bruAristimunha commited on
Commit
8beba99
·
verified ·
1 Parent(s): 91c78e1

Update tutorial artifacts for braindecode/plot_bcic_iv_2a_moabb_trial

Browse files
Files changed (4) hide show
  1. history.json +1 -1
  2. loss_curve.png +0 -0
  3. metadata.json +3 -3
  4. params.safetensors +1 -1
history.json CHANGED
@@ -1 +1 @@
1
- [{"batches": [{"train_loss": 1.606480360031128, "train_batch_size": 64}, {"train_loss": 1.8109049797058105, "train_batch_size": 64}, {"train_loss": 1.4427440166473389, "train_batch_size": 64}, {"train_loss": 1.4255421161651611, "train_batch_size": 64}, {"valid_loss": 5.8267951011657715, "valid_batch_size": 64}, {"valid_loss": 6.673045635223389, "valid_batch_size": 64}, {"valid_loss": 6.0178422927856445, "valid_batch_size": 64}, {"valid_loss": 6.181404113769531, "valid_batch_size": 64}, {"valid_loss": 6.7683539390563965, "valid_batch_size": 32}], "epoch": 1, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.4675331115722656, "train_loss": 1.5714178681373596, "train_loss_best": true, "valid_loss": 6.2407253583272295, "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": 0.000625}, {"batches": [{"train_loss": 1.3252166509628296, "train_batch_size": 64}, {"train_loss": 1.2236111164093018, "train_batch_size": 64}, {"train_loss": 1.0910546779632568, "train_batch_size": 64}, {"train_loss": 1.1071484088897705, "train_batch_size": 64}, {"valid_loss": 6.344745635986328, "valid_batch_size": 64}, {"valid_loss": 7.078612327575684, "valid_batch_size": 64}, {"valid_loss": 6.7293853759765625, "valid_batch_size": 64}, {"valid_loss": 6.7477545738220215, "valid_batch_size": 64}, {"valid_loss": 7.337747097015381, "valid_batch_size": 32}], "epoch": 2, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3887379169464111, "train_loss": 1.1867577135562897, "train_loss_best": true, "valid_loss": 6.793193658192952, "valid_loss_best": false, "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": 0.0006248426694947454}, {"batches": [{"train_loss": 1.1857538223266602, "train_batch_size": 64}, {"train_loss": 1.0184730291366577, "train_batch_size": 64}, {"train_loss": 1.143453598022461, "train_batch_size": 64}, {"train_loss": 0.984932541847229, "train_batch_size": 64}, {"valid_loss": 5.573791980743408, "valid_batch_size": 64}, {"valid_loss": 6.120177745819092, "valid_batch_size": 64}, {"valid_loss": 5.949394226074219, "valid_batch_size": 64}, {"valid_loss": 5.937467098236084, "valid_batch_size": 64}, {"valid_loss": 6.254158973693848, "valid_batch_size": 32}], "epoch": 3, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.347764015197754, "train_loss": 1.083153247833252, "train_loss_best": true, "valid_loss": 5.9350912306043835, "valid_loss_best": true, "valid_acc": 0.24305555555555555, "valid_acc_best": false, "train_accuracy": 0.2569444444444444, "train_accuracy_best": true, "valid_accuracy": 0.24305555555555555, "valid_accuracy_best": false, "event_lr": 0.0006243708363974638}, {"batches": [{"train_loss": 1.0886589288711548, "train_batch_size": 64}, {"train_loss": 0.974812388420105, "train_batch_size": 64}, {"train_loss": 0.9810389876365662, "train_batch_size": 64}, {"train_loss": 0.9589452743530273, "train_batch_size": 64}, {"valid_loss": 5.376577377319336, "valid_batch_size": 64}, {"valid_loss": 5.774117469787598, "valid_batch_size": 64}, {"valid_loss": 5.722764492034912, "valid_batch_size": 64}, {"valid_loss": 5.750133514404297, "valid_batch_size": 64}, {"valid_loss": 5.890343189239502, "valid_batch_size": 32}], "epoch": 4, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3541440963745117, "train_loss": 1.0008638948202133, "train_loss_best": true, "valid_loss": 5.681947655147976, "valid_loss_best": true, "valid_acc": 0.25, "valid_acc_best": false, "train_accuracy": 0.2534722222222222, "train_accuracy_best": false, "valid_accuracy": 0.25, "valid_accuracy_best": false, "event_lr": 0.000623584975804089}, {"batches": [{"train_loss": 0.904873788356781, "train_batch_size": 64}, {"train_loss": 0.8823819756507874, "train_batch_size": 64}, {"train_loss": 0.849036455154419, "train_batch_size": 64}, {"train_loss": 0.9264213442802429, "train_batch_size": 64}, {"valid_loss": 4.4307684898376465, "valid_batch_size": 64}, {"valid_loss": 4.6170220375061035, "valid_batch_size": 64}, {"valid_loss": 4.824560165405273, "valid_batch_size": 64}, {"valid_loss": 4.76693058013916, "valid_batch_size": 64}, {"valid_loss": 4.788088798522949, "valid_batch_size": 32}], "epoch": 5, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.354863166809082, "train_loss": 0.8906783908605576, "train_loss_best": true, "valid_loss": 4.674072371588813, "valid_loss_best": true, "valid_acc": 0.25, "valid_acc_best": false, "train_accuracy": 0.2569444444444444, "train_accuracy_best": false, "valid_accuracy": 0.25, "valid_accuracy_best": false, "event_lr": 0.0006224858790096235}, {"batches": [{"train_loss": 0.9438953399658203, "train_batch_size": 64}, {"train_loss": 0.7521247267723083, "train_batch_size": 64}, {"train_loss": 0.8119848966598511, "train_batch_size": 64}, {"train_loss": 0.7942907810211182, "train_batch_size": 64}, {"valid_loss": 3.6120152473449707, "valid_batch_size": 64}, {"valid_loss": 3.6144156455993652, "valid_batch_size": 64}, {"valid_loss": 4.033910274505615, "valid_batch_size": 64}, {"valid_loss": 3.8742780685424805, "valid_batch_size": 64}, {"valid_loss": 3.785905599594116, "valid_batch_size": 32}], "epoch": 6, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.358156681060791, "train_loss": 0.8255739361047745, "train_loss_best": true, "valid_loss": 3.7839048968421087, "valid_loss_best": true, "valid_acc": 0.2638888888888889, "valid_acc_best": true, "train_accuracy": 0.2708333333333333, "train_accuracy_best": true, "valid_accuracy": 0.2638888888888889, "valid_accuracy_best": true, "event_lr": 0.0006210746527113732}, {"batches": [{"train_loss": 0.6459344029426575, "train_batch_size": 64}, {"train_loss": 0.7921479940414429, "train_batch_size": 64}, {"train_loss": 0.6647717356681824, "train_batch_size": 64}, {"train_loss": 0.8132614493370056, "train_batch_size": 64}, {"valid_loss": 2.897610664367676, "valid_batch_size": 64}, {"valid_loss": 2.7871928215026855, "valid_batch_size": 64}, {"valid_loss": 3.2853057384490967, "valid_batch_size": 64}, {"valid_loss": 3.09061336517334, "valid_batch_size": 64}, {"valid_loss": 2.889085054397583, "valid_batch_size": 32}], "epoch": 7, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.354403018951416, "train_loss": 0.7290288954973221, "train_loss_best": true, "valid_loss": 3.001170025931464, "valid_loss_best": true, "valid_acc": 0.2847222222222222, "valid_acc_best": true, "train_accuracy": 0.3333333333333333, "train_accuracy_best": true, "valid_accuracy": 0.2847222222222222, "valid_accuracy_best": true, "event_lr": 0.0006193527178945959}, {"batches": [{"train_loss": 0.7021534442901611, "train_batch_size": 64}, {"train_loss": 0.6471763849258423, "train_batch_size": 64}, {"train_loss": 0.6943735480308533, "train_batch_size": 64}, {"train_loss": 0.7134445905685425, "train_batch_size": 64}, {"valid_loss": 2.0977227687835693, "valid_batch_size": 64}, {"valid_loss": 1.9575212001800537, "valid_batch_size": 64}, {"valid_loss": 2.4158689975738525, "valid_batch_size": 64}, {"valid_loss": 2.227388858795166, "valid_batch_size": 64}, {"valid_loss": 2.0201303958892822, "valid_batch_size": 32}], "epoch": 8, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.348055124282837, "train_loss": 0.6892869919538498, "train_loss_best": true, "valid_loss": 2.157459338506063, "valid_loss_best": true, "valid_acc": 0.3888888888888889, "valid_acc_best": true, "train_accuracy": 0.4652777777777778, "train_accuracy_best": true, "valid_accuracy": 0.3888888888888889, "valid_accuracy_best": true, "event_lr": 0.0006173218084016899}, {"batches": [{"train_loss": 0.7474486827850342, "train_batch_size": 64}, {"train_loss": 0.5463067293167114, "train_batch_size": 64}, {"train_loss": 0.5812466740608215, "train_batch_size": 64}, {"train_loss": 0.6478604078292847, "train_batch_size": 64}, {"valid_loss": 1.4671671390533447, "valid_batch_size": 64}, {"valid_loss": 1.3310654163360596, "valid_batch_size": 64}, {"valid_loss": 1.7147254943847656, "valid_batch_size": 64}, {"valid_loss": 1.5490789413452148, "valid_batch_size": 64}, {"valid_loss": 1.3472633361816406, "valid_batch_size": 32}], "epoch": 9, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.353586196899414, "train_loss": 0.630715623497963, "train_loss_best": true, "valid_loss": 1.4968152576022677, "valid_loss_best": true, "valid_acc": 0.4722222222222222, "valid_acc_best": true, "train_accuracy": 0.5729166666666666, "train_accuracy_best": true, "valid_accuracy": 0.4722222222222222, "valid_accuracy_best": true, "event_lr": 0.0006149839691863615}, {"batches": [{"train_loss": 0.5403035879135132, "train_batch_size": 64}, {"train_loss": 0.5677264928817749, "train_batch_size": 64}, {"train_loss": 0.5144518613815308, "train_batch_size": 64}, {"train_loss": 0.6023841500282288, "train_batch_size": 64}, {"valid_loss": 1.0657187700271606, "valid_batch_size": 64}, {"valid_loss": 0.9542959332466125, "valid_batch_size": 64}, {"valid_loss": 1.2883920669555664, "valid_batch_size": 64}, {"valid_loss": 1.1185382604599, "valid_batch_size": 64}, {"valid_loss": 0.981768012046814, "valid_batch_size": 32}], "epoch": 10, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3573689460754395, "train_loss": 0.5562165230512619, "train_loss_best": true, "valid_loss": 1.0928508970472548, "valid_loss_best": true, "valid_acc": 0.5381944444444444, "valid_acc_best": true, "train_accuracy": 0.7430555555555556, "train_accuracy_best": true, "valid_accuracy": 0.5381944444444444, "valid_accuracy_best": true, "event_lr": 0.0006123415542545306}, {"batches": [{"train_loss": 0.5603751540184021, "train_batch_size": 64}, {"train_loss": 0.5376542210578918, "train_batch_size": 64}, {"train_loss": 0.35697853565216064, "train_batch_size": 64}, {"train_loss": 0.5953621864318848, "train_batch_size": 64}, {"valid_loss": 0.9381722211837769, "valid_batch_size": 64}, {"valid_loss": 0.8487726449966431, "valid_batch_size": 64}, {"valid_loss": 1.2140082120895386, "valid_batch_size": 64}, {"valid_loss": 1.027001142501831, "valid_batch_size": 64}, {"valid_loss": 0.9501037001609802, "valid_batch_size": 32}], "epoch": 11, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.366380214691162, "train_loss": 0.5125925242900848, "train_loss_best": true, "valid_loss": 1.000668015744951, "valid_loss_best": true, "valid_acc": 0.5520833333333334, "valid_acc_best": true, "train_accuracy": 0.8159722222222222, "train_accuracy_best": true, "valid_accuracy": 0.5520833333333334, "valid_accuracy_best": true, "event_lr": 0.0006093972242940455}, {"batches": [{"train_loss": 0.4317164421081543, "train_batch_size": 64}, {"train_loss": 0.5338060259819031, "train_batch_size": 64}, {"train_loss": 0.47681140899658203, "train_batch_size": 64}, {"train_loss": 0.47951847314834595, "train_batch_size": 64}, {"valid_loss": 0.8619043231010437, "valid_batch_size": 64}, {"valid_loss": 0.8194659948348999, "valid_batch_size": 64}, {"valid_loss": 1.2162978649139404, "valid_batch_size": 64}, {"valid_loss": 1.0383247137069702, "valid_batch_size": 64}, {"valid_loss": 1.043363332748413, "valid_batch_size": 32}], "epoch": 12, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3510687351226807, "train_loss": 0.48046308755874634, "train_loss_best": true, "valid_loss": 0.9905943473180135, "valid_loss_best": true, "valid_acc": 0.5694444444444444, "valid_acc_best": true, "train_accuracy": 0.8645833333333334, "train_accuracy_best": true, "valid_accuracy": 0.5694444444444444, "valid_accuracy_best": true, "event_lr": 0.0006061539439955964}, {"batches": [{"train_loss": 0.5102724432945251, "train_batch_size": 64}, {"train_loss": 0.3966355323791504, "train_batch_size": 64}, {"train_loss": 0.5007762908935547, "train_batch_size": 64}, {"train_loss": 0.3793507218360901, "train_batch_size": 64}, {"valid_loss": 0.7817897796630859, "valid_batch_size": 64}, {"valid_loss": 0.7797102928161621, "valid_batch_size": 64}, {"valid_loss": 1.1583445072174072, "valid_batch_size": 64}, {"valid_loss": 0.9953001141548157, "valid_batch_size": 64}, {"valid_loss": 1.0158580541610718, "valid_batch_size": 32}], "epoch": 13, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3619749546051025, "train_loss": 0.4467587471008301, "train_loss_best": true, "valid_loss": 0.9384608268737793, "valid_loss_best": true, "valid_acc": 0.5868055555555556, "valid_acc_best": true, "train_accuracy": 0.8923611111111112, "train_accuracy_best": true, "valid_accuracy": 0.5868055555555556, "valid_accuracy_best": true, "event_lr": 0.0006026149790675227}, {"batches": [{"train_loss": 0.33184361457824707, "train_batch_size": 64}, {"train_loss": 0.5038634538650513, "train_batch_size": 64}, {"train_loss": 0.4708143174648285, "train_batch_size": 64}, {"train_loss": 0.4310438930988312, "train_batch_size": 64}, {"valid_loss": 0.7107748985290527, "valid_batch_size": 64}, {"valid_loss": 0.7250820398330688, "valid_batch_size": 64}, {"valid_loss": 1.1346698999404907, "valid_batch_size": 64}, {"valid_loss": 0.9571617841720581, "valid_batch_size": 64}, {"valid_loss": 0.983483612537384, "valid_batch_size": 32}], "epoch": 14, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3606908321380615, "train_loss": 0.4343913197517395, "train_loss_best": true, "valid_loss": 0.8932067619429694, "valid_loss_best": true, "valid_acc": 0.625, "valid_acc_best": true, "train_accuracy": 0.9444444444444444, "train_accuracy_best": true, "valid_accuracy": 0.625, "valid_accuracy_best": true, "event_lr": 0.0005987838929475217}, {"batches": [{"train_loss": 0.3444177806377411, "train_batch_size": 64}, {"train_loss": 0.40776678919792175, "train_batch_size": 64}, {"train_loss": 0.35073772072792053, "train_batch_size": 64}, {"train_loss": 0.3601577579975128, "train_batch_size": 64}, {"valid_loss": 0.7328184247016907, "valid_batch_size": 64}, {"valid_loss": 0.7168322801589966, "valid_batch_size": 64}, {"valid_loss": 1.1683558225631714, "valid_batch_size": 64}, {"valid_loss": 0.9452459216117859, "valid_batch_size": 64}, {"valid_loss": 0.9836288690567017, "valid_batch_size": 32}], "epoch": 15, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3649578094482422, "train_loss": 0.36577001214027405, "train_loss_best": true, "valid_loss": 0.9011259741253324, "valid_loss_best": false, "valid_acc": 0.625, "valid_acc_best": false, "train_accuracy": 0.9479166666666666, "train_accuracy_best": true, "valid_accuracy": 0.625, "valid_accuracy_best": false, "event_lr": 0.0005946645432145692}, {"batches": [{"train_loss": 0.31775298714637756, "train_batch_size": 64}, {"train_loss": 0.4440971910953522, "train_batch_size": 64}, {"train_loss": 0.4282054007053375, "train_batch_size": 64}, {"train_loss": 0.3489002585411072, "train_batch_size": 64}, {"valid_loss": 0.7424063682556152, "valid_batch_size": 64}, {"valid_loss": 0.7192444205284119, "valid_batch_size": 64}, {"valid_loss": 1.1596394777297974, "valid_batch_size": 64}, {"valid_loss": 0.9285520911216736, "valid_batch_size": 64}, {"valid_loss": 0.9276779890060425, "valid_batch_size": 32}], "epoch": 16, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.372612714767456, "train_loss": 0.3847389593720436, "train_loss_best": false, "valid_loss": 0.8919291893641154, "valid_loss_best": true, "valid_acc": 0.625, "valid_acc_best": false, "train_accuracy": 0.9444444444444444, "train_accuracy_best": false, "valid_accuracy": 0.625, "valid_accuracy_best": false, "event_lr": 0.0005902610777046636}, {"batches": [{"train_loss": 0.2960532307624817, "train_batch_size": 64}, {"train_loss": 0.2940383553504944, "train_batch_size": 64}, {"train_loss": 0.36797207593917847, "train_batch_size": 64}, {"train_loss": 0.37020593881607056, "train_batch_size": 64}, {"valid_loss": 0.7329370379447937, "valid_batch_size": 64}, {"valid_loss": 0.6953856945037842, "valid_batch_size": 64}, {"valid_loss": 1.120820164680481, "valid_batch_size": 64}, {"valid_loss": 0.9231612086296082, "valid_batch_size": 64}, {"valid_loss": 0.8741380572319031, "valid_batch_size": 32}], "epoch": 17, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3501839637756348, "train_loss": 0.3320674002170563, "train_loss_best": true, "valid_loss": 0.8687495854165819, "valid_loss_best": true, "valid_acc": 0.625, "valid_acc_best": false, "train_accuracy": 0.96875, "train_accuracy_best": true, "valid_accuracy": 0.625, "valid_accuracy_best": false, "event_lr": 0.0005855779303343078}, {"batches": [{"train_loss": 0.3065730631351471, "train_batch_size": 64}, {"train_loss": 0.21233385801315308, "train_batch_size": 64}, {"train_loss": 0.37212350964546204, "train_batch_size": 64}, {"train_loss": 0.3556950092315674, "train_batch_size": 64}, {"valid_loss": 0.7498128414154053, "valid_batch_size": 64}, {"valid_loss": 0.6785023212432861, "valid_batch_size": 64}, {"valid_loss": 1.0851116180419922, "valid_batch_size": 64}, {"valid_loss": 0.9143575429916382, "valid_batch_size": 64}, {"valid_loss": 0.833989679813385, "valid_batch_size": 32}], "epoch": 18, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3274507522583008, "train_loss": 0.3116813600063324, "train_loss_best": true, "valid_loss": 0.8543953696886698, "valid_loss_best": true, "valid_acc": 0.6284722222222222, "valid_acc_best": true, "train_accuracy": 0.9895833333333334, "train_accuracy_best": true, "valid_accuracy": 0.6284722222222222, "valid_accuracy_best": true, "event_lr": 0.0005806198166359303}, {"batches": [{"train_loss": 0.22697778046131134, "train_batch_size": 64}, {"train_loss": 0.27113163471221924, "train_batch_size": 64}, {"train_loss": 0.22872331738471985, "train_batch_size": 64}, {"train_loss": 0.27828410267829895, "train_batch_size": 64}, {"valid_loss": 0.7209610342979431, "valid_batch_size": 64}, {"valid_loss": 0.672440230846405, "valid_batch_size": 64}, {"valid_loss": 1.071812629699707, "valid_batch_size": 64}, {"valid_loss": 0.878277599811554, "valid_batch_size": 64}, {"valid_loss": 0.8371928930282593, "valid_batch_size": 32}], "epoch": 19, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.321484088897705, "train_loss": 0.25127920880913734, "train_loss_best": true, "valid_loss": 0.8360195424821641, "valid_loss_best": true, "valid_acc": 0.6527777777777778, "valid_acc_best": true, "train_accuracy": 0.9930555555555556, "train_accuracy_best": true, "valid_accuracy": 0.6527777777777778, "valid_accuracy_best": true, "event_lr": 0.0005753917290097441}, {"batches": [{"train_loss": 0.27255722880363464, "train_batch_size": 64}, {"train_loss": 0.30028268694877625, "train_batch_size": 64}, {"train_loss": 0.2361765205860138, "train_batch_size": 64}, {"train_loss": 0.2805299758911133, "train_batch_size": 64}, {"valid_loss": 0.6872102618217468, "valid_batch_size": 64}, {"valid_loss": 0.6773000359535217, "valid_batch_size": 64}, {"valid_loss": 1.0950249433517456, "valid_batch_size": 64}, {"valid_loss": 0.8946467638015747, "valid_batch_size": 64}, {"valid_loss": 0.9326826333999634, "valid_batch_size": 32}], "epoch": 20, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.327211856842041, "train_loss": 0.2723866030573845, "train_loss_best": false, "valid_loss": 0.8490051825841268, "valid_loss_best": false, "valid_acc": 0.6354166666666666, "valid_acc_best": false, "train_accuracy": 0.9895833333333334, "train_accuracy_best": false, "valid_accuracy": 0.6354166666666666, "valid_accuracy_best": false, "event_lr": 0.0005698989316968228}, {"batches": [{"train_loss": 0.22788068652153015, "train_batch_size": 64}, {"train_loss": 0.22480109333992004, "train_batch_size": 64}, {"train_loss": 0.26201239228248596, "train_batch_size": 64}, {"train_loss": 0.21018889546394348, "train_batch_size": 64}, {"valid_loss": 0.6508238911628723, "valid_batch_size": 64}, {"valid_loss": 0.6788422465324402, "valid_batch_size": 64}, {"valid_loss": 1.0838038921356201, "valid_batch_size": 64}, {"valid_loss": 0.8979293704032898, "valid_batch_size": 64}, {"valid_loss": 0.973662793636322, "valid_batch_size": 32}], "epoch": 21, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3248069286346436, "train_loss": 0.2312207669019699, "train_loss_best": true, "valid_loss": 0.844051288233863, "valid_loss_best": false, "valid_acc": 0.6597222222222222, "valid_acc_best": true, "train_accuracy": 0.9930555555555556, "train_accuracy_best": false, "valid_accuracy": 0.6597222222222222, "valid_accuracy_best": true, "event_lr": 0.0005641469554784559}, {"batches": [{"train_loss": 0.2292574793100357, "train_batch_size": 64}, {"train_loss": 0.1798320710659027, "train_batch_size": 64}, {"train_loss": 