825409, "m": 1.0 }, { "p": 0.0007867449312470853, "m": 1.0 }, { "p": 0.13770893216133118, "m": 1.0 }, { "p": 0.10074135661125183, "m": 1.0 }, { "p": 0.06162893399596214, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 0.6336318254470825, "val_loss": 0.8709794878959656, "acc": 70.87, "time": 65.22260153410025, "param": [ { "p": 0.03721519187092781, "m": 1.0 }, { "p": 0.029926301911473274, "m": 1.0 }, { "p": 0.10279292613267899, "m": 1.0 }, { "p": 0.05576033890247345, "m": 1.0 }, { "p": 0.09472734481096268, "m": 1.0 }, { "p": 0.08750386536121368, "m": 1.0 }, { "p": 0.12093009054660797, "m": 1.0 }, { "p": 0.044670987874269485, "m": 1.0 }, { "p": 0.07533996552228928, "m": 1.0 }, { "p": 0.04682251065969467, "m": 1.0 }, { "p": 0.006780693307518959, "m": 1.0 }, { "p": 0.13368560373783112, "m": 1.0 }, { "p": 0.10537399351596832, "m": 1.0 }, { "p": 0.0584702305495739, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 0.9093685746192932, "val_loss": 0.9878355860710144, "acc": 71.73, "time": 70.1195250749588, "param": [ { "p": 0.043277107179164886, "m": 1.0 }, { "p": 0.0467829629778862, "m": 1.0 }, { "p": 0.08448028564453125, "m": 1.0 }, { "p": 0.05357552319765091, "m": 1.0 }, { "p": 0.1117376908659935, "m": 1.0 }, { "p": 0.09573380649089813, "m": 1.0 }, { "p": 0.10143377631902695, "m": 1.0 }, { "p": 0.051837921142578125, "m": 1.0 }, { "p": 0.05777435377240181, "m": 1.0 }, { "p": 0.035095322877168655, "m": 1.0 }, { "p": 0.0155582744628191, "m": 1.0 }, { "p": 0.13409015536308289, "m": 1.0 }, { "p": 0.11389323323965073, "m": 1.0 }, { "p": 0.0547296516597271, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 0.5271492600440979, "val_loss": 0.8577952980995178, "acc": 70.79, "time": 77.64976487006061, "param": [ { "p": 0.04869000241160393, "m": 1.0 }, { "p": 0.062393855303525925, "m": 1.0 }, { "p": 0.08716174960136414, "m": 1.0 }, { "p": 0.06746549159288406, "m": 1.0 }, { "p": 0.11159099638462067, "m": 1.0 }, { "p": 0.09416764229536057, "m": 1.0 }, { "p": 0.06733952462673187, "m": 1.0 }, { "p": 0.05940519645810127, "m": 1.0 }, { "p": 0.03650587424635887, "m": 1.0 }, { "p": 0.022737694904208183, "m": 1.0 }, { "p": 0.02256656065583229, "m": 1.0 }, { "p": 0.13277669250965118, "m": 1.0 }, { "p": 0.12164206802845001, "m": 1.0 }, { "p": 0.06555666029453278, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 0.46006155014038086, "val_loss": 0.7124360799789429, "acc": 71.19, "time": 77.21344145899639, "param": [ { "p": 0.0523708201944828, "m": 1.0 }, { "p": 0.0814448669552803, "m": 1.0 }, { "p": 0.08285597711801529, "m": 1.0 }, { "p": 0.08095663040876389, "m": 1.0 }, { "p": 0.09984826296567917, "m": 1.0 }, { "p": 0.09695278853178024, "m": 1.0 }, { "p": 0.052179113030433655, "m": 1.0 }, { "p": 0.05558380112051964, "m": 1.0 }, { "p": 0.015270342119038105, "m": 1.0 }, { "p": 0.02116313949227333, "m": 1.0 }, { "p": 0.029085958376526833, "m": 1.0 }, { "p": 0.12649381160736084, "m": 1.0 }, { "p": 0.11939095705747604, "m": 1.0 }, { "p": 0.0864035114645958, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 0.5577312111854553, "val_loss": 0.9739227294921875, "acc": 70.73, "time": 