Update tutorial artifacts for braindecode/plot_bcic_iv_2a_eegprep_cleaning

history.json

@@ -1 +1 @@
-[{"batches": [{"train_loss": 1.3921655416488647, "train_batch_size": 64}, {"train_loss": 1.3634862899780273, "train_batch_size": 64}, {"train_loss": 1.3863605260849, "train_batch_size": 64}, {"train_loss": 1.3759855031967163, "train_batch_size": 64}, {"valid_loss": 1.3842074871063232, "valid_batch_size": 64}, {"valid_loss": 1.3897708654403687, "valid_batch_size": 64}, {"valid_loss": 1.3856009244918823, "valid_batch_size": 64}, {"valid_loss": 1.3853849172592163, "valid_batch_size": 64}, {"valid_loss": 1.3893941640853882, "valid_batch_size": 32}], "epoch": 1, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.429975748062134, "train_loss": 1.379499465227127, "train_loss_best": true, "valid_loss": 1.3865913947423298, "valid_loss_best": true, "valid_acc": 0.25, "valid_acc_best": true, "train_accuracy": 0.25, "train_accuracy_best": true, "valid_accuracy": 0.25, "valid_accuracy_best": true, "event_lr": 0.001}, {"batches": [{"train_loss": 1.3533785343170166, "train_batch_size": 64}, {"train_loss": 1.3535720109939575, "train_batch_size": 64}, {"train_loss": 1.3497203588485718, "train_batch_size": 64}, {"train_loss": 1.3234162330627441, "train_batch_size": 64}, {"valid_loss": 1.3821042776107788, "valid_batch_size": 64}, {"valid_loss": 1.3890098333358765, "valid_batch_size": 64}, {"valid_loss": 1.3847085237503052, "valid_batch_size": 64}, {"valid_loss": 1.3843153715133667, "valid_batch_size": 64}, {"valid_loss": 1.3890938758850098, "valid_batch_size": 32}], "epoch": 2, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.3879780769348145, "train_loss": 1.3450217843055725, "train_loss_best": true, "valid_loss": 1.3854855431450739, "valid_loss_best": true, "valid_acc": 0.25, "valid_acc_best": false, "train_accuracy": 0.25, "train_accuracy_best": false, "valid_accuracy": 0.25, "valid_accuracy_best": false, "event_lr": 0.0009931806517013613}, {"batches": [{"train_loss": 1.3276900053024292, "train_batch_size": 64}, {"train_loss": 1.3050678968429565, "train_batch_size": 64}, {"train_loss": 1.2918733358383179, "train_batch_size": 64}, {"train_loss": 1.3070577383041382, "train_batch_size": 64}, {"valid_loss": 1.377034068107605, "valid_batch_size": 64}, {"valid_loss": 1.3859487771987915, "valid_batch_size": 64}, {"valid_loss": 1.383003830909729, "valid_batch_size": 64}, {"valid_loss": 1.381514310836792, "valid_batch_size": 64}, {"valid_loss": 1.3886315822601318, "valid_batch_size": 32}], "epoch": 3, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.3907511234283447, "train_loss": 1.3079222440719604, "train_loss_best": true, "valid_loss": 1.3826259507073297, "valid_loss_best": true, "valid_acc": 0.25, "valid_acc_best": false, "train_accuracy": 0.25, "train_accuracy_best": false, "valid_accuracy": 0.25, "valid_accuracy_best": false, "event_lr": 0.0009729086208503173}, {"batches": [{"train_loss": 1.2861703634262085, "train_batch_size": 64}, {"train_loss": 1.276012897491455, "train_batch_size": 64}, {"train_loss": 1.2556922435760498, "train_batch_size": 64}, {"train_loss": 1.232837438583374, "train_batch_size": 64}, {"valid_loss": 1.3636460304260254, "valid_batch_size": 64}, {"valid_loss": 1.3733288049697876, "valid_batch_size": 64}, {"valid_loss": 1.3773877620697021, "valid_batch_size": 64}, {"valid_loss": 1.3720195293426514, "valid_batch_size": 64}, {"valid_loss": 1.3862038850784302, "valid_batch_size": 32}], "epoch": 4, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.409010887145996, "train_loss": 1.2626782357692719, "train_loss_best": true, "valid_loss": 1.3732186820771959, "valid_loss_best": true, "valid_acc": 0.25, "valid_acc_best": false, "train_accuracy": 0.25, "train_accuracy_best": false, "valid_accuracy": 0.25, "valid_accuracy_best": false, "event_lr": 0.0009397368756032445}, {"batches": [{"train_loss": 1.2192083597183228, "train_batch_size": 64}, {"train_loss": 1.177390456199646, "train_batch_size": 64}, {"train_loss": 1.21842360496521, "train_batch_size": 64}, {"train_loss": 1.2668819427490234, "train_batch_size": 64}, {"valid_loss": 1.326242446899414, "valid_batch_size": 64}, {"valid_loss": 1.3295282125473022, "valid_batch_size": 64}, {"valid_loss": 1.3485069274902344, "valid_batch_size": 64}, {"valid_loss": 1.34073805809021, "valid_batch_size": 64}, {"valid_loss": 1.3659443855285645, "valid_batch_size": 32}], "epoch": 5, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.399091958999634, "train_loss": 1.2204760909080505, "train_loss_best": true, "valid_loss": 1.3395528528425429, "valid_loss_best": true, "valid_acc": 0.2881944444444444, "valid_acc_best": true, "train_accuracy": 0.2951388888888889, "train_accuracy_best": true, "valid_accuracy": 0.2881944444444444, "valid_accuracy_best": true, "event_lr": 0.0008945702546981969}, {"batches": [{"train_loss": 1.2050018310546875, "train_batch_size": 64}, {"train_loss": 1.1774985790252686, "train_batch_size": 64}, {"train_loss": 1.1403695344924927, "train_batch_size": 64}, {"train_loss": 1.1231913566589355, "train_batch_size": 64}, {"valid_loss": 1.2653716802597046, "valid_batch_size": 64}, {"valid_loss": 1.2573645114898682, "valid_batch_size": 64}, {"valid_loss": 1.2917994260787964, "valid_batch_size": 64}, {"valid_loss": 1.2914111614227295, "valid_batch_size": 64}, {"valid_loss": 1.3200900554656982, "valid_batch_size": 32}], "epoch": 6, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.4133241176605225, "train_loss": 1.161515325307846, "train_loss_best": true, "valid_loss": 1.2813315126630995, "valid_loss_best": true, "valid_acc": 0.3472222222222222, "valid_acc_best": true, "train_accuracy": 0.3611111111111111, "train_accuracy_best": true, "valid_accuracy": 0.3472222222222222, "valid_accuracy_best": true, "event_lr": 0.0008386407858128707}, {"batches": [{"train_loss": 1.1281511783599854, "train_batch_size": 64}, {"train_loss": 1.1088464260101318, "train_batch_size": 64}, {"train_loss": 1.160313367843628, "train_batch_size": 64}, {"train_loss": 1.0836910009384155, "train_batch_size": 64}, {"valid_loss": 1.1999961137771606, "valid_batch_size": 64}, {"valid_loss": 1.1807044744491577, "valid_batch_size": 64}, {"valid_loss": 1.226182222366333, "valid_batch_size": 64}, {"valid_loss": 1.234800100326538, "valid_batch_size": 64}, {"valid_loss": 1.255149245262146, "valid_batch_size": 32}], "epoch": 7, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.365694046020508, "train_loss": 1.1202504932880402, "train_loss_best": true, "valid_loss": 1.2153905630111694, "valid_loss_best": true, "valid_acc": 0.4027777777777778, "valid_acc_best": true, "train_accuracy": 0.4618055555555556, "train_accuracy_best": true, "valid_accuracy": 0.4027777777777778, "valid_accuracy_best": true, "event_lr": 0.0007734740790612135}, {"batches": [{"train_loss": 1.0346983671188354, "train_batch_size": 64}, {"train_loss": 1.1258350610733032, "train_batch_size": 64}, {"train_loss": 1.0982755422592163, "train_batch_size": 64}, {"train_loss": 1.1123411655426025, "train_batch_size": 64}, {"valid_loss": 1.1349233388900757, "valid_batch_size": 64}, {"valid_loss": 1.1056593656539917, "valid_batch_size": 64}, {"valid_loss": 1.1556463241577148, "valid_batch_size": 64}, {"valid_loss": 1.174350619316101, "valid_batch_size": 64}, {"valid_loss": 1.1797794103622437, "valid_batch_size": 32}], "epoch": 8, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.41559100151062, "train_loss": 1.0927875339984894, "train_loss_best": true, "valid_loss": 1.1467709673775568, "valid_loss_best": true, "valid_acc": 0.5277777777777778, "valid_acc_best": true, "train_accuracy": 0.5972222222222222, "train_accuracy_best": true, "valid_accuracy": 0.5277777777777778, "valid_accuracy_best": true, "event_lr": 0.0007008477123264848}, {"batches": [{"train_loss": 1.0510972738265991, "train_batch_size": 64}, {"train_loss": 1.048474669456482, "train_batch_size": 64}, {"train_loss": 1.0281469821929932, "train_batch_size": 64}, {"train_loss": 1.0436042547225952, "train_batch_size": 64}, {"valid_loss": 1.0848098993301392, "valid_batch_size": 64}, {"valid_loss": 1.0477323532104492, "valid_batch_size": 64}, {"valid_loss": 1.1009790897369385, "valid_batch_size": 64}, {"valid_loss": 1.1235352754592896, "valid_batch_size": 64}, {"valid_loss": 1.1146175861358643, "valid_batch_size": 32}], "epoch": 9, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.4029459953308105, "train_loss": 1.0428307950496674, "train_loss_best": true, "valid_loss": 1.0920812024010553, "valid_loss_best": true, "valid_acc": 0.6215277777777778, "valid_acc_best": true, "train_accuracy": 0.6527777777777778, "train_accuracy_best": true, "valid_accuracy": 0.6215277777777778, "valid_accuracy_best": true, "event_lr": 0.0006227427435703996}, {"batches": [{"train_loss": 