0.1825934648513794, "train_batch_size": 64}, {"train_loss": 0.1997840851545334, "train_batch_size": 64}, {"valid_loss": 0.6209188103675842, "valid_batch_size": 64}, {"valid_loss": 0.6701487302780151, "valid_batch_size": 64}, {"valid_loss": 1.0488858222961426, "valid_batch_size": 64}, {"valid_loss": 0.920903205871582, "valid_batch_size": 64}, {"valid_loss": 0.9711364507675171, "valid_batch_size": 32}], "epoch": 22, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.314894199371338, "train_loss": 0.1978667750954628, "train_loss_best": true, "valid_loss": 0.8325388431549072, "valid_loss_best": true, "valid_acc": 0.6597222222222222, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": true, "valid_accuracy": 0.6597222222222222, "valid_accuracy_best": false, "event_lr": 0.0005581415921071211}, {"batches": [{"train_loss": 0.16314074397087097, "train_batch_size": 64}, {"train_loss": 0.22587710618972778, "train_batch_size": 64}, {"train_loss": 0.21910177171230316, "train_batch_size": 64}, {"train_loss": 0.26001718640327454, "train_batch_size": 64}, {"valid_loss": 0.6101882457733154, "valid_batch_size": 64}, {"valid_loss": 0.6655747294425964, "valid_batch_size": 64}, {"valid_loss": 1.0241420269012451, "valid_batch_size": 64}, {"valid_loss": 0.9142578840255737, "valid_batch_size": 64}, {"valid_loss": 0.9243763089179993, "valid_batch_size": 32}], "epoch": 23, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.321774959564209, "train_loss": 0.2170342020690441, "train_loss_best": false, "valid_loss": 0.8169668979114957, "valid_loss_best": true, "valid_acc": 0.6701388888888888, "valid_acc_best": true, "train_accuracy": 0.9965277777777778, "train_accuracy_best": false, "valid_accuracy": 0.6701388888888888, "valid_accuracy_best": true, "event_lr": 0.0005518888884746806}, {"batches": [{"train_loss": 0.19802553951740265, "train_batch_size": 64}, {"train_loss": 0.17874272167682648, "train_batch_size": 64}, {"train_loss": 0.15724536776542664, "train_batch_size": 64}, {"train_loss": 0.1935310661792755, "train_batch_size": 64}, {"valid_loss": 0.6304115056991577, "valid_batch_size": 64}, {"valid_loss": 0.6463626027107239, "valid_batch_size": 64}, {"valid_loss": 1.0403780937194824, "valid_batch_size": 64}, {"valid_loss": 0.8920755386352539, "valid_batch_size": 64}, {"valid_loss": 0.8956058621406555, "valid_batch_size": 32}], "epoch": 24, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.315744161605835, "train_loss": 0.18188617378473282, "train_loss_best": true, "valid_loss": 0.812673482629988, "valid_loss_best": true, "valid_acc": 0.6597222222222222, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6597222222222222, "valid_accuracy_best": false, "event_lr": 0.0005453951405236733}, {"batches": [{"train_loss": 0.1851932555437088, "train_batch_size": 64}, {"train_loss": 0.22765715420246124, "train_batch_size": 64}, {"train_loss": 0.15546424686908722, "train_batch_size": 64}, {"train_loss": 0.18476490676403046, "train_batch_size": 64}, {"valid_loss": 0.6421268582344055, "valid_batch_size": 64}, {"valid_loss": 0.6335130333900452, "valid_batch_size": 64}, {"valid_loss": 1.0338371992111206, "valid_batch_size": 64}, {"valid_loss": 0.8712605834007263, "valid_batch_size": 64}, {"valid_loss": 0.8913220763206482, "valid_batch_size": 32}], "epoch": 25, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3761811256408691, "train_loss": 0.18826989084482193, "train_loss_best": false, "valid_loss": 0.8058663805325826, "valid_loss_best": true, "valid_acc": 0.65625, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.65625, "valid_accuracy_best": false, "event_lr": 0.0005386668869078343}, {"batches": [{"train_loss": 0.1358177661895752, "train_batch_size": 64}, {"train_loss": 0.13431976735591888, "train_batch_size": 64}, {"train_loss": 0.11109228432178497, "train_batch_size": 64}, {"train_loss": 0.17560561001300812, "train_batch_size": 64}, {"valid_loss": 0.6500617265701294, "valid_batch_size": 64}, {"valid_loss": 0.6419869065284729, "valid_batch_size": 64}, {"valid_loss": 1.0270925760269165, "valid_batch_size": 64}, {"valid_loss": 0.853249192237854, "valid_batch_size": 64}, {"valid_loss": 0.8800067901611328, "valid_batch_size": 32}], "epoch": 26, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.318671703338623, "train_loss": 0.1392088569700718, "train_loss_best": true, "valid_loss": 0.802754176987542, "valid_loss_best": true, "valid_acc": 0.6701388888888888, "valid_acc_best": false, "train_accuracy": 0.9965277777777778, "train_accuracy_best": false, "valid_accuracy": 0.6701388888888888, "valid_accuracy_best": false, "event_lr": 0.0005317109024082253}, {"batches": [{"train_loss": 0.19571246206760406, "train_batch_size": 64}, {"train_loss": 0.20930224657058716, "train_batch_size": 64}, {"train_loss": 0.09585810452699661, "train_batch_size": 64}, {"train_loss": 0.16284026205539703, "train_batch_size": 64}, {"valid_loss": 0.6545009016990662, "valid_batch_size": 64}, {"valid_loss": 0.6727937459945679, "valid_batch_size": 64}, {"valid_loss": 1.0001798868179321, "valid_batch_size": 64}, {"valid_loss": 0.8508825302124023, "valid_batch_size": 64}, {"valid_loss": 0.8541069626808167, "valid_batch_size": 32}], "epoch": 27, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.316586971282959, "train_loss": 0.16592826880514622, "train_loss_best": false, "valid_loss": 0.8012023435698615, "valid_loss_best": true, "valid_acc": 0.6805555555555556, "valid_acc_best": true, "train_accuracy": 0.9965277777777778, "train_accuracy_best": false, "valid_accuracy": 0.6805555555555556, "valid_accuracy_best": true, "event_lr": 0.0005245341911116038}, {"batches": [{"train_loss": 0.16412849724292755, "train_batch_size": 64}, {"train_loss": 0.15698722004890442, "train_batch_size": 64}, {"train_loss": 0.10064058005809784, "train_batch_size": 64}, {"train_loss": 0.1999579519033432, "train_batch_size": 64}, {"valid_loss": 0.6709830164909363, "valid_batch_size": 64}, {"valid_loss": 0.6746673583984375, "valid_batch_size": 64}, {"valid_loss": 0.9956883788108826, "valid_batch_size": 64}, {"valid_loss": 0.8471120595932007, "valid_batch_size": 64}, {"valid_loss": 0.8629335165023804, "valid_batch_size": 32}], "epoch": 28, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3338720798492432, "train_loss": 0.15542856231331825, "train_loss_best": false, "valid_loss": 0.8044261270099216, "valid_loss_best": false, "valid_acc": 0.6701388888888888, "valid_acc_best": false, "train_accuracy": 0.9965277777777778, "train_accuracy_best": false, "valid_accuracy": 0.6701388888888888, "valid_accuracy_best": false, "event_lr": 0.0005171439793579016}, {"batches": [{"train_loss": 0.1549435555934906, "train_batch_size": 64}, {"train_loss": 0.14990836381912231, "train_batch_size": 64}, {"train_loss": 0.14519132673740387, "train_batch_size": 64}, {"train_loss": 0.10377386212348938, "train_batch_size": 64}, {"valid_loss": 0.6414105296134949, "valid_batch_size": 64}, {"valid_loss": 0.6678048372268677, "valid_batch_size": 64}, {"valid_loss": 0.9622217416763306, "valid_batch_size": 64}, {"valid_loss": 0.8675699234008789, "valid_batch_size": 64}, {"valid_loss": 0.8242482542991638, "valid_batch_size": 32}], "epoch": 29, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3479893207550049, "train_loss": 0.13845427706837654, "train_loss_best": true, "valid_loss": 0.7891402575704787, "valid_loss_best": true, "valid_acc": 0.6770833333333334, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6770833333333334, "valid_accuracy_best": false, "event_lr": 0.0005095477084639132}, {"batches": [{"train_loss": 0.2004840224981308, "train_batch_size": 64}, {"train_loss": 0.11982329189777374, "train_batch_size": 64}, {"train_loss": 0.0907166600227356, "train_batch_size": 64}, {"train_loss": 0.11110536009073257, "train_batch_size": 64}, {"valid_loss": 0.6175044178962708, "valid_batch_size": 64}, {"valid_loss": 0.6499148011207581, "valid_batch_size": 64}, {"valid_loss": 0.9559361934661865, "valid_batch_size": 64}, {"valid_loss": 0.8644483089447021, "valid_batch_size": 64}, {"valid_loss": 0.8911302089691162, "valid_batch_size": 32}], "epoch": 30, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3172972202301025, "train_loss": 0.13053233362734318, "train_loss_best": true, "valid_loss": 0.7851930724249946, "valid_loss_best": true, "valid_acc": 0.6736111111111112, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6736111111111112, "valid_accuracy_best": false, "event_lr": 0.0005017530272305208}, {"batches": [{"train_loss": 0.10804527252912521, "train_batch_size": 64}, {"train_loss": 0.12422336637973785, "train_batch_size": 64}, {"train_loss": 0.11299458891153336, "train_batch_size": 64}, {"train_loss": 0.10376860201358795, "train_batch_size": 64}, {"valid_loss": 0.6245341300964355, "valid_batch_size": 64}, {"valid_loss": 0.644745945930481, "valid_batch_size": 64}, {"valid_loss": 0.9454353451728821, "valid_batch_size": 64}, {"valid_loss": 0.8823237419128418, "valid_batch_size": 64}, {"valid_loss": 0.917627215385437, "valid_batch_size": 32}], "epoch": 31, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3135490417480469, "train_loss": 0.1122579574584961, "train_loss_best": true, "valid_loss": 0.7901895046234131, "valid_loss_best": false, "valid_acc": 0.6701388888888888, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6701388888888888, "valid_accuracy_best": false, "event_lr": 0.0004937677842409994}, {"batches": [{"train_loss": 0.1240183487534523, "train_batch_size": 64}, {"train_loss": 0.18314401805400848, "train_batch_size": 64}, {"train_loss": 0.0933164730668068, "train_batch_size": 64}, {"train_loss": 0.11364167183637619, "train_batch_size": 64}, {"valid_loss": 0.6511136889457703, "valid_batch_size": 64}, {"valid_loss": 0.6493725776672363, "valid_batch_size": 64}, {"valid_loss": 0.9479734897613525, "valid_batch_size": 64}, {"valid_loss": 0.8702332973480225, "valid_batch_size": 64}, {"valid_loss": 0.8745702505111694, "valid_batch_size": 32}], "epoch": 32, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3238859176635742, "train_loss": 0.12853012792766094, "train_loss_best": false, "valid_loss": 0.7902173731062148, "valid_loss_best": false, "valid_acc": 0.6701388888888888, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6701388888888888, "valid_accuracy_best": false, "event_lr": 