76.45503458497114, "param": [ { "p": 0.06207527220249176, "m": 1.0 }, { "p": 0.0869472399353981, "m": 1.0 }, { "p": 0.08828795701265335, "m": 1.0 }, { "p": 0.08821246027946472, "m": 1.0 }, { "p": 0.07857866585254669, "m": 1.0 }, { "p": 0.10685589164495468, "m": 1.0 }, { "p": 0.06044136732816696, "m": 1.0 }, { "p": 0.04314388334751129, "m": 1.0 }, { "p": 0.001170686213299632, "m": 1.0 }, { "p": 0.03147092089056969, "m": 1.0 }, { "p": 0.0409885048866272, "m": 1.0 }, { "p": 0.11752381920814514, "m": 1.0 }, { "p": 0.10581859201192856, "m": 1.0 }, { "p": 0.08848480880260468, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 0.4196014702320099, "val_loss": 0.9776434302330017, "acc": 70.62, "time": 73.00228599295951, "param": [ { "p": 0.07550626993179321, "m": 1.0 }, { "p": 0.07349631190299988, "m": 1.0 }, { "p": 0.09778515249490738, "m": 1.0 }, { "p": 0.08572684228420258, "m": 1.0 }, { "p": 0.09473950415849686, "m": 1.0 }, { "p": 0.106936514377594, "m": 1.0 }, { "p": 0.050817616283893585, "m": 1.0 }, { "p": 0.020319337025284767, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04370913654565811, "m": 1.0 }, { "p": 0.058581721037626266, "m": 1.0 }, { "p": 0.10812751203775406, "m": 1.0 }, { "p": 0.09327716380357742, "m": 1.0 }, { "p": 0.09097693860530853, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 0.5982393026351929, "val_loss": 0.9325903058052063, "acc": 70.68, "time": 72.59162641107105, "param": [ { "p": 0.08016832172870636, "m": 1.0 }, { "p": 0.06156793609261513, "m": 1.0 }, { "p": 0.10068365931510925, "m": 1.0 }, { "p": 0.06744411587715149, "m": 1.0 }, { "p": 0.09727789461612701, "m": 1.0 }, { "p": 0.1101263016462326, "m": 1.0 }, { "p": 0.06069247052073479, "m": 1.0 }, { "p": 0.02433757670223713, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.051601193845272064, "m": 1.0 }, { "p": 0.06749869138002396, "m": 1.0 }, { "p": 0.10196290165185928, "m": 1.0 }, { "p": 0.08501368761062622, "m": 1.0 }, { "p": 0.09162536263465881, "m": 1.0 } ] }, { "epoch": 127, "train_loss": 0.4720865488052368, "val_loss": 0.8875686526298523, "acc": 70.95, "time": 70.6139987418428, "param": [ { "p": 0.07899993658065796, "m": 1.0 }, { "p": 0.07294011861085892, "m": 1.0 }, { "p": 0.08599524945020676, "m": 1.0 }, { "p": 0.046019263565540314, "m": 1.0 }, { "p": 0.0863737016916275, "m": 1.0 }, { "p": 0.1131427139043808, "m": 1.0 }, { "p": 0.06879907101392746, "m": 1.0 }, { "p": 0.04738970473408699, "m": 1.0 }, { "p": 0.0026094659697264433, "m": 1.0 }, { "p": 0.06131516396999359, "m": 1.0 }, { "p": 0.0756799653172493, "m": 1.0 }, { "p": 0.09423566609621048, "m": 1.0 }, { "p": 0.0809040442109108, "m": 1.0 }, { "p": 0.08559585362672806, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 0.7781515121459961, "val_loss": 0.9507445096969604, "acc": 69.92, "time": 73.6380973700434, "param": [ { "p": 0.0679071769118309, "m": 1.0 }, { "p": 0.08685389906167984, "m": 1.0 }, { "p": 0.08393987268209457, "m": 1.0 }, { "p": 0.04090344160795212, "m": 1.0 }, { "p": 0.08822218328714371, "m": 1.0 }, { "p": 0.10084114223718643, "m": 1.0 }, { "p": 0.07345058023929596, "m": 1.0 }, { "p": 0.06855245679616928, "m": 