1.0354912281036377, "train_batch_size": 64}, {"train_loss": 1.03006911277771, "train_batch_size": 64}, {"train_loss": 1.0562283992767334, "train_batch_size": 64}, {"train_loss": 1.006381869316101, "train_batch_size": 64}, {"valid_loss": 1.047165036201477, "valid_batch_size": 64}, {"valid_loss": 1.0046979188919067, "valid_batch_size": 64}, {"valid_loss": 1.057695984840393, "valid_batch_size": 64}, {"valid_loss": 1.0803184509277344, "valid_batch_size": 64}, {"valid_loss": 1.0616357326507568, "valid_batch_size": 32}], "epoch": 10, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.402573823928833, "train_loss": 1.0320426523685455, "train_loss_best": true, "valid_loss": 1.0490433904859755, "valid_loss_best": true, "valid_acc": 0.6493055555555556, "valid_acc_best": true, "train_accuracy": 0.6875, "train_accuracy_best": true, "valid_accuracy": 0.6493055555555556, "valid_accuracy_best": true, "event_lr": 0.0005412896727361663}, {"batches": [{"train_loss": 0.9937748312950134, "train_batch_size": 64}, {"train_loss": 0.9896016716957092, "train_batch_size": 64}, {"train_loss": 1.081666111946106, "train_batch_size": 64}, {"train_loss": 0.9943331480026245, "train_batch_size": 64}, {"valid_loss": 1.0192947387695312, "valid_batch_size": 64}, {"valid_loss": 0.9713765978813171, "valid_batch_size": 64}, {"valid_loss": 1.0267969369888306, "valid_batch_size": 64}, {"valid_loss": 1.0477919578552246, "valid_batch_size": 64}, {"valid_loss": 1.0227081775665283, "valid_batch_size": 32}], "epoch": 11, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.413299798965454, "train_loss": 1.0148439407348633, "train_loss_best": true, "valid_loss": 1.0170254045062594, "valid_loss_best": true, "valid_acc": 0.6597222222222222, "valid_acc_best": true, "train_accuracy": 0.7083333333333334, "train_accuracy_best": true, "valid_accuracy": 0.6597222222222222, "valid_accuracy_best": true, "event_lr": 0.0004587103272638339}, {"batches": [{"train_loss": 0.9708707332611084, "train_batch_size": 64}, {"train_loss": 1.0096383094787598, "train_batch_size": 64}, {"train_loss": 0.9308695793151855, "train_batch_size": 64}, {"train_loss": 1.0411027669906616, "train_batch_size": 64}, {"valid_loss": 1.0020267963409424, "valid_batch_size": 64}, {"valid_loss": 0.949079692363739, "valid_batch_size": 64}, {"valid_loss": 1.0071370601654053, "valid_batch_size": 64}, {"valid_loss": 1.026365876197815, "valid_batch_size": 64}, {"valid_loss": 0.9960081577301025, "valid_batch_size": 32}], "epoch": 12, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.4385769367218018, "train_loss": 0.9881203472614288, "train_loss_best": true, "valid_loss": 0.9961363342073228, "valid_loss_best": true, "valid_acc": 0.6631944444444444, "valid_acc_best": true, "train_accuracy": 0.7118055555555556, "train_accuracy_best": true, "valid_accuracy": 0.6631944444444444, "valid_accuracy_best": true, "event_lr": 0.00037725725642960057}, {"batches": [{"train_loss": 0.9789270758628845, "train_batch_size": 64}, {"train_loss": 0.9672803282737732, "train_batch_size": 64}, {"train_loss": 0.9158068299293518, "train_batch_size": 64}, {"train_loss": 0.9127899408340454, "train_batch_size": 64}, {"valid_loss": 0.9867770075798035, "valid_batch_size": 64}, {"valid_loss": 0.9291513562202454, "valid_batch_size": 64}, {"valid_loss": 0.9910459518432617, "valid_batch_size": 64}, {"valid_loss": 1.0077431201934814, "valid_batch_size": 64}, {"valid_loss": 0.9756206274032593, "valid_batch_size": 32}], "epoch": 13, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.5275750160217285, "train_loss": 0.9437010437250137, "train_loss_best": true, "valid_loss": 0.9783394998974271, "valid_loss_best": true, "valid_acc": 0.6597222222222222, "valid_acc_best": false, "train_accuracy": 0.71875, "train_accuracy_best": true, "valid_accuracy": 0.6597222222222222, "valid_accuracy_best": false, "event_lr": 0.0002991522876735153}, {"batches": [{"train_loss": 0.9496619701385498, "train_batch_size": 64}, {"train_loss": 1.0341689586639404, "train_batch_size": 64}, {"train_loss": 0.9107464551925659, "train_batch_size": 64}, {"train_loss": 0.9338586330413818, "train_batch_size": 64}, {"valid_loss": 0.9706113934516907, "valid_batch_size": 64}, {"valid_loss": 0.9113208055496216, "valid_batch_size": 64}, {"valid_loss": 0.9735442399978638, "valid_batch_size": 64}, {"valid_loss": 0.9886139631271362, "valid_batch_size": 64}, {"valid_loss": 0.9521601796150208, "valid_batch_size": 32}], "epoch": 14, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.51369309425354, "train_loss": 0.9571090042591095, "train_loss_best": false, "valid_loss": 0.960037887096405, "valid_loss_best": true, "valid_acc": 0.6770833333333334, "valid_acc_best": true, "train_accuracy": 0.7326388888888888, "train_accuracy_best": true, "valid_accuracy": 0.6770833333333334, "valid_accuracy_best": true, "event_lr": 0.00022652592093878646}, {"batches": [{"train_loss": 0.891903281211853, "train_batch_size": 64}, {"train_loss": 0.9360997676849365, "train_batch_size": 64}, {"train_loss": 0.9859808087348938, "train_batch_size": 64}, {"train_loss": 0.9527066946029663, "train_batch_size": 64}, {"valid_loss": 0.9619112610816956, "valid_batch_size": 64}, {"valid_loss": 0.9012067914009094, "valid_batch_size": 64}, {"valid_loss": 0.9642106890678406, "valid_batch_size": 64}, {"valid_loss": 0.979156494140625, "valid_batch_size": 64}, {"valid_loss": 0.9402415752410889, "valid_batch_size": 32}], "epoch": 15, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.465886116027832, "train_loss": 0.9416726380586624, "train_loss_best": true, "valid_loss": 0.9503568940692477, "valid_loss_best": true, "valid_acc": 0.6875, "valid_acc_best": true, "train_accuracy": 0.7361111111111112, "train_accuracy_best": true, "valid_accuracy": 0.6875, "valid_accuracy_best": true, "event_lr": 0.00016135921418712948}, {"batches": [{"train_loss": 0.9593613743782043, "train_batch_size": 64}, {"train_loss": 0.9381019473075867, "train_batch_size": 64}, {"train_loss": 0.9434590339660645, "train_batch_size": 64}, {"train_loss": 0.9319587349891663, "train_batch_size": 64}, {"valid_loss": 0.9559968113899231, "valid_batch_size": 64}, {"valid_loss": 0.8950142860412598, "valid_batch_size": 64}, {"valid_loss": 0.9580612778663635, "valid_batch_size": 64}, {"valid_loss": 0.9728285670280457, "valid_batch_size": 64}, {"valid_loss": 0.932997465133667, "valid_batch_size": 32}], "epoch": 16, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.4794528484344482, "train_loss": 0.9432202726602554, "train_loss_best": false, "valid_loss": 0.9440888166427612, "valid_loss_best": true, "valid_acc": 0.6979166666666666, "valid_acc_best": true, "train_accuracy": 0.7395833333333334, "train_accuracy_best": true, "valid_accuracy": 0.6979166666666666, "valid_accuracy_best": true, "event_lr": 0.00010542974530180325}, {"batches": [{"train_loss": 1.0076550245285034, "train_batch_size": 64}, {"train_loss": 0.8586817383766174, "train_batch_size": 64}, {"train_loss": 0.8816227316856384, "train_batch_size": 64}, {"train_loss": 0.9597042798995972, "train_batch_size": 64}, {"valid_loss": 0.9529573917388916, "valid_batch_size": 64}, {"valid_loss": 0.8923066258430481, "valid_batch_size": 64}, {"valid_loss": 0.954931914806366, "valid_batch_size": 64}, {"valid_loss": 0.9698746204376221, "valid_batch_size": 64}, {"valid_loss": 0.9299660921096802, "valid_batch_size": 32}], "epoch": 17, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.4618170261383057, "train_loss": 0.9269159436225891, "train_loss_best": true, "valid_loss": 0.941123021973504, "valid_loss_best": true, "valid_acc": 0.7083333333333334, "valid_acc_best": true, "train_accuracy": 0.7395833333333334, "train_accuracy_best": false, "valid_accuracy": 0.7083333333333334, "valid_accuracy_best": true, "event_lr": 6.026312439675551e-05}, {"batches": [{"train_loss": 0.92488694190979, "train_batch_size": 64}, {"train_loss": 0.9717115163803101, "train_batch_size": 64}, {"train_loss": 0.9372122287750244, "train_batch_size": 64}, {"train_loss": 0.8966747522354126, "train_batch_size": 64}, {"valid_loss": 0.9515876770019531, "valid_batch_size": 64}, {"valid_loss": 0.8911874890327454, "valid_batch_size": 64}, {"valid_loss": 0.9537357687950134, "valid_batch_size": 64}, {"valid_loss": 0.9680811762809753, "valid_batch_size": 64}, {"valid_loss": 0.9279294610023499, "valid_batch_size": 32}], "epoch": 18, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.410600185394287, "train_loss": 0.9326213598251343, "train_loss_best": false, "valid_loss": 0.9396792981359694, "valid_loss_best": true, "valid_acc": 0.7118055555555556, "valid_acc_best": true, "train_accuracy": 0.7465277777777778, "train_accuracy_best": true, "valid_accuracy": 0.7118055555555556, "valid_accuracy_best": true, "event_lr": 