0.0004856000199581594}, {"batches": [{"train_loss": 0.07629167288541794, "train_batch_size": 64}, {"train_loss": 0.10116663575172424, "train_batch_size": 64}, {"train_loss": 0.1806127279996872, "train_batch_size": 64}, {"train_loss": 0.1307881772518158, "train_batch_size": 64}, {"valid_loss": 0.6638324856758118, "valid_batch_size": 64}, {"valid_loss": 0.6498732566833496, "valid_batch_size": 64}, {"valid_loss": 0.9394809603691101, "valid_batch_size": 64}, {"valid_loss": 0.8650041222572327, "valid_batch_size": 64}, {"valid_loss": 0.7990520596504211, "valid_batch_size": 32}], "epoch": 33, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3276691436767578, "train_loss": 0.12221480347216129, "train_loss_best": false, "valid_loss": 0.7817148566246033, "valid_loss_best": true, "valid_acc": 0.6736111111111112, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6736111111111112, "valid_accuracy_best": false, "event_lr": 0.0004772579586282819}, {"batches": [{"train_loss": 0.11851736903190613, "train_batch_size": 64}, {"train_loss": 0.13394862413406372, "train_batch_size": 64}, {"train_loss": 0.09904152899980545, "train_batch_size": 64}, {"train_loss": 0.1262667328119278, "train_batch_size": 64}, {"valid_loss": 0.6382564306259155, "valid_batch_size": 64}, {"valid_loss": 0.6535178422927856, "valid_batch_size": 64}, {"valid_loss": 0.938287615776062, "valid_batch_size": 64}, {"valid_loss": 0.8754186034202576, "valid_batch_size": 64}, {"valid_loss": 0.8233730792999268, "valid_batch_size": 32}], "epoch": 34, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3186790943145752, "train_loss": 0.11944356374442577, "train_loss_best": false, "valid_loss": 0.7815926737255521, "valid_loss_best": true, "valid_acc": 0.6736111111111112, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6736111111111112, "valid_accuracy_best": false, "event_lr": 0.00046874999999999993}, {"batches": [{"train_loss": 0.11297580599784851, "train_batch_size": 64}, {"train_loss": 0.13469834625720978, "train_batch_size": 64}, {"train_loss": 0.07418671995401382, "train_batch_size": 64}, {"train_loss": 0.08576051145792007, "train_batch_size": 64}, {"valid_loss": 0.5760232210159302, "valid_batch_size": 64}, {"valid_loss": 0.6052560210227966, "valid_batch_size": 64}, {"valid_loss": 0.9790450930595398, "valid_batch_size": 64}, {"valid_loss": 0.8499060869216919, "valid_batch_size": 64}, {"valid_loss": 0.927666187286377, "valid_batch_size": 32}], "epoch": 35, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3220171928405762, "train_loss": 0.10190534591674805, "train_loss_best": true, "valid_loss": 0.7720141145918105, "valid_loss_best": true, "valid_acc": 0.6701388888888888, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6701388888888888, "valid_accuracy_best": false, "event_lr": 0.00046008471086646333}, {"batches": [{"train_loss": 0.1073371097445488, "train_batch_size": 64}, {"train_loss": 0.1134796217083931, "train_batch_size": 64}, {"train_loss": 0.07066046446561813, "train_batch_size": 64}, {"train_loss": 0.07931072264909744, "train_batch_size": 64}, {"valid_loss": 0.5864763855934143, "valid_batch_size": 64}, {"valid_loss": 0.6169254779815674, "valid_batch_size": 64}, {"valid_loss": 0.9948961734771729, "valid_batch_size": 64}, {"valid_loss": 0.8304977416992188, "valid_batch_size": 64}, {"valid_loss": 0.9272353649139404, "valid_batch_size": 32}], "epoch": 36, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3145420551300049, "train_loss": 0.09269697964191437, "train_loss_best": true, "valid_loss": 0.7760918802685208, "valid_loss_best": false, "valid_acc": 0.6597222222222222, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6597222222222222, "valid_accuracy_best": false, "event_lr": 0.0004512708164393044}, {"batches": [{"train_loss": 0.09936290234327316, "train_batch_size": 64}, {"train_loss": 0.0934586450457573, "train_batch_size": 64}, {"train_loss": 0.098190076649189, "train_batch_size": 64}, {"train_loss": 0.0843072235584259, "train_batch_size": 64}, {"valid_loss": 0.6159826517105103, "valid_batch_size": 64}, {"valid_loss": 0.6415846347808838, "valid_batch_size": 64}, {"valid_loss": 0.9806554913520813, "valid_batch_size": 64}, {"valid_loss": 0.8543723225593567, "valid_batch_size": 64}, {"valid_loss": 0.8399089574813843, "valid_batch_size": 32}], "epoch": 37, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.341867208480835, "train_loss": 0.09382971189916134, "train_loss_best": false, "valid_loss": 0.7805665731430054, "valid_loss_best": false, "valid_acc": 0.6909722222222222, "valid_acc_best": true, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6909722222222222, "valid_accuracy_best": true, "event_lr": 0.0004423171915630895}, {"batches": [{"train_loss": 0.09833285212516785, "train_batch_size": 64}, {"train_loss": 0.07461487501859665, "train_batch_size": 64}, {"train_loss": 0.09643670916557312, "train_batch_size": 64}, {"train_loss": 0.09640751779079437, "train_batch_size": 64}, {"valid_loss": 0.6595687866210938, "valid_batch_size": 64}, {"valid_loss": 0.6681063771247864, "valid_batch_size": 64}, {"valid_loss": 0.9516087174415588, "valid_batch_size": 64}, {"valid_loss": 0.8858181834220886, "valid_batch_size": 64}, {"valid_loss": 0.7837586402893066, "valid_batch_size": 32}], "epoch": 38, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.321399211883545, "train_loss": 0.091447988525033, "train_loss_best": true, "valid_loss": 0.7904403077231513, "valid_loss_best": false, "valid_acc": 0.7048611111111112, "valid_acc_best": true, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.7048611111111112, "valid_accuracy_best": true, "event_lr": 0.00043323285177910263}, {"batches": [{"train_loss": 0.12531627714633942, "train_batch_size": 64}, {"train_loss": 0.08936592936515808, "train_batch_size": 64}, {"train_loss": 0.10992790013551712, "train_batch_size": 64}, {"train_loss": 0.14259663224220276, "train_batch_size": 64}, {"valid_loss": 0.642536997795105, "valid_batch_size": 64}, {"valid_loss": 0.6442278623580933, "valid_batch_size": 64}, {"valid_loss": 0.9087870121002197, "valid_batch_size": 64}, {"valid_loss": 0.8662190437316895, "valid_batch_size": 64}, {"valid_loss": 0.8156774640083313, "valid_batch_size": 32}], "epoch": 39, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3253898620605469, "train_loss": 0.11680168472230434, "train_loss_best": false, "valid_loss": 0.7710243662198385, "valid_loss_best": true, "valid_acc": 0.7013888888888888, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.7013888888888888, "valid_accuracy_best": false, "event_lr": 0.00042402694424745993}, {"batches": [{"train_loss": 0.12660084664821625, "train_batch_size": 64}, {"train_loss": 0.07130454480648041, "train_batch_size": 64}, {"train_loss": 0.0850006714463234, "train_batch_size": 64}, {"train_loss": 0.06785233318805695, "train_batch_size": 64}, {"valid_loss": 0.6103814244270325, "valid_batch_size": 64}, {"valid_loss": 0.5970765948295593, "valid_batch_size": 64}, {"valid_loss": 0.8869841694831848, "valid_batch_size": 64}, {"valid_loss": 0.8420557975769043, "valid_batch_size": 64}, {"valid_loss": 0.8934124112129211, "valid_batch_size": 32}], "epoch": 40, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3325080871582031, "train_loss": 0.08768959902226925, "train_loss_best": true, "valid_loss": 0.7518231537606981, "valid_loss_best": true, "valid_acc": 0.6944444444444444, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6944444444444444, "valid_accuracy_best": false, "event_lr": 0.0004147087385366943}, {"batches": [{"train_loss": 0.07645450532436371, "train_batch_size": 64}, {"train_loss": 0.07272569090127945, "train_batch_size": 64}, {"train_loss": 0.06882565468549728, "train_batch_size": 64}, {"train_loss": 0.09354579448699951, "train_batch_size": 64}, {"valid_loss": 0.5905712246894836, "valid_batch_size": 64}, {"valid_loss": 0.5877026915550232, "valid_batch_size": 64}, {"valid_loss": 0.8830049633979797, "valid_batch_size": 64}, {"valid_loss": 0.8004393577575684, "valid_batch_size": 64}, {"valid_loss": 0.8594605922698975, "valid_batch_size": 32}], "epoch": 41, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.386221170425415, "train_loss": 0.07788791134953499, "train_loss_best": true, "valid_loss": 0.7314330074522231, "valid_loss_best": true, "valid_acc": 0.6979166666666666, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6979166666666666, "valid_accuracy_best": false, "event_lr": 0.0004052876172900859}, {"batches": [{"train_loss": 0.07634995877742767, "train_batch_size": 64}, {"train_loss": 0.08120518922805786, "train_batch_size": 64}, {"train_loss": 0.07222230732440948, "train_batch_size": 64}, {"train_loss": 0.08531751483678818, "train_batch_size": 64}, {"valid_loss": 0.5975764393806458, "valid_batch_size": 64}, {"valid_loss": 0.6014183759689331, "valid_batch_size": 64}, {"valid_loss": 0.8883118033409119, "valid_batch_size": 64}, {"valid_loss": 0.8029281497001648, "valid_batch_size": 64}, {"valid_loss": 0.7994747757911682, "valid_batch_size": 32}], "epoch": 42, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3426501750946045, "train_loss": 0.0787737425416708, "train_loss_best": false, "valid_loss": 0.7311049236191643, "valid_loss_best": true, "valid_acc": 0.7083333333333334, "valid_acc_best": true, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.7083333333333334, "valid_accuracy_best": true, "event_lr": 0.00039577306677813595}, {"batches": [{"train_loss": 0.07986432313919067, "train_batch_size": 64}, {"train_loss": 0.039575669914484024, "train_batch_size": 64}, {"train_loss": 0.06633523106575012, "train_batch_size": 64}, {"train_loss": 0.07650856673717499, "train_batch_size": 64}, {"valid_loss": 0.6207589507102966, "valid_batch_size": 64}, {"valid_loss": 0.6230119466781616, "valid_batch_size": 64}, {"valid_loss": 0.871204674243927, "valid_batch_size": 64}, {"valid_loss": 0.8111942410469055, "valid_batch_size": 64}, {"valid_loss": 0.752103328704834, "valid_batch_size": 32}], "epoch": 43, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3201582431793213, "train_loss": 0.06557094771414995, "train_loss_best": true, "valid_loss": 0.7338269948959351, "valid_loss_best": false, "valid_acc": 0.7152777777777778, "valid_acc_best": true, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.7152777777777778, "valid_accuracy_best": true, "event_lr": 