1.0 }, { "p": 0.0027397838421165943, "m": 1.0 }, { "p": 0.06244124844670296, "m": 1.0 }, { "p": 0.06850170344114304, "m": 1.0 }, { "p": 0.08900222182273865, "m": 1.0 }, { "p": 0.07288482785224915, "m": 1.0 }, { "p": 0.09375937283039093, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 0.5858518481254578, "val_loss": 1.0366873741149902, "acc": 70.26, "time": 66.31058198097162, "param": [ { "p": 0.059430427849292755, "m": 1.0 }, { "p": 0.07528714835643768, "m": 1.0 }, { "p": 0.07551667839288712, "m": 1.0 }, { "p": 0.05478981137275696, "m": 1.0 }, { "p": 0.09022743999958038, "m": 1.0 }, { "p": 0.10172201693058014, "m": 1.0 }, { "p": 0.051080506294965744, "m": 1.0 }, { "p": 0.07944458723068237, "m": 1.0 }, { "p": 0.015285566449165344, "m": 1.0 }, { "p": 0.07026204466819763, "m": 1.0 }, { "p": 0.07202447950839996, "m": 1.0 }, { "p": 0.07888071984052658, "m": 1.0 }, { "p": 0.07061447203159332, "m": 1.0 }, { "p": 0.10543414205312729, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 0.5753257870674133, "val_loss": 0.7615922689437866, "acc": 70.63, "time": 64.30595841491595, "param": [ { "p": 0.0628872737288475, "m": 1.0 }, { "p": 0.0849260538816452, "m": 1.0 }, { "p": 0.07781421393156052, "m": 1.0 }, { "p": 0.06505661457777023, "m": 1.0 }, { "p": 0.06164402514696121, "m": 1.0 }, { "p": 0.11073135584592819, "m": 1.0 }, { "p": 0.03294847905635834, "m": 1.0 }, { "p": 0.059547800570726395, "m": 1.0 }, { "p": 0.02825533039867878, "m": 1.0 }, { "p": 0.07811864465475082, "m": 1.0 }, { "p": 0.07876314222812653, "m": 1.0 }, { "p": 0.06274135410785675, "m": 1.0 }, { "p": 0.079298235476017, "m": 1.0 }, { "p": 0.11726750433444977, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 0.4595414698123932, "val_loss": 0.8696009516716003, "acc": 69.75, "time": 76.59268392203376, "param": [ { "p": 0.07971885055303574, "m": 1.0 }, { "p": 0.08732929080724716, "m": 1.0 }, { "p": 0.09612243622541428, "m": 1.0 }, { "p": 0.06130991503596306, "m": 1.0 }, { "p": 0.02136567421257496, "m": 1.0 }, { "p": 0.14740972220897675, "m": 1.0 }, { "p": 0.027409087866544724, "m": 1.0 }, { "p": 0.04696217551827431, "m": 1.0 }, { "p": 0.0010333998361602426, "m": 1.0 }, { "p": 0.09305626153945923, "m": 1.0 }, { "p": 0.0589938648045063, "m": 1.0 }, { "p": 0.051335763186216354, "m": 1.0 }, { "p": 0.10617896914482117, "m": 1.0 }, { "p": 0.12177463620901108, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 0.6026265025138855, "val_loss": 1.0306209325790405, "acc": 70.73, "time": 73.42046490707435, "param": [ { "p": 0.0881761834025383, "m": 1.0 }, { "p": 0.07207782566547394, "m": 1.0 }, { "p": 0.10095437616109848, "m": 1.0 }, { "p": 0.06978419423103333, "m": 1.0 }, { "p": 0.024751819670200348, "m": 1.0 }, { "p": 0.1518460363149643, "m": 1.0 }, { "p": 0.04782348498702049, "m": 1.0 }, { "p": 0.04254848137497902, "m": 1.0 }, { "p": 0.004364475607872009, "m": 1.0 }, { "p": 0.08814872056245804, "m": 1.0 }, { "p": 0.03754275664687157, "m": 1.0 }, { "p": 0.042047999799251556, "m": 1.0 }, { "p": 0.1295127272605896, "m": 1.0 }, { "p": 0.10042097419500351, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 