2.7091379149682623e-05}, {"batches": [{"train_loss": 0.9092286825180054, "train_batch_size": 64}, {"train_loss": 0.8745299577713013, "train_batch_size": 64}, {"train_loss": 0.9901366233825684, "train_batch_size": 64}, {"train_loss": 0.8850014209747314, "train_batch_size": 64}, {"valid_loss": 0.9514115452766418, "valid_batch_size": 64}, {"valid_loss": 0.8916464447975159, "valid_batch_size": 64}, {"valid_loss": 0.9539355635643005, "valid_batch_size": 64}, {"valid_loss": 0.9683306217193604, "valid_batch_size": 64}, {"valid_loss": 0.9286089539527893, "valid_batch_size": 32}], "epoch": 19, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.4505112171173096, "train_loss": 0.9147241711616516, "train_loss_best": true, "valid_loss": 0.9399174782964919, "valid_loss_best": false, "valid_acc": 0.7083333333333334, "valid_acc_best": false, "train_accuracy": 0.7465277777777778, "train_accuracy_best": false, "valid_accuracy": 0.7083333333333334, "valid_accuracy_best": false, "event_lr": 6.819348298638838e-06}, {"batches": [{"train_loss": 0.9239506125450134, "train_batch_size": 64}, {"train_loss": 0.9307332038879395, "train_batch_size": 64}, {"train_loss": 0.9015922546386719, "train_batch_size": 64}, {"train_loss": 0.9830441474914551, "train_batch_size": 64}, {"valid_loss": 0.951557993888855, "valid_batch_size": 64}, {"valid_loss": 0.89266037940979, "valid_batch_size": 64}, {"valid_loss": 0.9543066620826721, "valid_batch_size": 64}, {"valid_loss": 0.9683594107627869, "valid_batch_size": 64}, {"valid_loss": 0.9287084937095642, "valid_batch_size": 32}], "epoch": 20, "train_batch_count": 4, "valid_batch_count": 5, "dur": 3.625843048095703, "train_loss": 0.93483005464077, "train_loss_best": false, "valid_loss": 0.9402752651108636, "valid_loss_best": false, "valid_acc": 0.7083333333333334, "valid_acc_best": false, "train_accuracy": 0.7465277777777778, "train_accuracy_best": false, "valid_accuracy": 0.7083333333333334, "valid_accuracy_best": false, "event_lr": 0.0}]
+[{"batches": [{"train_loss": 1.3935073614120483, "train_batch_size": 64}, {"train_loss": 1.3932231664657593, "train_batch_size": 64}, {"train_loss": 1.39609694480896, "train_batch_size": 64}, {"train_loss": 1.3693537712097168, "train_batch_size": 64}, {"valid_loss": 1.3842684030532837, "valid_batch_size": 64}, {"valid_loss": 1.3897583484649658, "valid_batch_size": 64}, {"valid_loss": 1.3856416940689087, "valid_batch_size": 64}, {"valid_loss": 1.3854432106018066, "valid_batch_size": 64}, {"valid_loss": 1.3891079425811768, "valid_batch_size": 32}], "epoch": 1, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.582002878189087, "train_loss": 1.388045310974121, "train_loss_best": true, "valid_loss": 1.386592361662123, "valid_loss_best": true, "valid_acc": 0.25, "valid_acc_best": true, "train_accuracy": 0.25, "train_accuracy_best": true, "valid_accuracy": 0.25, "valid_accuracy_best": true, "event_lr": 0.001}, {"batches": [{"train_loss": 1.3503950834274292, "train_batch_size": 64}, {"train_loss": 1.3493636846542358, "train_batch_size": 64}, {"train_loss": 1.3495581150054932, "train_batch_size": 64}, {"train_loss": 1.3450108766555786, "train_batch_size": 64}, {"valid_loss": 1.3820228576660156, "valid_batch_size": 64}, {"valid_loss": 1.3886098861694336, "valid_batch_size": 64}, {"valid_loss": 1.384637713432312, "valid_batch_size": 64}, {"valid_loss": 1.384253978729248, "valid_batch_size": 64}, {"valid_loss": 1.3883113861083984, "valid_batch_size": 32}], "epoch": 2, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.9007601737976074, "train_loss": 1.3485819399356842, "train_loss_best": true, "valid_loss": 1.3852622509002686, "valid_loss_best": true, "valid_acc": 0.25, "valid_acc_best": false, "train_accuracy": 0.25, "train_accuracy_best": false, "valid_accuracy": 0.25, "valid_accuracy_best": false, "event_lr": 0.0009997482711915926}, {"batches": [{"train_loss": 1.3256080150604248, "train_batch_size": 64}, {"train_loss": 1.3220202922821045, "train_batch_size": 64}, {"train_loss": 1.324655532836914, "train_batch_size": 64}, {"train_loss": 1.2834107875823975, "train_batch_size": 64}, {"valid_loss": 1.3756722211837769, "valid_batch_size": 64}, {"valid_loss": 1.3848220109939575, "valid_batch_size": 64}, {"valid_loss": 1.3812673091888428, "valid_batch_size": 64}, {"valid_loss": 1.380098581314087, "valid_batch_size": 64}, {"valid_loss": 1.3866560459136963, "valid_batch_size": 32}], "epoch": 3, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.145089864730835, "train_loss": 1.3139236569404602, "train_loss_best": true, "valid_loss": 1.3811529212527804, "valid_loss_best": true, "valid_acc": 0.25, "valid_acc_best": false, "train_accuracy": 0.25, "train_accuracy_best": false, "valid_accuracy": 0.25, "valid_accuracy_best": false, "event_lr": 0.0009989933382359422}, {"batches": [{"train_loss": 1.2548794746398926, "train_batch_size": 64}, {"train_loss": 1.2778398990631104, "train_batch_size": 64}, {"train_loss": 1.2519792318344116, "train_batch_size": 64}, {"train_loss": 1.2417362928390503, "train_batch_size": 64}, {"valid_loss": 1.358046054840088, "valid_batch_size": 64}, {"valid_loss": 1.3668403625488281, "valid_batch_size": 64}, {"valid_loss": 1.3679070472717285, "valid_batch_size": 64}, {"valid_loss": 1.3653755187988281, "valid_batch_size": 64}, {"valid_loss": 1.3787379264831543, "valid_batch_size": 32}], "epoch": 4, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.2513997554779053, "train_loss": 1.2566087245941162, "train_loss_best": true, "valid_loss": 1.3661195437113445, "valid_loss_best": true, "valid_acc": 0.25, "valid_acc_best": false, "train_accuracy": 0.2569444444444444, "train_accuracy_best": true, "valid_accuracy": 0.25, "valid_accuracy_best": false, "event_lr": 0.0009977359612865424}, {"batches": [{"train_loss": 1.2369225025177002, "train_batch_size": 64}, {"train_loss": 1.1905298233032227, "train_batch_size": 64}, {"train_loss": 1.183888554573059, "train_batch_size": 64}, {"train_loss": 1.1936920881271362, "train_batch_size": 64}, {"valid_loss": 1.3165398836135864, "valid_batch_size": 64}, {"valid_loss": 1.3196675777435303, "valid_batch_size": 64}, {"valid_loss": 1.3315569162368774, "valid_batch_size": 64}, {"valid_loss": 1.3301676511764526, "valid_batch_size": 64}, {"valid_loss": 1.3573493957519531, "valid_batch_size": 32}], "epoch": 5, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.1329312324523926, "train_loss": 1.2012582421302795, "train_loss_best": true, "valid_loss": 1.3281348281436496, "valid_loss_best": true, "valid_acc": 0.3090277777777778, "valid_acc_best": true, "train_accuracy": 0.3263888888888889, "train_accuracy_best": true, "valid_accuracy": 0.3090277777777778, "valid_accuracy_best": true, "event_lr": 0.0009959774064153978}, {"batches": [{"train_loss": 1.1564984321594238, "train_batch_size": 64}, {"train_loss": 1.1368587017059326, "train_batch_size": 64}, {"train_loss": 1.1786420345306396, "train_batch_size": 64}, {"train_loss": 1.075108289718628, "train_batch_size": 64}, {"valid_loss": 1.2464516162872314, "valid_batch_size": 64}, {"valid_loss": 1.2397346496582031, "valid_batch_size": 64}, {"valid_loss": 1.2644908428192139, "valid_batch_size": 64}, {"valid_loss": 1.273611307144165, "valid_batch_size": 64}, {"valid_loss": 1.3070683479309082, "valid_batch_size": 32}], "epoch": 6, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.159317970275879, "train_loss": 1.136776864528656, "train_loss_best": true, "valid_loss": 1.2617383533053927, "valid_loss_best": true, "valid_acc": 0.375, "valid_acc_best": true, "train_accuracy": 0.4131944444444444, "train_accuracy_best": true, "valid_accuracy": 0.375, "valid_accuracy_best": true, "event_lr": 0.0009937194443381972}, {"batches": [{"train_loss": 1.159363031387329, "train_batch_size": 64}, {"train_loss": 1.1142733097076416, "train_batch_size": 64}, {"train_loss": 1.1166579723358154, "train_batch_size": 64}, {"train_loss": 1.0625386238098145, "train_batch_size": 64}, {"valid_loss": 1.1602317094802856, "valid_batch_size": 64}, {"valid_loss": 1.1456936597824097, "valid_batch_size": 64}, {"valid_loss": 1.175832986831665, "valid_batch_size": 64}, {"valid_loss": 1.2029417753219604, "valid_batch_size": 64}, {"valid_loss": 1.224501371383667, "valid_batch_size": 32}], "epoch": 7, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.740180015563965, "train_loss": 1.1132082343101501, "train_loss_best": true, "valid_loss": 1.1771001815795898, "valid_loss_best": true, "valid_acc": 0.46875, "valid_acc_best": true, "train_accuracy": 0.5381944444444444, "train_accuracy_best": true, "valid_accuracy": 0.46875, "valid_accuracy_best": true, "event_lr": 0.0009909643486313534}, {"batches": [{"train_loss": 1.1052379608154297, "train_batch_size": 64}, {"train_loss": 1.0590003728866577, "train_batch_size": 64}, {"train_loss": 