0.000386174667346696}, {"batches": [{"train_loss": 0.08401919901371002, "train_batch_size": 64}, {"train_loss": 0.08023068308830261, "train_batch_size": 64}, {"train_loss": 0.07842844724655151, "train_batch_size": 64}, {"train_loss": 0.11301756650209427, "train_batch_size": 64}, {"valid_loss": 0.6443526744842529, "valid_batch_size": 64}, {"valid_loss": 0.6333411931991577, "valid_batch_size": 64}, {"valid_loss": 0.8539494872093201, "valid_batch_size": 64}, {"valid_loss": 0.8375440239906311, "valid_batch_size": 64}, {"valid_loss": 0.7469631433486938, "valid_batch_size": 32}], "epoch": 44, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3179490566253662, "train_loss": 0.0889239739626646, "train_loss_best": false, "valid_loss": 0.7428153223461575, "valid_loss_best": false, "valid_acc": 0.7048611111111112, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.7048611111111112, "valid_accuracy_best": false, "event_lr": 0.00037650208377037206}, {"batches": [{"train_loss": 0.06567258387804031, "train_batch_size": 64}, {"train_loss": 0.07630682736635208, "train_batch_size": 64}, {"train_loss": 0.07235533744096756, "train_batch_size": 64}, {"train_loss": 0.0592549592256546, "train_batch_size": 64}, {"valid_loss": 0.6313428282737732, "valid_batch_size": 64}, {"valid_loss": 0.6091477274894714, "valid_batch_size": 64}, {"valid_loss": 0.8390512466430664, "valid_batch_size": 64}, {"valid_loss": 0.8565760254859924, "valid_batch_size": 64}, {"valid_loss": 0.778276264667511, "valid_batch_size": 32}], "epoch": 45, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3214478492736816, "train_loss": 0.06839742697775364, "train_loss_best": false, "valid_loss": 0.7389457689391242, "valid_loss_best": false, "valid_acc": 0.7048611111111112, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.7048611111111112, "valid_accuracy_best": false, "event_lr": 0.00036676505552091574}, {"batches": [{"train_loss": 0.07100921869277954, "train_batch_size": 64}, {"train_loss": 0.05906112492084503, "train_batch_size": 64}, {"train_loss": 0.0502057783305645, "train_batch_size": 64}, {"train_loss": 0.09077518433332443, "train_batch_size": 64}, {"valid_loss": 0.5877401232719421, "valid_batch_size": 64}, {"valid_loss": 0.5867797136306763, "valid_batch_size": 64}, {"valid_loss": 0.8544812798500061, "valid_batch_size": 64}, {"valid_loss": 0.9042112231254578, "valid_batch_size": 64}, {"valid_loss": 0.8445822596549988, "valid_batch_size": 32}], "epoch": 46, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.317516803741455, "train_loss": 0.06776282656937838, "train_loss_best": false, "valid_loss": 0.7456674377123514, "valid_loss_best": false, "valid_acc": 0.7083333333333334, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.7083333333333334, "valid_accuracy_best": false, "event_lr": 0.0003569733869604015}, {"batches": [{"train_loss": 0.08197487145662308, "train_batch_size": 64}, {"train_loss": 0.052136894315481186, "train_batch_size": 64}, {"train_loss": 0.049283478409051895, "train_batch_size": 64}, {"train_loss": 0.08077333122491837, "train_batch_size": 64}, {"valid_loss": 0.6133409738540649, "valid_batch_size": 64}, {"valid_loss": 0.5909192562103271, "valid_batch_size": 64}, {"valid_loss": 0.9307243227958679, "valid_batch_size": 64}, {"valid_loss": 0.9430263638496399, "valid_batch_size": 64}, {"valid_loss": 0.9313908219337463, "valid_batch_size": 32}], "epoch": 47, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3179879188537598, "train_loss": 0.06604214385151863, "train_loss_best": false, "valid_loss": 0.7874902950392829, "valid_loss_best": false, "valid_acc": 0.6979166666666666, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6979166666666666, "valid_accuracy_best": false, "event_lr": 0.0003471369374690659}, {"batches": [{"train_loss": 0.04697982221841812, "train_batch_size": 64}, {"train_loss": 0.05979428440332413, "train_batch_size": 64}, {"train_loss": 0.08748572319746017, "train_batch_size": 64}, {"train_loss": 0.05737088620662689, "train_batch_size": 64}, {"valid_loss": 0.5924085378646851, "valid_batch_size": 64}, {"valid_loss": 0.5746122598648071, "valid_batch_size": 64}, {"valid_loss": 0.8928898572921753, "valid_batch_size": 64}, {"valid_loss": 0.8710956573486328, "valid_batch_size": 64}, {"valid_loss": 0.8430790305137634, "valid_batch_size": 32}], "epoch": 48, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.317873239517212, "train_loss": 0.06290767900645733, "train_loss_best": true, "valid_loss": 0.7450101839171516, "valid_loss_best": false, "valid_acc": 0.7222222222222222, "valid_acc_best": true, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.7222222222222222, "valid_accuracy_best": true, "event_lr": 0.00033726561151774633}, {"batches": [{"train_loss": 0.0583108626306057, "train_batch_size": 64}, {"train_loss": 0.0794144794344902, "train_batch_size": 64}, {"train_loss": 0.031776655465364456, "train_batch_size": 64}, {"train_loss": 0.057584840804338455, "train_batch_size": 64}, {"valid_loss": 0.5800999999046326, "valid_batch_size": 64}, {"valid_loss": 0.574825644493103, "valid_batch_size": 64}, {"valid_loss": 0.850629985332489, "valid_batch_size": 64}, {"valid_loss": 0.8121352195739746, "valid_batch_size": 64}, {"valid_loss": 0.7540637254714966, "valid_batch_size": 32}], "epoch": 49, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.316490888595581, "train_loss": 0.0567717095836997, "train_loss_best": true, "valid_loss": 0.7099383804533217, "valid_loss_best": true, "valid_acc": 0.7326388888888888, "valid_acc_best": true, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.7326388888888888, "valid_accuracy_best": true, "event_lr": 0.0003273693486949195}, {"batches": [{"train_loss": 0.07073590904474258, "train_batch_size": 64}, {"train_loss": 0.03737941384315491, "train_batch_size": 64}, {"train_loss": 0.057790812104940414, "train_batch_size": 64}, {"train_loss": 0.0669461116194725, "train_batch_size": 64}, {"valid_loss": 0.5845165252685547, "valid_batch_size": 64}, {"valid_loss": 0.5738917589187622, "valid_batch_size": 64}, {"valid_loss": 0.8283802270889282, "valid_batch_size": 64}, {"valid_loss": 0.7904601097106934, "valid_batch_size": 64}, {"valid_loss": 0.7402603626251221, "valid_batch_size": 32}], "epoch": 50, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3192048072814941, "train_loss": 0.0582130616530776, "train_loss_best": false, "valid_loss": 0.699417511622111, "valid_loss_best": true, "valid_acc": 0.71875, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.71875, "valid_accuracy_best": false, "event_lr": 0.00031745811369837754}, {"batches": [{"train_loss": 0.03951147571206093, "train_batch_size": 64}, {"train_loss": 0.04684080556035042, "train_batch_size": 64}, {"train_loss": 0.04621767997741699, "train_batch_size": 64}, {"train_loss": 0.047579746693372726, "train_batch_size": 64}, {"valid_loss": 0.5869092345237732, "valid_batch_size": 64}, {"valid_loss": 0.5794606804847717, "valid_batch_size": 64}, {"valid_loss": 0.8225427865982056, "valid_batch_size": 64}, {"valid_loss": 0.7796505093574524, "valid_batch_size": 64}, {"valid_loss": 0.7390685081481934, "valid_batch_size": 32}], "epoch": 51, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3187799453735352, "train_loss": 0.045037426985800266, "train_loss_best": true, "valid_loss": 0.6973549922307333, "valid_loss_best": true, "valid_acc": 0.7083333333333334, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.7083333333333334, "valid_accuracy_best": false, "event_lr": 0.00030754188630162247}, {"batches": [{"train_loss": 0.06262867897748947, "train_batch_size": 64}, {"train_loss": 0.04831940680742264, "train_batch_size": 64}, {"train_loss": 0.05286029726266861, "train_batch_size": 64}, {"train_loss": 0.0583016537129879, "train_batch_size": 64}, {"valid_loss": 0.5866080522537231, "valid_batch_size": 64}, {"valid_loss": 0.5733861923217773, "valid_batch_size": 64}, {"valid_loss": 0.8235397338867188, "valid_batch_size": 64}, {"valid_loss": 0.785438060760498, "valid_batch_size": 64}, {"valid_loss": 0.7572368383407593, "valid_batch_size": 32}], "epoch": 52, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3156938552856445, "train_loss": 0.055527509190142155, "train_loss_best": false, "valid_loss": 0.6994645463095771, "valid_loss_best": false, "valid_acc": 0.7256944444444444, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.7256944444444444, "valid_accuracy_best": false, "event_lr": 0.0002976306513050805}, {"batches": [{"train_loss": 0.02559850923717022, "train_batch_size": 64}, {"train_loss": 0.05891967937350273, "train_batch_size": 64}, {"train_loss": 0.05803963541984558, "train_batch_size": 64}, {"train_loss": 0.07382313907146454, "train_batch_size": 64}, {"valid_loss": 0.5722553730010986, "valid_batch_size": 64}, {"valid_loss": 0.568211555480957, "valid_batch_size": 64}, {"valid_loss": 0.8408743739128113, "valid_batch_size": 64}, {"valid_loss": 0.8073772192001343, "valid_batch_size": 64}, {"valid_loss": 0.7846001386642456, "valid_batch_size": 32}], "epoch": 53, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3156859874725342, "train_loss": 0.05409524077549577, "train_loss_best": false, "valid_loss": 0.7068930202060275, "valid_loss_best": false, "valid_acc": 0.7118055555555556, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.7118055555555556, "valid_accuracy_best": false, "event_lr": 0.0002877343884822535}, {"batches": [{"train_loss": 0.03284056484699249, "train_batch_size": 64}, {"train_loss": 0.037642914801836014, "train_batch_size": 64}, {"train_loss": 0.08568347245454788, "train_batch_size": 64}, {"train_loss": 0.03181428462266922, "train_batch_size": 64}, {"valid_loss": 0.5661993026733398, "valid_batch_size": 64}, {"valid_loss": 0.5708776116371155, "valid_batch_size": 64}, {"valid_loss": 0.8629102110862732, "valid_batch_size": 64}, {"valid_loss": 0.8422961831092834, "valid_batch_size": 64}, {"valid_loss": 0.8306168913841248, "valid_batch_size": 32}], "epoch": 54, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.331615924835205, "train_loss": 0.0469953091815114, "train_loss_best": false, "valid_loss": 0.7239092787106832, "valid_loss_best": false, "valid_acc": 0.7152777777777778, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.7152777777777778, "valid_accuracy_best": false, "event_lr": 