0.7636814713478088, "val_loss": 0.8276420831680298, "acc": 70.64, "time": 66.03327206987888, "param": [ { "p": 0.09948775917291641, "m": 1.0 }, { "p": 0.06784816086292267, "m": 1.0 }, { "p": 0.08378877490758896, "m": 1.0 }, { "p": 0.0766567513346672, "m": 1.0 }, { "p": 0.03366947919130325, "m": 1.0 }, { "p": 0.14786863327026367, "m": 1.0 }, { "p": 0.0699482336640358, "m": 1.0 }, { "p": 0.04468155652284622, "m": 1.0 }, { "p": 3.324076169519685e-05, "m": 1.0 }, { "p": 0.09123881906270981, "m": 1.0 }, { "p": 0.008418623358011246, "m": 1.0 }, { "p": 0.0380401536822319, "m": 1.0 }, { "p": 0.1516091376543045, "m": 1.0 }, { "p": 0.08671067655086517, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 0.5025622248649597, "val_loss": 0.9851115942001343, "acc": 70.81, "time": 76.71153360395692, "param": [ { "p": 0.11925022304058075, "m": 1.0 }, { "p": 0.06250430643558502, "m": 1.0 }, { "p": 0.07074147462844849, "m": 1.0 }, { "p": 0.061553530395030975, "m": 1.0 }, { "p": 0.044845372438430786, "m": 1.0 }, { "p": 0.12595033645629883, "m": 1.0 }, { "p": 0.09840454161167145, "m": 1.0 }, { "p": 0.026774588972330093, "m": 1.0 }, { "p": 0.0010846973164007068, "m": 1.0 }, { "p": 0.0995902568101883, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.04272640496492386, "m": 1.0 }, { "p": 0.1723790466785431, "m": 1.0 }, { "p": 0.0741952657699585, "m": 1.0 } ] }, { "epoch": 135, "train_loss": 0.4823692739009857, "val_loss": 0.9531381130218506, "acc": 71.3, "time": 64.86917218496092, "param": [ { "p": 0.1360081285238266, "m": 1.0 }, { "p": 0.04699832201004028, "m": 1.0 }, { "p": 0.06941674649715424, "m": 1.0 }, { "p": 0.06935615837574005, "m": 1.0 }, { "p": 0.0703795850276947, "m": 1.0 }, { "p": 0.09810160845518112, "m": 1.0 }, { "p": 0.11642767488956451, "m": 1.0 }, { "p": 0.013093175366520882, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06725086271762848, "m": 1.0 }, { "p": 0.008589616976678371, "m": 1.0 }, { "p": 0.032037343829870224, "m": 1.0 }, { "p": 0.18075565993785858, "m": 1.0 }, { "p": 0.09158507734537125, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 0.38854697346687317, "val_loss": 1.2019069194793701, "acc": 70.86, "time": 71.71589012816548, "param": [ { "p": 0.14979520440101624, "m": 1.0 }, { "p": 0.04043051227927208, "m": 1.0 }, { "p": 0.07371261715888977, "m": 1.0 }, { "p": 0.06074155867099762, "m": 1.0 }, { "p": 0.08627628535032272, "m": 1.0 }, { "p": 0.07748779654502869, "m": 1.0 }, { "p": 0.13557112216949463, "m": 1.0 }, { "p": 0.0065051051788032055, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.030070796608924866, "m": 1.0 }, { "p": 0.012672169134020805, "m": 1.0 }, { "p": 0.022216539829969406, "m": 1.0 }, { "p": 0.18735884130001068, "m": 1.0 }, { "p": 0.11716146767139435, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 0.46215543150901794, "val_loss": 0.9529624581336975, "acc": 70.65, "time": 68.23160667507909, "param": [ { "p": 0.16179008781909943, "m": 1.0 }, { "p": 0.06117266044020653, "m": 1.0 }, { "p": 0.07837459444999695, "m": 1.0 }, { "p": 0.06479703634977341, "m": 1.0 }, { "p": 0.07604367285966873, "m": 1.0 }, { "p": 0.07069233804941177, "m": 1.0 }, { "p": 