1.0723813772201538, "train_batch_size": 64}, {"train_loss": 1.0463032722473145, "train_batch_size": 64}, {"valid_loss": 1.0746386051177979, "valid_batch_size": 64}, {"valid_loss": 1.0628669261932373, "valid_batch_size": 64}, {"valid_loss": 1.0874860286712646, "valid_batch_size": 64}, {"valid_loss": 1.123720645904541, "valid_batch_size": 64}, {"valid_loss": 1.1226388216018677, "valid_batch_size": 32}], "epoch": 8, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.173387050628662, "train_loss": 1.070730745792389, "train_loss_best": true, "valid_loss": 1.0911181370417278, "valid_loss_best": true, "valid_acc": 0.5173611111111112, "valid_acc_best": true, "train_accuracy": 0.6111111111111112, "train_accuracy_best": true, "valid_accuracy": 0.5173611111111112, "valid_accuracy_best": true, "event_lr": 0.0009877148934427037}, {"batches": [{"train_loss": 1.0283608436584473, "train_batch_size": 64}, {"train_loss": 1.0363492965698242, "train_batch_size": 64}, {"train_loss": 1.0520691871643066, "train_batch_size": 64}, {"train_loss": 1.027432918548584, "train_batch_size": 64}, {"valid_loss": 1.0104784965515137, "valid_batch_size": 64}, {"valid_loss": 0.9992526173591614, "valid_batch_size": 64}, {"valid_loss": 1.0157537460327148, "valid_batch_size": 64}, {"valid_loss": 1.0561001300811768, "valid_batch_size": 64}, {"valid_loss": 1.033903956413269, "valid_batch_size": 32}], "epoch": 9, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.1332900524139404, "train_loss": 1.0360530614852905, "train_loss_best": true, "valid_loss": 1.021897104051378, "valid_loss_best": true, "valid_acc": 0.5972222222222222, "valid_acc_best": true, "train_accuracy": 0.6631944444444444, "train_accuracy_best": true, "valid_accuracy": 0.5972222222222222, "valid_accuracy_best": true, "event_lr": 0.0009839743506981783}, {"batches": [{"train_loss": 1.002718448638916, "train_batch_size": 64}, {"train_loss": 0.929782509803772, "train_batch_size": 64}, {"train_loss": 1.003551959991455, "train_batch_size": 64}, {"train_loss": 1.038568139076233, "train_batch_size": 64}, {"valid_loss": 0.9631879329681396, "valid_batch_size": 64}, {"valid_loss": 0.9451116919517517, "valid_batch_size": 64}, {"valid_loss": 0.963013231754303, "valid_batch_size": 64}, {"valid_loss": 1.00113844871521, "valid_batch_size": 64}, {"valid_loss": 0.9750973582267761, "valid_batch_size": 32}], "epoch": 10, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.3899998664855957, "train_loss": 0.993655264377594, "train_loss_best": true, "valid_loss": 0.968888885445065, "valid_loss_best": true, "valid_acc": 0.6631944444444444, "valid_acc_best": true, "train_accuracy": 0.6944444444444444, "train_accuracy_best": true, "valid_accuracy": 0.6631944444444444, "valid_accuracy_best": true, "event_lr": 0.000979746486807249}, {"batches": [{"train_loss": 1.050298810005188, "train_batch_size": 64}, {"train_loss": 0.9976112842559814, "train_batch_size": 64}, {"train_loss": 0.951505720615387, "train_batch_size": 64}, {"train_loss": 0.9777786135673523, "train_batch_size": 64}, {"valid_loss": 0.9315977692604065, "valid_batch_size": 64}, {"valid_loss": 0.8956728577613831, "valid_batch_size": 64}, {"valid_loss": 0.928398072719574, "valid_batch_size": 64}, {"valid_loss": 0.9634976983070374, "valid_batch_size": 64}, {"valid_loss": 0.9275069236755371, "valid_batch_size": 32}], "epoch": 11, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.153282880783081, "train_loss": 0.9942986071109772, "train_loss_best": false, "valid_loss": 0.929537746641371, "valid_loss_best": true, "valid_acc": 0.6875, "valid_acc_best": true, "train_accuracy": 0.7361111111111112, "train_accuracy_best": true, "valid_accuracy": 0.6875, "valid_accuracy_best": true, "event_lr": 0.0009750355588704728}, {"batches": [{"train_loss": 0.9671083092689514, "train_batch_size": 64}, {"train_loss": 0.9627977609634399, "train_batch_size": 64}, {"train_loss": 0.8547375202178955, "train_batch_size": 64}, {"train_loss": 0.9024345874786377, "train_batch_size": 64}, {"valid_loss": 0.9258534908294678, "valid_batch_size": 64}, {"valid_loss": 0.8642258048057556, "valid_batch_size": 64}, {"valid_loss": 0.9232496619224548, "valid_batch_size": 64}, {"valid_loss": 0.9515311121940613, "valid_batch_size": 64}, {"valid_loss": 0.9096917510032654, "valid_batch_size": 32}], "epoch": 12, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.287536144256592, "train_loss": 0.9217695444822311, "train_loss_best": true, "valid_loss": 0.9154902100563049, "valid_loss_best": true, "valid_acc": 0.6736111111111112, "valid_acc_best": false, "train_accuracy": 0.7048611111111112, "train_accuracy_best": false, "valid_accuracy": 0.6736111111111112, "valid_accuracy_best": false, "event_lr": 0.0009698463103929543}, {"batches": [{"train_loss": 0.9782328009605408, "train_batch_size": 64}, {"train_loss": 0.8961706161499023, "train_batch_size": 64}, {"train_loss": 0.8826694488525391, "train_batch_size": 64}, {"train_loss": 0.8002291321754456, "train_batch_size": 64}, {"valid_loss": 0.9070726037025452, "valid_batch_size": 64}, {"valid_loss": 0.827363133430481, "valid_batch_size": 64}, {"valid_loss": 0.9006994962692261, "valid_batch_size": 64}, {"valid_loss": 0.9205304384231567, "valid_batch_size": 64}, {"valid_loss": 0.888491153717041, "valid_batch_size": 32}], "epoch": 13, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.210230588912964, "train_loss": 0.8893254995346069, "train_loss_best": true, "valid_loss": 0.8888691663742065, "valid_loss_best": true, "valid_acc": 0.6770833333333334, "valid_acc_best": false, "train_accuracy": 0.7361111111111112, "train_accuracy_best": false, "valid_accuracy": 0.6770833333333334, "valid_accuracy_best": false, "event_lr": 0.0009641839665080363}, {"batches": [{"train_loss": 0.8387711048126221, "train_batch_size": 64}, {"train_loss": 0.875648021697998, "train_batch_size": 64}, {"train_loss": 0.8706650137901306, "train_batch_size": 64}, {"train_loss": 0.904657781124115, "train_batch_size": 64}, {"valid_loss": 0.896788477897644, "valid_batch_size": 64}, {"valid_loss": 0.7987364530563354, "valid_batch_size": 64}, {"valid_loss": 0.8858487606048584, "valid_batch_size": 64}, {"valid_loss": 0.8983302116394043, "valid_batch_size": 64}, {"valid_loss": 0.8795961737632751, "valid_batch_size": 32}], "epoch": 14, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.0452210903167725, "train_loss": 0.8724354803562164, "train_loss_best": true, "valid_loss": 0.8710004422399733, "valid_loss_best": true, "valid_acc": 0.6736111111111112, "valid_acc_best": false, "train_accuracy": 0.7395833333333334, "train_accuracy_best": true, "valid_accuracy": 0.6736111111111112, "valid_accuracy_best": false, "event_lr": 0.0009580542287160348}, {"batches": [{"train_loss": 0.7893425822257996, "train_batch_size": 64}, {"train_loss": 0.8609158992767334, "train_batch_size": 64}, {"train_loss": 0.8687632083892822, "train_batch_size": 64}, {"train_loss": 0.8611042499542236, "train_batch_size": 64}, {"valid_loss": 0.8625190258026123, "valid_batch_size": 64}, {"valid_loss": 0.7575854063034058, "valid_batch_size": 64}, {"valid_loss": 0.8423054218292236, "valid_batch_size": 64}, {"valid_loss": 0.8555562496185303, "valid_batch_size": 64}, {"valid_loss": 0.8207836151123047, "valid_batch_size": 32}], "epoch": 15, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.391892910003662, "train_loss": 0.8450314849615097, "train_loss_best": true, "valid_loss": 0.8285239802466499, "valid_loss_best": true, "valid_acc": 0.6875, "valid_acc_best": false, "train_accuracy": 0.7986111111111112, "train_accuracy_best": true, "valid_accuracy": 0.6875, "valid_accuracy_best": false, "event_lr": 0.0009514632691433108}, {"batches": [{"train_loss": 0.8637623190879822, "train_batch_size": 64}, {"train_loss": 0.7758397459983826, "train_batch_size": 64}, {"train_loss": 0.7940875291824341, "train_batch_size": 64}, {"train_loss": 0.722113311290741, "train_batch_size": 64}, {"valid_loss": 0.8396105766296387, "valid_batch_size": 64}, {"valid_loss": 0.7216428518295288, "valid_batch_size": 64}, {"valid_loss": 0.8136131167411804, "valid_batch_size": 64}, {"valid_loss": 0.8260936141014099, "valid_batch_size": 64}, {"valid_loss": 0.768652617931366, "valid_batch_size": 32}], "epoch": 16, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.1844780445098877, "train_loss": 0.788950726389885, "train_loss_best": true, "valid_loss": 0.7967303262816535, "valid_loss_best": true, "valid_acc": 0.7222222222222222, "valid_acc_best": true, "train_accuracy": 0.8090277777777778, "train_accuracy_best": true, "valid_accuracy": 0.7222222222222222, "valid_accuracy_best": true, "event_lr": 0.0009444177243274619}, {"batches": [{"train_loss": 0.7696401476860046, "train_batch_size": 64}, {"train_loss": 0.8131595849990845, "train_batch_size": 