0.00027786306253093404}, {"batches": [{"train_loss": 0.0677795335650444, "train_batch_size": 64}, {"train_loss": 0.038540516048669815, "train_batch_size": 64}, {"train_loss": 0.07095120847225189, "train_batch_size": 64}, {"train_loss": 0.040053628385066986, "train_batch_size": 64}, {"valid_loss": 0.5697625875473022, "valid_batch_size": 64}, {"valid_loss": 0.5753306746482849, "valid_batch_size": 64}, {"valid_loss": 0.8761054277420044, "valid_batch_size": 64}, {"valid_loss": 0.8401429653167725, "valid_batch_size": 64}, {"valid_loss": 0.8509493470191956, "valid_batch_size": 32}], "epoch": 55, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.33201003074646, "train_loss": 0.054331221617758274, "train_loss_best": false, "valid_loss": 0.7304036286142137, "valid_loss_best": false, "valid_acc": 0.71875, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.71875, "valid_accuracy_best": false, "event_lr": 0.0002680266130395984}, {"batches": [{"train_loss": 0.05903709679841995, "train_batch_size": 64}, {"train_loss": 0.055377066135406494, "train_batch_size": 64}, {"train_loss": 0.04717544466257095, "train_batch_size": 64}, {"train_loss": 0.05187361314892769, "train_batch_size": 64}, {"valid_loss": 0.5837879180908203, "valid_batch_size": 64}, {"valid_loss": 0.5901095867156982, "valid_batch_size": 64}, {"valid_loss": 0.8756003975868225, "valid_batch_size": 64}, {"valid_loss": 0.8541385531425476, "valid_batch_size": 64}, {"valid_loss": 0.853270411491394, "valid_batch_size": 32}], "epoch": 56, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3185322284698486, "train_loss": 0.05336580518633127, "train_loss_best": false, "valid_loss": 0.7400603691736857, "valid_loss_best": false, "valid_acc": 0.71875, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.71875, "valid_accuracy_best": false, "event_lr": 0.0002582349444790843}, {"batches": [{"train_loss": 0.030301835387945175, "train_batch_size": 64}, {"train_loss": 0.037042152136564255, "train_batch_size": 64}, {"train_loss": 0.054522451013326645, "train_batch_size": 64}, {"train_loss": 0.02481035701930523, "train_batch_size": 64}, {"valid_loss": 0.5815622806549072, "valid_batch_size": 64}, {"valid_loss": 0.5898527503013611, "valid_batch_size": 64}, {"valid_loss": 0.8534033298492432, "valid_batch_size": 64}, {"valid_loss": 0.8536133170127869, "valid_batch_size": 64}, {"valid_loss": 0.8507014513015747, "valid_batch_size": 32}], "epoch": 57, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3191611766815186, "train_loss": 0.036669198889285326, "train_loss_best": true, "valid_loss": 0.7341738674375746, "valid_loss_best": false, "valid_acc": 0.71875, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.71875, "valid_accuracy_best": false, "event_lr": 0.00024849791622962795}, {"batches": [{"train_loss": 0.040257833898067474, "train_batch_size": 64}, {"train_loss": 0.0602988675236702, "train_batch_size": 64}, {"train_loss": 0.03763720765709877, "train_batch_size": 64}, {"train_loss": 0.03839683532714844, "train_batch_size": 64}, {"valid_loss": 0.5739578604698181, "valid_batch_size": 64}, {"valid_loss": 0.5837012529373169, "valid_batch_size": 64}, {"valid_loss": 0.8327542543411255, "valid_batch_size": 64}, {"valid_loss": 0.8364843726158142, "valid_batch_size": 64}, {"valid_loss": 0.8247841000556946, "valid_batch_size": 32}], "epoch": 58, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3201978206634521, "train_loss": 0.04414768610149622, "train_loss_best": false, "valid_loss": 0.7198421756426493, "valid_loss_best": false, "valid_acc": 0.7048611111111112, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.7048611111111112, "valid_accuracy_best": false, "event_lr": 0.00023882533265330406}, {"batches": [{"train_loss": 0.038480449467897415, "train_batch_size": 64}, {"train_loss": 0.040858276188373566, "train_batch_size": 64}, {"train_loss": 0.038611192256212234, "train_batch_size": 64}, {"train_loss": 0.049805864691734314, "train_batch_size": 64}, {"valid_loss": 0.5836949348449707, "valid_batch_size": 64}, {"valid_loss": 0.5854899883270264, "valid_batch_size": 64}, {"valid_loss": 0.8194926977157593, "valid_batch_size": 64}, {"valid_loss": 0.8217564821243286, "valid_batch_size": 64}, {"valid_loss": 0.8032760620117188, "valid_batch_size": 32}], "epoch": 59, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3226802349090576, "train_loss": 0.04193894565105438, "train_loss_best": false, "valid_loss": 0.7137938075595431, "valid_loss_best": false, "valid_acc": 0.7048611111111112, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.7048611111111112, "valid_accuracy_best": false, "event_lr": 0.000229226933221864}, {"batches": [{"train_loss": 0.056884489953517914, "train_batch_size": 64}, {"train_loss": 0.05727573111653328, "train_batch_size": 64}, {"train_loss": 0.034821901470422745, "train_batch_size": 64}, {"train_loss": 0.043076612055301666, "train_batch_size": 64}, {"valid_loss": 0.5954780578613281, "valid_batch_size": 64}, {"valid_loss": 0.5911048054695129, "valid_batch_size": 64}, {"valid_loss": 0.8047567009925842, "valid_batch_size": 64}, {"valid_loss": 0.8357589244842529, "valid_batch_size": 64}, {"valid_loss": 0.7886843681335449, "valid_batch_size": 32}], "epoch": 60, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.320167064666748, "train_loss": 0.0480146836489439, "train_loss_best": false, "valid_loss": 0.7158757050832113, "valid_loss_best": false, "valid_acc": 0.7118055555555556, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.7118055555555556, "valid_accuracy_best": false, "event_lr": 0.0002197123827099141}, {"batches": [{"train_loss": 0.03443111479282379, "train_batch_size": 64}, {"train_loss": 0.032795969396829605, "train_batch_size": 64}, {"train_loss": 0.033981792628765106, "train_batch_size": 64}, {"train_loss": 0.06541784852743149, "train_batch_size": 64}, {"valid_loss": 0.5895092487335205, "valid_batch_size": 64}, {"valid_loss": 0.5877501964569092, "valid_batch_size": 64}, {"valid_loss": 0.7909547090530396, "valid_batch_size": 64}, {"valid_loss": 0.8331605792045593, "valid_batch_size": 64}, {"valid_loss": 0.782675564289093, "valid_batch_size": 32}], "epoch": 61, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.3449490070343018, "train_loss": 0.0416566813364625, "train_loss_best": false, "valid_loss": 0.7094916701316833, "valid_loss_best": false, "valid_acc": 0.7118055555555556, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.7118055555555556, "valid_accuracy_best": false, "event_lr": 0.0002102912614633058}]
 
1
+ [{"batches": [{"train_loss": 1.6253399848937988, "train_batch_size": 64}, {"train_loss": 1.7581982612609863, "train_batch_size": 64}, {"train_loss": 1.5436629056930542, "train_batch_size": 64}, {"train_loss": 1.5732309818267822, "train_batch_size": 64}, {"valid_loss": 6.337634086608887, "valid_batch_size": 64}, {"valid_loss": 7.1876020431518555, "valid_batch_size": 64}, {"valid_loss": 6.535586357116699, "valid_batch_size": 64}, {"valid_loss": 6.686609268188477, "valid_batch_size": 64}, {"valid_loss": 7.167530059814453, "valid_batch_size": 32}], "epoch": 1, "train_batch_count": 4, "valid_batch_count": 5, "dur": 13.321205854415894, "train_loss": 1.6251080334186554, "train_loss_best": true, "valid_loss": 6.740265952216254, "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": 0.000625}, {"batches": [{"train_loss": 1.479973554611206, "train_batch_size": 64}, {"train_loss": 1.2782706022262573, "train_batch_size": 64}, {"train_loss": 1.1568186283111572, "train_batch_size": 64}, {"train_loss": 1.162698745727539, "train_batch_size": 64}, {"valid_loss": 5.719546318054199, "valid_batch_size": 64}, {"valid_loss": 6.407168388366699, "valid_batch_size": 64}, {"valid_loss": 6.101852893829346, "valid_batch_size": 64}, {"valid_loss": 6.036417007446289, "valid_batch_size": 64}, {"valid_loss": 6.655550956726074, "valid_batch_size": 32}], "epoch": 2, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.3547399044036865, "train_loss": 1.26944038271904, "train_loss_best": true, "valid_loss": 6.131724463568793, "valid_loss_best": true, "valid_acc": 0.2534722222222222, "valid_acc_best": true, "train_accuracy": 0.2673611111111111, "train_accuracy_best": true, "valid_accuracy": 0.2534722222222222, "valid_accuracy_best": true, "event_lr": 0.0006248426694947454}, {"batches": [{"train_loss": 1.061980128288269, "train_batch_size": 64}, {"train_loss": 1.1315045356750488, "train_batch_size": 64}, {"train_loss": 1.1681452989578247, "train_batch_size": 64}, {"train_loss": 1.0790133476257324, "train_batch_size": 64}, {"valid_loss": 5.719966411590576, "valid_batch_size": 64}, {"valid_loss": 6.36861515045166, "valid_batch_size": 64}, {"valid_loss": 6.156793117523193, "valid_batch_size": 64}, {"valid_loss": 6.078520774841309, "valid_batch_size": 64}, {"valid_loss": 6.68286657333374, "valid_batch_size": 32}], "epoch": 3, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.802693128585815, "train_loss": 1.1101608276367188, "train_loss_best": true, "valid_loss": 6.1478508313496905, "valid_loss_best": false, "valid_acc": 0.2534722222222222, "valid_acc_best": false, "train_accuracy": 0.2708333333333333, "train_accuracy_best": true, "valid_accuracy": 0.2534722222222222, "valid_accuracy_best": false, "event_lr": 0.0006243708363974638}, {"batches": [{"train_loss": 0.9787153005599976, "train_batch_size": 64}, {"train_loss": 1.0412282943725586, "train_batch_size": 64}, {"train_loss": 1.026041030883789, "train_batch_size": 64}, {"train_loss": 0.8269097805023193, "train_batch_size": 64}, {"valid_loss": 4.872817516326904, "valid_batch_size": 64}, {"valid_loss": 5.3504509925842285, "valid_batch_size": 64}, {"valid_loss": 5.295252799987793, "valid_batch_size": 64}, {"valid_loss": 5.235075950622559, "valid_batch_size": 64}, {"valid_loss": 5.564226150512695, "valid_batch_size": 32}], "epoch": 4, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.755832195281982, "train_loss": 0.9682236015796661, "train_loss_best": true, "valid_loss": 5.230157852172852, "valid_loss_best": true, "valid_acc": 0.2534722222222222, "valid_acc_best": false, "train_accuracy": 0.2673611111111111, "train_accuracy_best": false, "valid_accuracy": 0.2534722222222222, "valid_accuracy_best": false, "event_lr": 0.000623584975804089}, {"batches": [{"train_loss": 0.7612926959991455, "train_batch_size": 64}, {"train_loss": 