0.1348140835762024, "m": 1.0 }, { "p": 0.00180704309605062, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.003094693413004279, "m": 1.0 }, { "p": 0.020160282030701637, "m": 1.0 }, { "p": 0.20246365666389465, "m": 1.0 }, { "p": 0.12478980422019958, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 0.5030015110969543, "val_loss": 0.7870073318481445, "acc": 70.47, "time": 69.4216655259952, "param": [ { "p": 0.15617796778678894, "m": 1.0 }, { "p": 0.05622817575931549, "m": 1.0 }, { "p": 0.09332709014415741, "m": 1.0 }, { "p": 0.07589517533779144, "m": 1.0 }, { "p": 0.06240734085440636, "m": 1.0 }, { "p": 0.07036640495061874, "m": 1.0 }, { "p": 0.11517785489559174, "m": 1.0 }, { "p": 0.027493387460708618, "m": 1.0 }, { "p": 0.001851362525485456, "m": 1.0 }, { "p": 0.001984188100323081, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.022235119715332985, "m": 1.0 }, { "p": 0.20007584989070892, "m": 1.0 }, { "p": 0.1167801022529602, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 0.4640415906906128, "val_loss": 1.0168336629867554, "acc": 71.41, "time": 69.20112509885803, "param": [ { "p": 0.14987072348594666, "m": 1.0 }, { "p": 0.05601588636636734, "m": 1.0 }, { "p": 0.1156281977891922, "m": 1.0 }, { "p": 0.0861920565366745, "m": 1.0 }, { "p": 0.06010350212454796, "m": 1.0 }, { "p": 0.0764894112944603, "m": 1.0 }, { "p": 0.09702588617801666, "m": 1.0 }, { "p": 0.03206350654363632, "m": 1.0 }, { "p": 0.01058996468782425, "m": 1.0 }, { "p": 0.005205709952861071, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.02187693677842617, "m": 1.0 }, { "p": 0.1934266835451126, "m": 1.0 }, { "p": 0.09551157057285309, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 0.4739209711551666, "val_loss": 0.8033987283706665, "acc": 71.47, "time": 67.63936621020548, "param": [ { "p": 0.14338912069797516, "m": 1.0 }, { "p": 0.06626264750957489, "m": 1.0 }, { "p": 0.13001208007335663, "m": 1.0 }, { "p": 0.09417732805013657, "m": 1.0 }, { "p": 0.06132826581597328, "m": 1.0 }, { "p": 0.05578191205859184, "m": 1.0 }, { "p": 0.08552231639623642, "m": 1.0 }, { "p": 0.04340432211756706, "m": 1.0 }, { "p": 0.002046766225248575, "m": 1.0 }, { "p": 0.013692125678062439, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.013538978062570095, "m": 1.0 }, { "p": 0.19626228511333466, "m": 1.0 }, { "p": 0.09458184987306595, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 0.5610321760177612, "val_loss": 1.0065006017684937, "acc": 70.97, "time": 72.090420010034, "param": [ { "p": 0.13083896040916443, "m": 1.0 }, { "p": 0.053807582706213, "m": 1.0 }, { "p": 0.11588075757026672, "m": 1.0 }, { "p": 0.07997962832450867, "m": 1.0 }, { "p": 0.05890270322561264, "m": 1.0 }, { "p": 0.04867991432547569, "m": 1.0 }, { "p": 0.079342782497406, "m": 1.0 }, { "p": 0.06752762943506241, "m": 1.0 }, { "p": 0.018113452941179276, "m": 1.0 }, { "p": 0.03825554996728897, "m": 1.0 }, { "p": 0.008482658304274082, "m": 1.0 }, { "p": 0.03129270300269127, "m": 1.0 }, { "p": 0.17084860801696777, "m": 1.0 }, { "p": 0.09804712235927582, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 0.34664687514305115, "val_loss": 