64}, {"train_loss": 0.8500583171844482, "train_batch_size": 64}, {"train_loss": 0.8060838580131531, "train_batch_size": 64}, {"valid_loss": 0.818691074848175, "valid_batch_size": 64}, {"valid_loss": 0.6946267485618591, "valid_batch_size": 64}, {"valid_loss": 0.7905232906341553, "valid_batch_size": 64}, {"valid_loss": 0.7976495027542114, "valid_batch_size": 64}, {"valid_loss": 0.7505539655685425, "valid_batch_size": 32}], "epoch": 17, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.1588499546051025, "train_loss": 0.8097354769706726, "train_loss_best": false, "valid_loss": 0.7726150221294827, "valid_loss_best": true, "valid_acc": 0.71875, "valid_acc_best": false, "train_accuracy": 0.8229166666666666, "train_accuracy_best": true, "valid_accuracy": 0.71875, "valid_accuracy_best": false, "event_lr": 0.0009369246885348926}, {"batches": [{"train_loss": 0.7286241054534912, "train_batch_size": 64}, {"train_loss": 0.7691984176635742, "train_batch_size": 64}, {"train_loss": 0.770431637763977, "train_batch_size": 64}, {"train_loss": 0.7411927580833435, "train_batch_size": 64}, {"valid_loss": 0.8008840084075928, "valid_batch_size": 64}, {"valid_loss": 0.6820912957191467, "valid_batch_size": 64}, {"valid_loss": 0.7743583917617798, "valid_batch_size": 64}, {"valid_loss": 0.787691593170166, "valid_batch_size": 64}, {"valid_loss": 0.7515259981155396, "valid_batch_size": 32}], "epoch": 18, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.1359758377075195, "train_loss": 0.7523617297410965, "train_loss_best": true, "valid_loss": 0.7601751751369901, "valid_loss_best": true, "valid_acc": 0.7118055555555556, "valid_acc_best": false, "train_accuracy": 0.8645833333333334, "train_accuracy_best": true, "valid_accuracy": 0.7118055555555556, "valid_accuracy_best": false, "event_lr": 0.0009289917066174886}, {"batches": [{"train_loss": 0.6583784818649292, "train_batch_size": 64}, {"train_loss": 0.8437302708625793, "train_batch_size": 64}, {"train_loss": 0.7335067987442017, "train_batch_size": 64}, {"train_loss": 0.6998978853225708, "train_batch_size": 64}, {"valid_loss": 0.7863306999206543, "valid_batch_size": 64}, {"valid_loss": 0.6778110861778259, "valid_batch_size": 64}, {"valid_loss": 0.7535624504089355, "valid_batch_size": 64}, {"valid_loss": 0.770686149597168, "valid_batch_size": 64}, {"valid_loss": 0.7379562258720398, "valid_batch_size": 32}], "epoch": 19, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.327440023422241, "train_loss": 0.7338783591985703, "train_loss_best": true, "valid_loss": 0.7460818886756897, "valid_loss_best": true, "valid_acc": 0.7256944444444444, "valid_acc_best": true, "train_accuracy": 0.8784722222222222, "train_accuracy_best": true, "valid_accuracy": 0.7256944444444444, "valid_accuracy_best": true, "event_lr": 0.0009206267664155907}, {"batches": [{"train_loss": 0.6781710386276245, "train_batch_size": 64}, {"train_loss": 0.6791644096374512, "train_batch_size": 64}, {"train_loss": 0.7423441410064697, "train_batch_size": 64}, {"train_loss": 0.6930866241455078, "train_batch_size": 64}, {"valid_loss": 0.7659850716590881, "valid_batch_size": 64}, {"valid_loss": 0.6631286144256592, "valid_batch_size": 64}, {"valid_loss": 0.7268341779708862, "valid_batch_size": 64}, {"valid_loss": 0.7386381030082703, "valid_batch_size": 64}, {"valid_loss": 0.7113593816757202, "valid_batch_size": 32}], "epoch": 20, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.1196088790893555, "train_loss": 0.6981915533542633, "train_loss_best": true, "valid_loss": 0.722281257311503, "valid_loss_best": true, "valid_acc": 0.7465277777777778, "valid_acc_best": true, "train_accuracy": 0.8784722222222222, "train_accuracy_best": false, "valid_accuracy": 0.7465277777777778, "valid_accuracy_best": true, "event_lr": 0.0009118382907149164}, {"batches": [{"train_loss": 0.6646959185600281, "train_batch_size": 64}, {"train_loss": 0.6183464527130127, "train_batch_size": 64}, {"train_loss": 0.7139948010444641, "train_batch_size": 64}, {"train_loss": 0.62621009349823, "train_batch_size": 64}, {"valid_loss": 0.759262204170227, "valid_batch_size": 64}, {"valid_loss": 0.6566987037658691, "valid_batch_size": 64}, {"valid_loss": 0.7154926657676697, "valid_batch_size": 64}, {"valid_loss": 0.7382285594940186, "valid_batch_size": 64}, {"valid_loss": 0.7056963443756104, "valid_batch_size": 32}], "epoch": 21, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.2783498764038086, "train_loss": 0.6558118164539337, "train_loss_best": true, "valid_loss": 0.7161178456412421, "valid_loss_best": true, "valid_acc": 0.7534722222222222, "valid_acc_best": true, "train_accuracy": 0.8923611111111112, "train_accuracy_best": true, "valid_accuracy": 0.7534722222222222, "valid_accuracy_best": true, "event_lr": 0.0009026351287655294}, {"batches": [{"train_loss": 0.7295265197753906, "train_batch_size": 64}, {"train_loss": 0.6910533905029297, "train_batch_size": 64}, {"train_loss": 0.619293749332428, "train_batch_size": 64}, {"train_loss": 0.5984770059585571, "train_batch_size": 64}, {"valid_loss": 0.7427738904953003, "valid_batch_size": 64}, {"valid_loss": 0.64348965883255, "valid_batch_size": 64}, {"valid_loss": 0.6943272948265076, "valid_batch_size": 64}, {"valid_loss": 0.7332344055175781, "valid_batch_size": 64}, {"valid_loss": 0.694283127784729, "valid_batch_size": 32}], "epoch": 22, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.2323780059814453, "train_loss": 0.6595876663923264, "train_loss_best": false, "valid_loss": 0.7024370696809557, "valid_loss_best": true, "valid_acc": 0.7743055555555556, "valid_acc_best": true, "train_accuracy": 0.9131944444444444, "train_accuracy_best": true, "valid_accuracy": 0.7743055555555556, "valid_accuracy_best": true, "event_lr": 0.0008930265473713939}, {"batches": [{"train_loss": 0.642107367515564, "train_batch_size": 64}, {"train_loss": 0.5804475545883179, "train_batch_size": 64}, {"train_loss": 0.6708330512046814, "train_batch_size": 64}, {"train_loss": 0.6487927436828613, "train_batch_size": 64}, {"valid_loss": 0.7401663064956665, "valid_batch_size": 64}, {"valid_loss": 0.6324747800827026, "valid_batch_size": 64}, {"valid_loss": 0.6868415474891663, "valid_batch_size": 64}, {"valid_loss": 0.7344913482666016, "valid_batch_size": 64}, {"valid_loss": 0.6910251975059509, "valid_batch_size": 32}], "epoch": 23, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.1522910594940186, "train_loss": 0.6355451792478561, "train_loss_best": true, "valid_loss": 0.697663684686025, "valid_loss_best": true, "valid_acc": 0.7465277777777778, "valid_acc_best": false, "train_accuracy": 0.9201388888888888, "train_accuracy_best": true, "valid_accuracy": 0.7465277777777778, "valid_accuracy_best": false, "event_lr": 0.0008830222215594892}, {"batches": [{"train_loss": 0.6388105750083923, "train_batch_size": 64}, {"train_loss": 0.6444885730743408, "train_batch_size": 64}, {"train_loss": 0.5841313600540161, "train_batch_size": 64}, {"train_loss": 0.6708234548568726, "train_batch_size": 64}, {"valid_loss": 0.7328757643699646, "valid_batch_size": 64}, {"valid_loss": 0.6154186725616455, "valid_batch_size": 64}, {"valid_loss": 0.6715171933174133, "valid_batch_size": 64}, {"valid_loss": 0.7199112176895142, "valid_batch_size": 64}, {"valid_loss": 0.6797630786895752, "valid_batch_size": 32}], "epoch": 24, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.3121800422668457, "train_loss": 0.6345634907484055, "train_loss_best": true, "valid_loss": 0.6843565305074056, "valid_loss_best": true, "valid_acc": 0.7534722222222222, "valid_acc_best": false, "train_accuracy": 0.9201388888888888, "train_accuracy_best": false, "valid_accuracy": 0.7534722222222222, "valid_accuracy_best": false, "event_lr": 0.0008726322248378775}, {"batches": [{"train_loss": 0.6058095097541809, "train_batch_size": 64}, {"train_loss": 0.6442489624023438, "train_batch_size": 64}, {"train_loss": 0.5407440662384033, "train_batch_size": 64}, {"train_loss": 0.5575263500213623, "train_batch_size": 64}, {"valid_loss": 0.7303772568702698, "valid_batch_size": 64}, {"valid_loss": 0.6204565763473511, "valid_batch_size": 64}, {"valid_loss": 0.6604315042495728, "valid_batch_size": 64}, {"valid_loss": 0.7251263856887817, "valid_batch_size": 64}, {"valid_loss": 0.7025242447853088, "valid_batch_size": 32}], "epoch": 25, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.3527750968933105, "train_loss": 0.5870822221040726, "train_loss_best": true, "valid_loss": 0.6861452990108066, "valid_loss_best": false, "valid_acc": 0.75, "valid_acc_best": false, "train_accuracy": 0.9270833333333334, "train_accuracy_best": true, "valid_accuracy": 0.75, "valid_accuracy_best": false, "event_lr": 0.0008618670190525352}, {"batches": [{"train_loss": 0.5812444686889648, "train_batch_size": 64}, {"train_loss": 