0.9965053796768188, "train_batch_size": 64}, {"train_loss": 0.7703426480293274, "train_batch_size": 64}, {"train_loss": 0.969241738319397, "train_batch_size": 64}, {"valid_loss": 4.034587860107422, "valid_batch_size": 64}, {"valid_loss": 4.299732208251953, "valid_batch_size": 64}, {"valid_loss": 4.4079670906066895, "valid_batch_size": 64}, {"valid_loss": 4.367306709289551, "valid_batch_size": 64}, {"valid_loss": 4.351992130279541, "valid_batch_size": 32}], "epoch": 5, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.43333101272583, "train_loss": 0.8743456155061722, "train_loss_best": true, "valid_loss": 4.285686651865642, "valid_loss_best": true, "valid_acc": 0.25, "valid_acc_best": false, "train_accuracy": 0.2673611111111111, "train_accuracy_best": false, "valid_accuracy": 0.25, "valid_accuracy_best": false, "event_lr": 0.0006224858790096235}, {"batches": [{"train_loss": 0.8537092208862305, "train_batch_size": 64}, {"train_loss": 0.7873249053955078, "train_batch_size": 64}, {"train_loss": 0.7780044078826904, "train_batch_size": 64}, {"train_loss": 0.946513295173645, "train_batch_size": 64}, {"valid_loss": 3.299870014190674, "valid_batch_size": 64}, {"valid_loss": 3.3923535346984863, "valid_batch_size": 64}, {"valid_loss": 3.710484504699707, "valid_batch_size": 64}, {"valid_loss": 3.5856804847717285, "valid_batch_size": 64}, {"valid_loss": 3.4788293838500977, "valid_batch_size": 32}], "epoch": 6, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.740147829055786, "train_loss": 0.8413879573345184, "train_loss_best": true, "valid_loss": 3.495067384507921, "valid_loss_best": true, "valid_acc": 0.25, "valid_acc_best": false, "train_accuracy": 0.2743055555555556, "train_accuracy_best": true, "valid_accuracy": 0.25, "valid_accuracy_best": false, "event_lr": 0.0006210746527113732}, {"batches": [{"train_loss": 0.7712660431861877, "train_batch_size": 64}, {"train_loss": 0.6937251687049866, "train_batch_size": 64}, {"train_loss": 0.73941969871521, "train_batch_size": 64}, {"train_loss": 0.8527806997299194, "train_batch_size": 64}, {"valid_loss": 2.520740270614624, "valid_batch_size": 64}, {"valid_loss": 2.53061580657959, "valid_batch_size": 64}, {"valid_loss": 2.916320323944092, "valid_batch_size": 64}, {"valid_loss": 2.7369534969329834, "valid_batch_size": 64}, {"valid_loss": 2.587526321411133, "valid_batch_size": 32}], "epoch": 7, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.572515964508057, "train_loss": 0.7642979025840759, "train_loss_best": true, "valid_loss": 2.666309568617079, "valid_loss_best": true, "valid_acc": 0.2916666666666667, "valid_acc_best": true, "train_accuracy": 0.3472222222222222, "train_accuracy_best": true, "valid_accuracy": 0.2916666666666667, "valid_accuracy_best": true, "event_lr": 0.0006193527178945959}, {"batches": [{"train_loss": 0.622880756855011, "train_batch_size": 64}, {"train_loss": 0.6321993470191956, "train_batch_size": 64}, {"train_loss": 0.7420926094055176, "train_batch_size": 64}, {"train_loss": 0.539676308631897, "train_batch_size": 64}, {"valid_loss": 1.8778201341629028, "valid_batch_size": 64}, {"valid_loss": 1.8309834003448486, "valid_batch_size": 64}, {"valid_loss": 2.2085886001586914, "valid_batch_size": 64}, {"valid_loss": 2.019428253173828, "valid_batch_size": 64}, {"valid_loss": 1.8687845468521118, "valid_batch_size": 32}], "epoch": 8, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.641485929489136, "train_loss": 0.6342122554779053, "train_loss_best": true, "valid_loss": 1.971380591392517, "valid_loss_best": true, "valid_acc": 0.3784722222222222, "valid_acc_best": true, "train_accuracy": 0.4965277777777778, "train_accuracy_best": true, "valid_accuracy": 0.3784722222222222, "valid_accuracy_best": true, "event_lr": 0.0006173218084016899}, {"batches": [{"train_loss": 0.5946873426437378, "train_batch_size": 64}, {"train_loss": 0.6361712217330933, "train_batch_size": 64}, {"train_loss": 0.5276086330413818, "train_batch_size": 64}, {"train_loss": 0.670151948928833, "train_batch_size": 64}, {"valid_loss": 1.439660906791687, "valid_batch_size": 64}, {"valid_loss": 1.3484009504318237, "valid_batch_size": 64}, {"valid_loss": 1.6486214399337769, "valid_batch_size": 64}, {"valid_loss": 1.4820688962936401, "valid_batch_size": 64}, {"valid_loss": 1.2810072898864746, "valid_batch_size": 32}], "epoch": 9, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.921876430511475, "train_loss": 0.6071547865867615, "train_loss_best": true, "valid_loss": 1.4576124085320368, "valid_loss_best": true, "valid_acc": 0.4722222222222222, "valid_acc_best": true, "train_accuracy": 0.5833333333333334, "train_accuracy_best": true, "valid_accuracy": 0.4722222222222222, "valid_accuracy_best": true, "event_lr": 0.0006149839691863615}, {"batches": [{"train_loss": 0.5925183892250061, "train_batch_size": 64}, {"train_loss": 0.5302375555038452, "train_batch_size": 64}, {"train_loss": 0.5226527452468872, "train_batch_size": 64}, {"train_loss": 0.5542652606964111, "train_batch_size": 64}, {"valid_loss": 1.130379319190979, "valid_batch_size": 64}, {"valid_loss": 1.0423096418380737, "valid_batch_size": 64}, {"valid_loss": 1.3129783868789673, "valid_batch_size": 64}, {"valid_loss": 1.1797089576721191, "valid_batch_size": 64}, {"valid_loss": 0.9733638167381287, "valid_batch_size": 32}], "epoch": 10, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.927533864974976, "train_loss": 0.5499184876680374, "train_loss_best": true, "valid_loss": 1.1449018253220453, "valid_loss_best": true, "valid_acc": 0.5243055555555556, "valid_acc_best": true, "train_accuracy": 0.7256944444444444, "train_accuracy_best": true, "valid_accuracy": 0.5243055555555556, "valid_accuracy_best": true, "event_lr": 0.0006123415542545306}, {"batches": [{"train_loss": 0.4880369305610657, "train_batch_size": 64}, {"train_loss": 0.4920681416988373, "train_batch_size": 64}, {"train_loss": 0.5112444758415222, "train_batch_size": 64}, {"train_loss": 0.4576965570449829, "train_batch_size": 64}, {"valid_loss": 0.9318521618843079, "valid_batch_size": 64}, {"valid_loss": 0.8497342467308044, "valid_batch_size": 64}, {"valid_loss": 1.146522045135498, "valid_batch_size": 64}, {"valid_loss": 1.0565786361694336, "valid_batch_size": 64}, {"valid_loss": 0.8733550906181335, "valid_batch_size": 32}], "epoch": 11, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.89786696434021, "train_loss": 0.487261526286602, "train_loss_best": true, "valid_loss": 0.982525474495358, "valid_loss_best": true, "valid_acc": 0.5833333333333334, "valid_acc_best": true, "train_accuracy": 0.8541666666666666, "train_accuracy_best": true, "valid_accuracy": 0.5833333333333334, "valid_accuracy_best": true, "event_lr": 0.0006093972242940455}, {"batches": [{"train_loss": 0.6325880289077759, "train_batch_size": 64}, {"train_loss": 0.42365574836730957, "train_batch_size": 64}, {"train_loss": 0.5449026226997375, "train_batch_size": 64}, {"train_loss": 0.46235254406929016, "train_batch_size": 64}, {"valid_loss": 0.8726284503936768, "valid_batch_size": 64}, {"valid_loss": 0.7716900110244751, "valid_batch_size": 64}, {"valid_loss": 1.1137237548828125, "valid_batch_size": 64}, {"valid_loss": 1.0107003450393677, "valid_batch_size": 64}, {"valid_loss": 0.8774741888046265, "valid_batch_size": 32}], "epoch": 12, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.998584270477295, "train_loss": 0.5158747360110283, "train_loss_best": false, "valid_loss": 0.9349954790539212, "valid_loss_best": true, "valid_acc": 0.5902777777777778, "valid_acc_best": true, "train_accuracy": 0.8888888888888888, "train_accuracy_best": true, "valid_accuracy": 0.5902777777777778, "valid_accuracy_best": true, "event_lr": 0.0006061539439955964}, {"batches": [{"train_loss": 0.5144544839859009, "train_batch_size": 64}, {"train_loss": 0.4398556053638458, "train_batch_size": 64}, {"train_loss": 0.4255891442298889, "train_batch_size": 64}, {"train_loss": 0.46157094836235046, "train_batch_size": 64}, {"valid_loss": 0.8296480178833008, "valid_batch_size": 64}, {"valid_loss": 0.7413010001182556, "valid_batch_size": 64}, {"valid_loss": 1.1160166263580322, "valid_batch_size": 64}, {"valid_loss": 0.9913407564163208, "valid_batch_size": 64}, {"valid_loss": 0.9243430495262146, "valid_batch_size": 32}], "epoch": 13, "train_batch_count": 4, "valid_batch_count": 5, "dur": 7.742424964904785, "train_loss": 0.4603675454854965, "train_loss_best": true, "valid_loss": 0.9201062056753371, "valid_loss_best": true, "valid_acc": 0.5902777777777778, "valid_acc_best": false, "train_accuracy": 0.9097222222222222, "train_accuracy_best": true, "valid_accuracy": 0.5902777777777778, "valid_accuracy_best": false, "event_lr": 0.0006026149790675227}, {"batches": [{"train_loss": 0.38328972458839417, "train_batch_size": 64}, {"train_loss": 0.4303470253944397, "train_batch_size": 64}, {"train_loss": 0.48417165875434875, "train_batch_size": 64}, {"train_loss": 0.3719334900379181, "train_batch_size": 64}, {"valid_loss": 0.7970121502876282, "valid_batch_size": 64}, {"valid_loss": 0.7266553640365601, "valid_batch_size": 64}, {"valid_loss": 1.1134283542633057, "valid_batch_size": 64}, {"valid_loss": 0.9801228046417236, "valid_batch_size": 64}, {"valid_loss": 0.9603639841079712, "valid_batch_size": 32}], "epoch": 14, "train_batch_count": 4, "valid_batch_count": 5, "dur": 7.137359857559204, "train_loss": 0.4174354746937752, "train_loss_best": true, "valid_loss": 0.9105334811740451, "valid_loss_best": true, "valid_acc": 0.5902777777777778, "valid_acc_best": false, "train_accuracy": 0.9305555555555556, "train_accuracy_best": true, "valid_accuracy": 0.5902777777777778, "valid_accuracy_best": false, "event_lr": 0.0005987838929475217}, {"batches": [{"train_loss": 0.38817960023880005, "train_batch_size": 64}, {"train_loss": 0.3811967670917511, "train_batch_size": 64}, {"train_loss": 0.4236767292022705, "train_batch_size": 64}, {"train_loss": 0.3293592035770416, "train_batch_size": 64}, {"valid_loss": 0.7660698890686035, "valid_batch_size": 64}, {"valid_loss": 0.7130944728851318, "valid_batch_size": 64}, {"valid_loss": 1.068570613861084, "valid_batch_size": 64}, {"valid_loss": 0.9187848567962646, "valid_batch_size": 64}, {"valid_loss": 0.9119164943695068, "valid_batch_size": 32}], "epoch": 15, "train_batch_count": 4, "valid_batch_count": 5, "dur": 