0.7899667024612427, "acc": 71.28, "time": 70.91954345814884, "param": [ { "p": 0.1391526758670807, "m": 1.0 }, { "p": 0.054699499160051346, "m": 1.0 }, { "p": 0.10753712058067322, "m": 1.0 }, { "p": 0.06397561728954315, "m": 1.0 }, { "p": 0.043813321739435196, "m": 1.0 }, { "p": 0.051764603704214096, "m": 1.0 }, { "p": 0.0694642961025238, "m": 1.0 }, { "p": 0.0655440166592598, "m": 1.0 }, { "p": 0.022918658331036568, "m": 1.0 }, { "p": 0.05970671400427818, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0528571680188179, "m": 1.0 }, { "p": 0.16857197880744934, "m": 1.0 }, { "p": 0.09999428689479828, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 0.39971214532852173, "val_loss": 1.0298610925674438, "acc": 71.71, "time": 63.99715720885433, "param": [ { "p": 0.1470104306936264, "m": 1.0 }, { "p": 0.050134532153606415, "m": 1.0 }, { "p": 0.09527892619371414, "m": 1.0 }, { "p": 0.053168173879384995, "m": 1.0 }, { "p": 0.05938117578625679, "m": 1.0 }, { "p": 0.07370762526988983, "m": 1.0 }, { "p": 0.059299346059560776, "m": 1.0 }, { "p": 0.05561813339591026, "m": 1.0 }, { "p": 0.025659507140517235, "m": 1.0 }, { "p": 0.07146666198968887, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.057024143636226654, "m": 1.0 }, { "p": 0.15805210173130035, "m": 1.0 }, { "p": 0.09419924765825272, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 0.610933780670166, "val_loss": 1.045904278755188, "acc": 71.1, "time": 64.63124352903105, "param": [ { "p": 0.16906128823757172, "m": 1.0 }, { "p": 0.03997623175382614, "m": 1.0 }, { "p": 0.07254504412412643, "m": 1.0 }, { "p": 0.02374628745019436, "m": 1.0 }, { "p": 0.08007309585809708, "m": 1.0 }, { "p": 0.08153299242258072, "m": 1.0 }, { "p": 0.044464558362960815, "m": 1.0 }, { "p": 0.04933754354715347, "m": 1.0 }, { "p": 0.027313442900776863, "m": 1.0 }, { "p": 0.08396225422620773, "m": 1.0 }, { "p": 0.0016799240838736296, "m": 1.0 }, { "p": 0.0625649094581604, "m": 1.0 }, { "p": 0.17478778958320618, "m": 1.0 }, { "p": 0.08895471692085266, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 0.3758355677127838, "val_loss": 0.8886737823486328, "acc": 71.52, "time": 64.47766842902638, "param": [ { "p": 0.18203023076057434, "m": 1.0 }, { "p": 0.037148367613554, "m": 1.0 }, { "p": 0.05153350532054901, "m": 1.0 }, { "p": 0.007783149369060993, "m": 1.0 }, { "p": 0.07896466553211212, "m": 1.0 }, { "p": 0.08173010498285294, "m": 1.0 }, { "p": 0.04547761753201485, "m": 1.0 }, { "p": 0.05810324102640152, "m": 1.0 }, { "p": 0.034751441329717636, "m": 1.0 }, { "p": 0.06895681470632553, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.05987725406885147, "m": 1.0 }, { "p": 0.2020576447248459, "m": 1.0 }, { "p": 0.09158597141504288, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 0.42654505372047424, "val_loss": 0.8674827218055725, "acc": 71.64, "time": 63.96051342994906, "param": [ { "p": 0.19459211826324463, "m": 1.0 }, { "p": 0.029867513105273247, "m": 1.0 }, { "p": 0.02074769139289856, "m": 1.0 }, { "p": 0.013977344147861004, "m": 1.0 }, { "p": 0.07677043229341507, "m": 1.0 }, { "p": 0.08422060310840607, "m": 1.0 }, { "p": 