0.5642096996307373, "train_batch_size": 64}, {"train_loss": 0.5506787896156311, "train_batch_size": 64}, {"train_loss": 0.6113410592079163, "train_batch_size": 64}, {"valid_loss": 0.7310251593589783, "valid_batch_size": 64}, {"valid_loss": 0.6378581523895264, "valid_batch_size": 64}, {"valid_loss": 0.6664084792137146, "valid_batch_size": 64}, {"valid_loss": 0.7611672282218933, "valid_batch_size": 64}, {"valid_loss": 0.7217365503311157, "valid_batch_size": 32}], "epoch": 26, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.425736904144287, "train_loss": 0.5768685042858124, "train_loss_best": true, "valid_loss": 0.7016282876332601, "valid_loss_best": false, "valid_acc": 0.7430555555555556, "valid_acc_best": false, "train_accuracy": 0.9236111111111112, "train_accuracy_best": false, "valid_accuracy": 0.7430555555555556, "valid_accuracy_best": false, "event_lr": 0.0008507374438531608}, {"batches": [{"train_loss": 0.6362086534500122, "train_batch_size": 64}, {"train_loss": 0.5211136341094971, "train_batch_size": 64}, {"train_loss": 0.5914674997329712, "train_batch_size": 64}, {"train_loss": 0.5994210839271545, "train_batch_size": 64}, {"valid_loss": 0.7181588411331177, "valid_batch_size": 64}, {"valid_loss": 0.6156823635101318, "valid_batch_size": 64}, {"valid_loss": 0.6461632251739502, "valid_batch_size": 64}, {"valid_loss": 0.7457589507102966, "valid_batch_size": 64}, {"valid_loss": 0.6801674962043762, "valid_batch_size": 32}], "epoch": 27, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.1984262466430664, "train_loss": 0.5870527178049088, "train_loss_best": false, "valid_loss": 0.6812993619177077, "valid_loss_best": true, "valid_acc": 0.7430555555555556, "valid_acc_best": false, "train_accuracy": 0.9340277777777778, "train_accuracy_best": true, "valid_accuracy": 0.7430555555555556, "valid_accuracy_best": false, "event_lr": 0.0008392547057785662}, {"batches": [{"train_loss": 0.5133808851242065, "train_batch_size": 64}, {"train_loss": 0.5443317294120789, "train_batch_size": 64}, {"train_loss": 0.5419655442237854, "train_batch_size": 64}, {"train_loss": 0.5710504055023193, "train_batch_size": 64}, {"valid_loss": 0.6965190172195435, "valid_batch_size": 64}, {"valid_loss": 0.5894923806190491, "valid_batch_size": 64}, {"valid_loss": 0.6245245933532715, "valid_batch_size": 64}, {"valid_loss": 0.7135500907897949, "valid_batch_size": 64}, {"valid_loss": 0.6347761750221252, "valid_batch_size": 32}], "epoch": 28, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.326366901397705, "train_loss": 0.5426821410655975, "train_loss_best": true, "valid_loss": 0.6536609265539381, "valid_loss_best": true, "valid_acc": 0.7777777777777778, "valid_acc_best": true, "train_accuracy": 0.9548611111111112, "train_accuracy_best": true, "valid_accuracy": 0.7777777777777778, "valid_accuracy_best": true, "event_lr": 0.0008274303669726428}, {"batches": [{"train_loss": 0.5629502534866333, "train_batch_size": 64}, {"train_loss": 0.578596830368042, "train_batch_size": 64}, {"train_loss": 0.603239893913269, "train_batch_size": 64}, {"train_loss": 0.47141164541244507, "train_batch_size": 64}, {"valid_loss": 0.7086360454559326, "valid_batch_size": 64}, {"valid_loss": 0.617446780204773, "valid_batch_size": 64}, {"valid_loss": 0.6405260562896729, "valid_batch_size": 64}, {"valid_loss": 0.7360873222351074, "valid_batch_size": 64}, {"valid_loss": 0.6619858741760254, "valid_batch_size": 32}], "epoch": 29, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.2541160583496094, "train_loss": 0.5540496557950974, "train_loss_best": false, "valid_loss": 0.6741531425052218, "valid_loss_best": false, "valid_acc": 0.7569444444444444, "valid_acc_best": false, "train_accuracy": 0.9409722222222222, "train_accuracy_best": false, "valid_accuracy": 0.7569444444444444, "valid_accuracy_best": false, "event_lr": 0.0008152763335422615}, {"batches": [{"train_loss": 0.5042403936386108, "train_batch_size": 64}, {"train_loss": 0.5596101880073547, "train_batch_size": 64}, {"train_loss": 0.5881844162940979, "train_batch_size": 64}, {"train_loss": 0.5103557109832764, "train_batch_size": 64}, {"valid_loss": 0.7003495693206787, "valid_batch_size": 64}, {"valid_loss": 0.6114798784255981, "valid_batch_size": 64}, {"valid_loss": 0.6284096837043762, "valid_batch_size": 64}, {"valid_loss": 0.7397094368934631, "valid_batch_size": 64}, {"valid_loss": 0.6854254603385925, "valid_batch_size": 32}], "epoch": 30, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.258765935897827, "train_loss": 0.540597677230835, "train_loss_best": true, "valid_loss": 0.6717025107807584, "valid_loss_best": false, "valid_acc": 0.7638888888888888, "valid_acc_best": false, "train_accuracy": 0.9479166666666666, "train_accuracy_best": false, "valid_accuracy": 0.7638888888888888, "valid_accuracy_best": false, "event_lr": 0.0008028048435688336}, {"batches": [{"train_loss": 0.4839540123939514, "train_batch_size": 64}, {"train_loss": 0.543737530708313, "train_batch_size": 64}, {"train_loss": 0.4899427592754364, "train_batch_size": 64}, {"train_loss": 0.4409973621368408, "train_batch_size": 64}, {"valid_loss": 0.6850713491439819, "valid_batch_size": 64}, {"valid_loss": 0.5902581214904785, "valid_batch_size": 64}, {"valid_loss": 0.6083998680114746, "valid_batch_size": 64}, {"valid_loss": 0.732375979423523, "valid_batch_size": 64}, {"valid_loss": 0.6784861087799072, "valid_batch_size": 32}], "epoch": 31, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.3589539527893066, "train_loss": 0.4896579161286354, "train_loss_best": true, "valid_loss": 0.6567440827687582, "valid_loss_best": false, "valid_acc": 0.7673611111111112, "valid_acc_best": false, "train_accuracy": 0.9583333333333334, "train_accuracy_best": true, "valid_accuracy": 0.7673611111111112, "valid_accuracy_best": false, "event_lr": 0.0007900284547855994}, {"batches": [{"train_loss": 0.5436067581176758, "train_batch_size": 64}, {"train_loss": 0.5945525169372559, "train_batch_size": 64}, {"train_loss": 0.46801644563674927, "train_batch_size": 64}, {"train_loss": 0.4469347596168518, "train_batch_size": 64}, {"valid_loss": 0.6614124178886414, "valid_batch_size": 64}, {"valid_loss": 0.5478993058204651, "valid_batch_size": 64}, {"valid_loss": 0.5821715593338013, "valid_batch_size": 64}, {"valid_loss": 0.6918730139732361, "valid_batch_size": 64}, {"valid_loss": 0.6213542222976685, "valid_batch_size": 32}], "epoch": 32, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.2560267448425293, "train_loss": 0.5132776200771332, "train_loss_best": false, "valid_loss": 0.6208963129255507, "valid_loss_best": true, "valid_acc": 0.7777777777777778, "valid_acc_best": false, "train_accuracy": 0.9444444444444444, "train_accuracy_best": false, "valid_accuracy": 0.7777777777777778, "valid_accuracy_best": false, "event_lr": 0.0007769600319330554}, {"batches": [{"train_loss": 0.47738906741142273, "train_batch_size": 64}, {"train_loss": 0.46941685676574707, "train_batch_size": 64}, {"train_loss": 0.4808874726295471, "train_batch_size": 64}, {"train_loss": 0.5779104232788086, "train_batch_size": 64}, {"valid_loss": 0.6505056023597717, "valid_batch_size": 64}, {"valid_loss": 0.5248075127601624, "valid_batch_size": 64}, {"valid_loss": 0.5680509805679321, "valid_batch_size": 64}, {"valid_loss": 0.6664876341819763, "valid_batch_size": 64}, {"valid_loss": 0.5903173089027405, "valid_batch_size": 32}], "epoch": 33, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.2133290767669678, "train_loss": 0.5014009550213814, "train_loss_best": false, "valid_loss": 0.6011134187380472, "valid_loss_best": true, "valid_acc": 0.8055555555555556, "valid_acc_best": true, "train_accuracy": 0.9305555555555556, "train_accuracy_best": false, "valid_accuracy": 0.8055555555555556, "valid_accuracy_best": true, "event_lr": 0.0007636127338052514}, {"batches": [{"train_loss": 0.478643000125885, "train_batch_size": 64}, {"train_loss": 0.5174099802970886, "train_batch_size": 64}, {"train_loss": 0.4841287136077881, "train_batch_size": 64}, {"train_loss": 0.46084392070770264, "train_batch_size": 64}, {"valid_loss": 0.6543457508087158, "valid_batch_size": 64}, {"valid_loss": 0.5379260778427124, "valid_batch_size": 64}, {"valid_loss": 0.5691622495651245, "valid_batch_size": 64}, {"valid_loss": 0.673729419708252, "valid_batch_size": 64}, {"valid_loss": 0.5947728753089905, "valid_batch_size": 32}], "epoch": 34, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.3551740646362305, "train_loss": 0.4852564036846161, "train_loss_best": true, "valid_loss": 0.6072333190176222, "valid_loss_best": false, "valid_acc": 0.7986111111111112, "valid_acc_best": false, "train_accuracy": 0.9409722222222222, "train_accuracy_best": false, "valid_accuracy": 0.7986111111111112, "valid_accuracy_best": false, "event_lr": 0.0007500000000000001}, {"batches": [{"train_loss": 0.4653950333595276, "train_batch_size": 64}, {"train_loss": 0.45408815145492554, "train_batch_size": 64}, {"train_loss": 0.4675978124141693, "train_batch_size": 64}, {"train_loss": 0.4675593972206116, "train_batch_size": 64}, {"valid_loss": 0.6648552417755127, "valid_batch_size": 64}, {"valid_loss": 0.5632883310317993, "valid_batch_size": 64}, {"valid_loss": 0.5896595120429993, "valid_batch_size": 64}, {"valid_loss": 0.6948205232620239, "valid_batch_size": 64}, {"valid_loss": 0.6276842951774597, "valid_batch_size": 32}], "epoch": 35, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.292452812194824, "train_loss": 0.4636600986123085, "train_loss_best": true, "valid_loss": 0.6281035012669034, "valid_loss_best": false, "valid_acc": 0.7743055555555556, "valid_acc_best": false, "train_accuracy": 0.9513888888888888, "train_accuracy_best": false, "valid_accuracy": 0.7743055555555556, "valid_accuracy_best": false, "event_lr": 0.0007361355373863415}, {"batches": [{"train_loss": 0.5417523384094238, "train_batch_size": 64}, {"train_loss": 0.4255948066711426, "train_batch_size": 64}, {"train_loss": 0.42086753249168396, "train_batch_size": 64}, {"train_loss": 0.47196412086486816, "train_batch_size": 64}, {"valid_loss": 0.6478191614151001, "valid_batch_size": 64}, {"valid_loss": 0.5372570753097534, "valid_batch_size": 64}, {"valid_loss": 0.5622726678848267, "valid_batch_size": 64}, {"valid_loss": 0.6729440689086914, "valid_batch_size": 64}, {"valid_loss": 0.6109300851821899, "valid_batch_size": 32}], "epoch": 36, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.2257208824157715, "train_loss": 0.46504469960927963, "train_loss_best": false, "valid_loss": 0.6057240035798814, "valid_loss_best": false, "valid_acc": 0.8090277777777778, "valid_acc_best": true, "train_accuracy": 0.9548611111111112, "train_accuracy_best": false, "valid_accuracy": 0.8090277777777778, "valid_accuracy_best": true, "event_lr": 0.0007220333063028872}, {"batches": [{"train_loss": 0.417225182056427, "train_batch_size": 64}, {"train_loss": 0.45699235796928406, "train_batch_size": 64}, {"train_loss": 0.50447016954422, "train_batch_size": 64}, {"train_loss": 0.5196347236633301, "train_batch_size": 64}, {"valid_loss": 0.6420638561248779, "valid_batch_size": 64}, {"valid_loss": 0.5046133995056152, "valid_batch_size": 64}, {"valid_loss": 0.5408482551574707, "valid_batch_size": 64}, {"valid_loss": 0.6584947109222412, "valid_batch_size": 64}, {"valid_loss": 0.598461925983429, "valid_batch_size": 32}], "epoch": 37, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.3742401599884033, "train_loss": 0.4745806083083153, "train_loss_best": false, "valid_loss": 0.5878335966004266, "valid_loss_best": true, "valid_acc": 0.8194444444444444, "valid_acc_best": true, "train_accuracy": 0.9513888888888888, "train_accuracy_best": false, "valid_accuracy": 0.8194444444444444, "valid_accuracy_best": true, "event_lr": 0.0007077075065009434}, {"batches": [{"train_loss": 0.4634154438972473, "train_batch_size": 64}, {"train_loss": 0.47121474146842957, "train_batch_size": 64}, {"train_loss": 0.37845396995544434, "train_batch_size": 64}, {"train_loss": 0.44154882431030273, "train_batch_size": 64}, {"valid_loss": 0.6449435949325562, "valid_batch_size": 64}, {"valid_loss": 0.5007568597793579, "valid_batch_size": 64}, {"valid_loss": 0.5478754043579102, "valid_batch_size": 64}, {"valid_loss": 0.6525799036026001, "valid_batch_size": 64}, {"valid_loss": 0.6059015393257141, "valid_batch_size": 32}], "epoch": 38, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.6447298526763916, "train_loss": 0.438658244907856, "train_loss_best": true, "valid_loss": 0.5886903405189514, "valid_loss_best": false, "valid_acc": 0.8159722222222222, "valid_acc_best": false, "train_accuracy": 0.9513888888888888, "train_accuracy_best": false, "valid_accuracy": 0.8159722222222222, "valid_accuracy_best": false, "event_lr": 0.0006931725628465644}, {"batches": [{"train_loss": 0.4316862225532532, "train_batch_size": 64}, {"train_loss": 0.39223146438598633, "train_batch_size": 64}, {"train_loss": 0.5057649612426758, "train_batch_size": 64}, {"train_loss": 0.44059881567955017, "train_batch_size": 64}, {"valid_loss": 0.6464378237724304, "valid_batch_size": 64}, {"valid_loss": 0.5306515097618103, "valid_batch_size": 64}, {"valid_loss": 0.5648250579833984, "valid_batch_size": 64}, {"valid_loss": 0.6702278852462769, "valid_batch_size": 64}, {"valid_loss": 0.6203253865242004, "valid_batch_size": 32}], "epoch": 39, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.1010308265686035, "train_loss": 0.44257036596536636, "train_loss_best": false, "valid_loss": 0.6049566600057814, "valid_loss_best": false, "valid_acc": 0.7916666666666666, "valid_acc_best": false, "train_accuracy": 0.9583333333333334, "train_accuracy_best": false, "valid_accuracy": 0.7916666666666666, "valid_accuracy_best": false, "event_lr": 0.000678443110795936}, {"batches": [{"train_loss": 0.4015129506587982, "train_batch_size": 64}, {"train_loss": 0.4698820114135742, "train_batch_size": 64}, {"train_loss": 0.4294007122516632, "train_batch_size": 64}, {"train_loss": 0.4359164834022522, "train_batch_size": 64}, {"valid_loss": 0.6241987347602844, "valid_batch_size": 64}, {"valid_loss": 0.5258780717849731, "valid_batch_size": 64}, {"valid_loss": 0.5543290972709656, "valid_batch_size": 64}, {"valid_loss": 0.676005482673645, "valid_batch_size": 64}, {"valid_loss": 0.6053702235221863, "valid_batch_size": 32}], "epoch": 40, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.578273057937622, "train_loss": 0.43417803943157196, "train_loss_best": true, "valid_loss": 0.5962436662779914, "valid_loss_best": false, "valid_acc": 0.7847222222222222, "valid_acc_best": false, "train_accuracy": 0.96875, "train_accuracy_best": true, "valid_accuracy": 0.7847222222222222, "valid_accuracy_best": false, "event_lr": 0.000663533981658711}, {"batches": [{"train_loss": 0.42460182309150696, "train_batch_size": 64}, {"train_loss": 0.45726585388183594, "train_batch_size": 64}, {"train_loss": 0.3856014013290405, "train_batch_size": 64}, {"train_loss": 0.4032025933265686, "train_batch_size": 64}, {"valid_loss": 0.6014850735664368, "valid_batch_size": 64}, {"valid_loss": 0.48532524704933167, "valid_batch_size": 64}, {"valid_loss": 0.5215702056884766, "valid_batch_size": 64}, {"valid_loss": 0.6471314430236816, "valid_batch_size": 64}, {"valid_loss": 0.5502628087997437, "valid_batch_size": 32}], "epoch": 41, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.318565845489502, "train_loss": 0.417667917907238, "train_loss_best": true, "valid_loss": 0.562365194161733, "valid_loss_best": true, "valid_acc": 0.8194444444444444, "valid_acc_best": false, "train_accuracy": 0.9756944444444444, "train_accuracy_best": true, "valid_accuracy": 0.8194444444444444, "valid_accuracy_best": false, "event_lr": 0.0006484601876641376}, {"batches": [{"train_loss": 0.47093743085861206, "train_batch_size": 64}, {"train_loss": 0.4008339047431946, "train_batch_size": 64}, {"train_loss": 0.4026508927345276, "train_batch_size": 64}, {"train_loss": 0.3874664902687073, "train_batch_size": 64}, {"valid_loss": 0.644749641418457, "valid_batch_size": 64}, {"valid_loss": 0.5187608003616333, "valid_batch_size": 64}, {"valid_loss": 0.5610944032669067, "valid_batch_size": 64}, {"valid_loss": 0.697557270526886, "valid_batch_size": 64}, {"valid_loss": 0.5991330146789551, "valid_batch_size": 32}], "epoch": 42, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.470237970352173, "train_loss": 0.4154721796512604, "train_loss_best": true, "valid_loss": 0.6048285828696357, "valid_loss_best": false, "valid_acc": 0.7916666666666666, "valid_acc_best": false, "train_accuracy": 0.9479166666666666, "train_accuracy_best": false, "valid_accuracy": 0.7916666666666666, "valid_accuracy_best": false, "event_lr": 0.0006332369068450176}, {"batches": [{"train_loss": 0.4191895127296448, "train_batch_size": 64}, {"train_loss": 0.41354116797447205, "train_batch_size": 64}, {"train_loss": 0.39365100860595703, "train_batch_size": 64}, {"train_loss": 0.4611586928367615, "train_batch_size": 64}, {"valid_loss": 0.6402214765548706, "valid_batch_size": 64}, {"valid_loss": 0.509334921836853, "valid_batch_size": 64}, {"valid_loss": 0.5550658106803894, "valid_batch_size": 64}, {"valid_loss": 0.679569661617279, "valid_batch_size": 64}, {"valid_loss": 0.5896213054656982, "valid_batch_size": 32}], "epoch": 43, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.457383155822754, "train_loss": 0.42188509553670883, "train_loss_best": false, "valid_loss": 0.5953338940938314, "valid_loss_best": false, "valid_acc": 0.78125, "valid_acc_best": false, "train_accuracy": 0.9548611111111112, "train_accuracy_best": false, "valid_accuracy": 