0.04680929332971573, "m": 1.0 }, { "p": 0.0710408017039299, "m": 1.0 }, { "p": 0.027845509350299835, "m": 1.0 }, { "p": 0.06276003271341324, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.05133191868662834, "m": 1.0 }, { "p": 0.22759366035461426, "m": 1.0 }, { "p": 0.09244313091039658, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 0.2425944060087204, "val_loss": 1.0765857696533203, "acc": 71.4, "time": 64.09693282702938, "param": [ { "p": 0.20917153358459473, "m": 1.0 }, { "p": 0.017509469762444496, "m": 1.0 }, { "p": 0.015654025599360466, "m": 1.0 }, { "p": 0.039001550525426865, "m": 1.0 }, { "p": 0.06776014715433121, "m": 1.0 }, { "p": 0.08803004026412964, "m": 1.0 }, { "p": 0.045804910361766815, "m": 1.0 }, { "p": 0.07446081936359406, "m": 1.0 }, { "p": 0.041689708828926086, "m": 1.0 }, { "p": 0.06349331140518188, "m": 1.0 }, { "p": 0.0029368666000664234, "m": 1.0 }, { "p": 0.031478773802518845, "m": 1.0 }, { "p": 0.23072940111160278, "m": 1.0 }, { "p": 0.0722794383764267, "m": 1.0 } ] }, { "epoch": 148, "train_loss": 0.23861564695835114, "val_loss": 0.9884218573570251, "acc": 71.68, "time": 71.84642772912048, "param": [ { "p": 0.18466658890247345, "m": 1.0 }, { "p": 0.021887144073843956, "m": 1.0 }, { "p": 0.04956549033522606, "m": 1.0 }, { "p": 0.03963159769773483, "m": 1.0 }, { "p": 0.05917331203818321, "m": 1.0 }, { "p": 0.09749708324670792, "m": 1.0 }, { "p": 0.04004218429327011, "m": 1.0 }, { "p": 0.07143662869930267, "m": 1.0 }, { "p": 0.0474933497607708, "m": 1.0 }, { "p": 0.0794682726264, "m": 1.0 }, { "p": 0.016802674159407616, "m": 1.0 }, { "p": 0.03226469084620476, "m": 1.0 }, { "p": 0.19417080283164978, "m": 1.0 }, { "p": 0.06590019166469574, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 0.4787352979183197, "val_loss": 0.9165326952934265, "acc": 71.29, "time": 72.05193823995069, "param": [ { "p": 0.14421328902244568, "m": 1.0 }, { "p": 0.04303961619734764, "m": 1.0 }, { "p": 0.08492821455001831, "m": 1.0 }, { "p": 0.0467759445309639, "m": 1.0 }, { "p": 0.060538992285728455, "m": 1.0 }, { "p": 0.1012820452451706, "m": 1.0 }, { "p": 0.03301350027322769, "m": 1.0 }, { "p": 0.06873420625925064, "m": 1.0 }, { "p": 0.014313764870166779, "m": 1.0 }, { "p": 0.09695944935083389, "m": 1.0 }, { "p": 0.026646260172128677, "m": 1.0 }, { "p": 0.03931976109743118, "m": 1.0 }, { "p": 0.14491955935955048, "m": 1.0 }, { "p": 0.09531543403863907, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 0.42549827694892883, "val_loss": 0.8310347199440002, "acc": 71.08, "time": 71.82880755001679, "param": [ { "p": 0.12496750056743622, "m": 1.0 }, { "p": 0.03821547329425812, "m": 1.0 }, { "p": 0.10507164895534515, "m": 1.0 }, { "p": 0.04034249484539032, "m": 1.0 }, { "p": 0.07060177624225616, "m": 1.0 }, { "p": 0.09755340963602066, "m": 1.0 }, { "p": 0.037189945578575134, "m": 1.0 }, { "p": 0.08171720802783966, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.10633662343025208, "m": 1.0 }, { "p": 0.02309713140130043, "m": 1.0 }, { "p": 0.05465298891067505, "m": 1.0 }, { "p": 0.12107445299625397, "m": 1.0 }, { "p": 0.09917925298213959, "m": 1.0 } ] } ] }