0.78125, "valid_accuracy_best": false, "event_lr": 0.0006178794677547138}, {"batches": [{"train_loss": 0.3667675852775574, "train_batch_size": 64}, {"train_loss": 0.3561594486236572, "train_batch_size": 64}, {"train_loss": 0.41998910903930664, "train_batch_size": 64}, {"train_loss": 0.41435885429382324, "train_batch_size": 64}, {"valid_loss": 0.626465916633606, "valid_batch_size": 64}, {"valid_loss": 0.4919264018535614, "valid_batch_size": 64}, {"valid_loss": 0.5402802228927612, "valid_batch_size": 64}, {"valid_loss": 0.6585395336151123, "valid_batch_size": 64}, {"valid_loss": 0.5690494775772095, "valid_batch_size": 32}], "epoch": 44, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.3761558532714844, "train_loss": 0.3893187493085861, "train_loss_best": true, "valid_loss": 0.5781637363963656, "valid_loss_best": false, "valid_acc": 0.7951388888888888, "valid_acc_best": false, "train_accuracy": 0.9618055555555556, "train_accuracy_best": false, "valid_accuracy": 0.7951388888888888, "valid_accuracy_best": false, "event_lr": 0.0006024033340325955}, {"batches": [{"train_loss": 0.3798905611038208, "train_batch_size": 64}, {"train_loss": 0.4256129860877991, "train_batch_size": 64}, {"train_loss": 0.4313407838344574, "train_batch_size": 64}, {"train_loss": 0.44530558586120605, "train_batch_size": 64}, {"valid_loss": 0.626642107963562, "valid_batch_size": 64}, {"valid_loss": 0.49232617020606995, "valid_batch_size": 64}, {"valid_loss": 0.5360385179519653, "valid_batch_size": 64}, {"valid_loss": 0.6483209729194641, "valid_batch_size": 64}, {"valid_loss": 0.5676721334457397, "valid_batch_size": 32}], "epoch": 45, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.2705090045928955, "train_loss": 0.42053747922182083, "train_loss_best": false, "valid_loss": 0.5749252968364291, "valid_loss_best": false, "valid_acc": 0.8090277777777778, "valid_acc_best": false, "train_accuracy": 0.9722222222222222, "train_accuracy_best": false, "valid_accuracy": 0.8090277777777778, "valid_accuracy_best": false, "event_lr": 0.0005868240888334653}, {"batches": [{"train_loss": 0.39347296953201294, "train_batch_size": 64}, {"train_loss": 0.35614967346191406, "train_batch_size": 64}, {"train_loss": 0.4656785726547241, "train_batch_size": 64}, {"train_loss": 0.443372905254364, "train_batch_size": 64}, {"valid_loss": 0.6575384140014648, "valid_batch_size": 64}, {"valid_loss": 0.5218005776405334, "valid_batch_size": 64}, {"valid_loss": 0.561652421951294, "valid_batch_size": 64}, {"valid_loss": 0.6847755312919617, "valid_batch_size": 64}, {"valid_loss": 0.6095221042633057, "valid_batch_size": 32}], "epoch": 46, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.3831660747528076, "train_loss": 0.4146685302257538, "train_loss_best": false, "valid_loss": 0.6067839993370904, "valid_loss_best": false, "valid_acc": 0.7777777777777778, "valid_acc_best": false, "train_accuracy": 0.9583333333333334, "train_accuracy_best": false, "valid_accuracy": 0.7777777777777778, "valid_accuracy_best": false, "event_lr": 0.0005711574191366426}, {"batches": [{"train_loss": 0.38432857394218445, "train_batch_size": 64}, {"train_loss": 0.4266136884689331, "train_batch_size": 64}, {"train_loss": 0.4929538071155548, "train_batch_size": 64}, {"train_loss": 0.3755168616771698, "train_batch_size": 64}, {"valid_loss": 0.6485066413879395, "valid_batch_size": 64}, {"valid_loss": 0.5188478231430054, "valid_batch_size": 64}, {"valid_loss": 0.551183819770813, "valid_batch_size": 64}, {"valid_loss": 0.6937196254730225, "valid_batch_size": 64}, {"valid_loss": 0.600750207901001, "valid_batch_size": 32}], "epoch": 47, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.2546660900115967, "train_loss": 0.41985323280096054, "train_loss_best": false, "valid_loss": 0.6028073363833957, "valid_loss_best": false, "valid_acc": 0.7916666666666666, "valid_acc_best": false, "train_accuracy": 0.9583333333333334, "train_accuracy_best": false, "valid_accuracy": 0.7916666666666666, "valid_accuracy_best": false, "event_lr": 0.0005554190999505056}, {"batches": [{"train_loss": 0.4288279414176941, "train_batch_size": 64}, {"train_loss": 0.442661851644516, "train_batch_size": 64}, {"train_loss": 0.3679751753807068, "train_batch_size": 64}, {"train_loss": 0.45603203773498535, "train_batch_size": 64}, {"valid_loss": 0.6285814046859741, "valid_batch_size": 64}, {"valid_loss": 0.499763548374176, "valid_batch_size": 64}, {"valid_loss": 0.5266889333724976, "valid_batch_size": 64}, {"valid_loss": 0.6692609786987305, "valid_batch_size": 64}, {"valid_loss": 0.5694215297698975, "valid_batch_size": 32}], "epoch": 48, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.3021161556243896, "train_loss": 0.42387425154447556, "train_loss_best": false, "valid_loss": 0.5797790288925171, "valid_loss_best": false, "valid_acc": 0.8055555555555556, "valid_acc_best": false, "train_accuracy": 0.9548611111111112, "train_accuracy_best": false, "valid_accuracy": 0.8055555555555556, "valid_accuracy_best": false, "event_lr": 0.0005396249784283942}, {"batches": [{"train_loss": 0.3474174737930298, "train_batch_size": 64}, {"train_loss": 0.38286036252975464, "train_batch_size": 64}, {"train_loss": 0.4321235418319702, "train_batch_size": 64}, {"train_loss": 0.4119650423526764, "train_batch_size": 64}, {"valid_loss": 0.6297422647476196, "valid_batch_size": 64}, {"valid_loss": 0.5108516216278076, "valid_batch_size": 64}, {"valid_loss": 0.5283409357070923, "valid_batch_size": 64}, {"valid_loss": 0.6634525656700134, "valid_batch_size": 64}, {"valid_loss": 0.5739130973815918, "valid_batch_size": 32}], "epoch": 49, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.7109761238098145, "train_loss": 0.39359160512685776, "train_loss_best": false, "valid_loss": 0.5820764303207397, "valid_loss_best": false, "valid_acc": 0.7951388888888888, "valid_acc_best": false, "train_accuracy": 0.9652777777777778, "train_accuracy_best": false, "valid_accuracy": 0.7951388888888888, "valid_accuracy_best": false, "event_lr": 0.0005237909579118712}, {"batches": [{"train_loss": 0.40743497014045715, "train_batch_size": 64}, {"train_loss": 0.393814355134964, "train_batch_size": 64}, {"train_loss": 0.375137060880661, "train_batch_size": 64}, {"train_loss": 0.35556289553642273, "train_batch_size": 64}, {"valid_loss": 0.635785698890686, "valid_batch_size": 64}, {"valid_loss": 0.5099571347236633, "valid_batch_size": 64}, {"valid_loss": 0.5306981801986694, "valid_batch_size": 64}, {"valid_loss": 0.6617265939712524, "valid_batch_size": 64}, {"valid_loss": 0.5792236328125, "valid_batch_size": 32}], "epoch": 50, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.4885377883911133, "train_loss": 0.3829873204231262, "train_loss_best": true, "valid_loss": 0.5839509831534492, "valid_loss_best": false, "valid_acc": 0.7986111111111112, "valid_acc_best": false, "train_accuracy": 0.9756944444444444, "train_accuracy_best": false, "valid_accuracy": 0.7986111111111112, "valid_accuracy_best": false, "event_lr": 0.0005079329819174042}, {"batches": [{"train_loss": 0.38564035296440125, "train_batch_size": 64}, {"train_loss": 0.3854456841945648, "train_batch_size": 64}, {"train_loss": 0.3825853168964386, "train_batch_size": 64}, {"train_loss": 0.39456766843795776, "train_batch_size": 64}, {"valid_loss": 0.6289125680923462, "valid_batch_size": 64}, {"valid_loss": 0.5010682344436646, "valid_batch_size": 64}, {"valid_loss": 0.5300124883651733, "valid_batch_size": 64}, {"valid_loss": 0.653969407081604, "valid_batch_size": 64}, {"valid_loss": 0.5843982100486755, "valid_batch_size": 32}], "epoch": 51, "train_batch_count": 4, "valid_batch_count": 5, "dur": 2.2175991535186768, "train_loss": 0.3870597556233406, "train_loss_best": false, "valid_loss": 0.5791470673349168, "valid_loss_best": false, "valid_acc": 0.8055555555555556, "valid_acc_best": false, "train_accuracy": 0.9756944444444444, "train_accuracy_best": false, "valid_accuracy": 0.8055555555555556, "valid_accuracy_best": false, "event_lr": 0.0004920670180825961}]

metadata.json

@@ -1,12 +1,12 @@
 {
-  "best_valid_accuracy": 0.7118055555555556,
+  "best_valid_accuracy": 0.8194444444444444,
   "chance_level": 0.25,
   "display_metric_key": "best_valid_accuracy",
   "display_metric_name": "accuracy",
   "display_split_name": "held-out session",
-  "epochs_ran": 20,
-  "epochs_requested": 20,
-  "final_valid_accuracy": 0.7083333333333334,
+  "epochs_ran": 51,
+  "epochs_requested": 100,
+  "final_valid_accuracy": 0.8055555555555556,
   "patience": 10,
   "short_run_epochs": 4,
   "subject_id": 3,

params.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:72690821e0a40fccc1fa91199bddb94147ecfba56c71ee1c8ac4a8d93b867470
+oid sha256:4d1ac3b80f13f4d22b057fdff331d61f3bad78ecfc154318c6adc789a19307f3
 size 227976