7.155533075332642, "train_loss": 0.3806030750274658, "train_loss_best": true, "valid_loss": 0.8716617955101861, "valid_loss_best": true, "valid_acc": 0.6145833333333334, "valid_acc_best": true, "train_accuracy": 0.9375, "train_accuracy_best": true, "valid_accuracy": 0.6145833333333334, "valid_accuracy_best": true, "event_lr": 0.0005946645432145692}, {"batches": [{"train_loss": 0.3567454218864441, "train_batch_size": 64}, {"train_loss": 0.3343587815761566, "train_batch_size": 64}, {"train_loss": 0.3359544277191162, "train_batch_size": 64}, {"train_loss": 0.4119485914707184, "train_batch_size": 64}, {"valid_loss": 0.7350502610206604, "valid_batch_size": 64}, {"valid_loss": 0.6912224888801575, "valid_batch_size": 64}, {"valid_loss": 1.0494149923324585, "valid_batch_size": 64}, {"valid_loss": 0.9138497114181519, "valid_batch_size": 64}, {"valid_loss": 0.9167067408561707, "valid_batch_size": 32}], "epoch": 16, "train_batch_count": 4, "valid_batch_count": 5, "dur": 7.22107195854187, "train_loss": 0.3597518056631088, "train_loss_best": true, "valid_loss": 0.8550868497954475, "valid_loss_best": true, "valid_acc": 0.6111111111111112, "valid_acc_best": false, "train_accuracy": 0.9583333333333334, "train_accuracy_best": true, "valid_accuracy": 0.6111111111111112, "valid_accuracy_best": false, "event_lr": 0.0005902610777046636}, {"batches": [{"train_loss": 0.29865169525146484, "train_batch_size": 64}, {"train_loss": 0.2817680835723877, "train_batch_size": 64}, {"train_loss": 0.35495105385780334, "train_batch_size": 64}, {"train_loss": 0.2733321487903595, "train_batch_size": 64}, {"valid_loss": 0.7376497983932495, "valid_batch_size": 64}, {"valid_loss": 0.6862081289291382, "valid_batch_size": 64}, {"valid_loss": 1.076270341873169, "valid_batch_size": 64}, {"valid_loss": 0.9206268787384033, "valid_batch_size": 64}, {"valid_loss": 0.9347417950630188, "valid_batch_size": 32}], "epoch": 17, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.656105041503906, "train_loss": 0.30217574536800385, "train_loss_best": true, "valid_loss": 0.8640280101034377, "valid_loss_best": false, "valid_acc": 0.6180555555555556, "valid_acc_best": true, "train_accuracy": 0.9722222222222222, "train_accuracy_best": true, "valid_accuracy": 0.6180555555555556, "valid_accuracy_best": true, "event_lr": 0.0005855779303343078}, {"batches": [{"train_loss": 0.3305366635322571, "train_batch_size": 64}, {"train_loss": 0.3068118095397949, "train_batch_size": 64}, {"train_loss": 0.24884678423404694, "train_batch_size": 64}, {"train_loss": 0.3050132095813751, "train_batch_size": 64}, {"valid_loss": 0.7465295791625977, "valid_batch_size": 64}, {"valid_loss": 0.6857864856719971, "valid_batch_size": 64}, {"valid_loss": 1.0682796239852905, "valid_batch_size": 64}, {"valid_loss": 0.8991178274154663, "valid_batch_size": 64}, {"valid_loss": 0.8861595392227173, "valid_batch_size": 32}], "epoch": 18, "train_batch_count": 4, "valid_batch_count": 5, "dur": 7.741785764694214, "train_loss": 0.2978021167218685, "train_loss_best": true, "valid_loss": 0.8539540635214912, "valid_loss_best": true, "valid_acc": 0.6215277777777778, "valid_acc_best": true, "train_accuracy": 0.96875, "train_accuracy_best": false, "valid_accuracy": 0.6215277777777778, "valid_accuracy_best": true, "event_lr": 0.0005806198166359303}, {"batches": [{"train_loss": 0.2891203761100769, "train_batch_size": 64}, {"train_loss": 0.27709686756134033, "train_batch_size": 64}, {"train_loss": 0.2986813187599182, "train_batch_size": 64}, {"train_loss": 0.264641672372818, "train_batch_size": 64}, {"valid_loss": 0.7168103456497192, "valid_batch_size": 64}, {"valid_loss": 0.6747950315475464, "valid_batch_size": 64}, {"valid_loss": 1.043797492980957, "valid_batch_size": 64}, {"valid_loss": 0.8310487270355225, "valid_batch_size": 64}, {"valid_loss": 0.7953366041183472, "valid_batch_size": 32}], "epoch": 19, "train_batch_count": 4, "valid_batch_count": 5, "dur": 7.320540904998779, "train_loss": 0.28238505870103836, "train_loss_best": true, "valid_loss": 0.8142488665050931, "valid_loss_best": true, "valid_acc": 0.6319444444444444, "valid_acc_best": true, "train_accuracy": 0.9895833333333334, "train_accuracy_best": true, "valid_accuracy": 0.6319444444444444, "valid_accuracy_best": true, "event_lr": 0.0005753917290097441}, {"batches": [{"train_loss": 0.3309793472290039, "train_batch_size": 64}, {"train_loss": 0.37813040614128113, "train_batch_size": 64}, {"train_loss": 0.24642258882522583, "train_batch_size": 64}, {"train_loss": 0.28462499380111694, "train_batch_size": 64}, {"valid_loss": 0.7143695950508118, "valid_batch_size": 64}, {"valid_loss": 0.6700961589813232, "valid_batch_size": 64}, {"valid_loss": 1.0858137607574463, "valid_batch_size": 64}, {"valid_loss": 0.8310161828994751, "valid_batch_size": 64}, {"valid_loss": 0.8491975665092468, "valid_batch_size": 32}], "epoch": 20, "train_batch_count": 4, "valid_batch_count": 5, "dur": 7.3427650928497314, "train_loss": 0.31003933399915695, "train_loss_best": false, "valid_loss": 0.8279765513208177, "valid_loss_best": false, "valid_acc": 0.6458333333333334, "valid_acc_best": true, "train_accuracy": 1.0, "train_accuracy_best": true, "valid_accuracy": 0.6458333333333334, "valid_accuracy_best": true, "event_lr": 0.0005698989316968228}, {"batches": [{"train_loss": 0.25242874026298523, "train_batch_size": 64}, {"train_loss": 0.23940983414649963, "train_batch_size": 64}, {"train_loss": 0.21712824702262878, "train_batch_size": 64}, {"train_loss": 0.23774614930152893, "train_batch_size": 64}, {"valid_loss": 0.7196565866470337, "valid_batch_size": 64}, {"valid_loss": 0.6733072400093079, "valid_batch_size": 64}, {"valid_loss": 1.1356605291366577, "valid_batch_size": 64}, {"valid_loss": 0.8886561989784241, "valid_batch_size": 64}, {"valid_loss": 1.0069986581802368, "valid_batch_size": 32}], "epoch": 21, "train_batch_count": 4, "valid_batch_count": 5, "dur": 7.414103031158447, "train_loss": 0.23667824268341064, "train_loss_best": true, "valid_loss": 0.8712844186358981, "valid_loss_best": false, "valid_acc": 0.6319444444444444, "valid_acc_best": false, "train_accuracy": 0.9895833333333334, "train_accuracy_best": false, "valid_accuracy": 0.6319444444444444, "valid_accuracy_best": false, "event_lr": 0.0005641469554784559}, {"batches": [{"train_loss": 0.27355441451072693, "train_batch_size": 64}, {"train_loss": 0.22077009081840515, "train_batch_size": 64}, {"train_loss": 0.24366065859794617, "train_batch_size": 64}, {"train_loss": 0.3089815378189087, "train_batch_size": 64}, {"valid_loss": 0.6774952411651611, "valid_batch_size": 64}, {"valid_loss": 0.6899391412734985, "valid_batch_size": 64}, {"valid_loss": 1.064009428024292, "valid_batch_size": 64}, {"valid_loss": 0.872983455657959, "valid_batch_size": 64}, {"valid_loss": 0.9220910668373108, "valid_batch_size": 32}], "epoch": 22, "train_batch_count": 4, "valid_batch_count": 5, "dur": 7.677002906799316, "train_loss": 0.26174167543649673, "train_loss_best": false, "valid_loss": 0.8367717332310147, "valid_loss_best": false, "valid_acc": 0.6423611111111112, "valid_acc_best": false, "train_accuracy": 0.9930555555555556, "train_accuracy_best": false, "valid_accuracy": 0.6423611111111112, "valid_accuracy_best": false, "event_lr": 0.0005581415921071211}, {"batches": [{"train_loss": 0.1347351372241974, "train_batch_size": 64}, {"train_loss": 0.17346256971359253, "train_batch_size": 64}, {"train_loss": 0.2342122346162796, "train_batch_size": 64}, {"train_loss": 0.30851250886917114, "train_batch_size": 64}, {"valid_loss": 0.6721448302268982, "valid_batch_size": 64}, {"valid_loss": 0.706549346446991, "valid_batch_size": 64}, {"valid_loss": 1.0453810691833496, "valid_batch_size": 64}, {"valid_loss": 0.8664896488189697, "valid_batch_size": 64}, {"valid_loss": 0.8760706186294556, "valid_batch_size": 32}], "epoch": 23, "train_batch_count": 4, "valid_batch_count": 5, "dur": 7.935920238494873, "train_loss": 0.21273061260581017, "train_loss_best": true, "valid_loss": 0.828577823109097, "valid_loss_best": false, "valid_acc": 0.6527777777777778, "valid_acc_best": true, "train_accuracy": 0.9895833333333334, "train_accuracy_best": false, "valid_accuracy": 0.6527777777777778, "valid_accuracy_best": true, "event_lr": 0.0005518888884746806}, {"batches": [{"train_loss": 0.17446941137313843, "train_batch_size": 64}, {"train_loss": 0.20279669761657715, "train_batch_size": 64}, {"train_loss": 0.23020945489406586, "train_batch_size": 64}, {"train_loss": 0.19480106234550476, "train_batch_size": 64}, {"valid_loss": 0.6562337875366211, "valid_batch_size": 64}, {"valid_loss": 0.6918707489967346, "valid_batch_size": 64}, {"valid_loss": 1.0131006240844727, "valid_batch_size": 64}, {"valid_loss": 0.901110827922821, "valid_batch_size": 64}, {"valid_loss": 0.9069613218307495, "valid_batch_size": 32}], "epoch": 24, "train_batch_count": 4, "valid_batch_count": 5, "dur": 7.386527061462402, "train_loss": 0.20056915655732155, "train_loss_best": true, "valid_loss": 0.8257325887680054, "valid_loss_best": false, "valid_acc": 0.6597222222222222, "valid_acc_best": true, "train_accuracy": 0.9895833333333334, "train_accuracy_best": false, "valid_accuracy": 0.6597222222222222, "valid_accuracy_best": true, "event_lr": 0.0005453951405236733}, {"batches": [{"train_loss": 0.13143929839134216, "train_batch_size": 64}, {"train_loss": 0.16255782544612885, "train_batch_size": 64}, {"train_loss": 0.1931481957435608, "train_batch_size": 64}, {"train_loss": 0.17956185340881348, "train_batch_size": 64}, {"valid_loss": 0.6424546837806702, "valid_batch_size": 64}, {"valid_loss": 0.6826610565185547, "valid_batch_size": 64}, {"valid_loss": 1.004173755645752, "valid_batch_size": 64}, {"valid_loss": 0.90067458152771, "valid_batch_size": 64}, {"valid_loss": 0.907495379447937, "valid_batch_size": 32}], "epoch": 25, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.333760976791382, "train_loss": 0.16667679324746132, "train_loss_best": true, "valid_loss": 0.81860261493259, "valid_loss_best": false, "valid_acc": 0.6597222222222222, "valid_acc_best": false, "train_accuracy": 0.9895833333333334, "train_accuracy_best": false, "valid_accuracy": 0.6597222222222222, "valid_accuracy_best": false, "event_lr": 0.0005386668869078343}, {"batches": [{"train_loss": 0.1639002561569214, "train_batch_size": 64}, {"train_loss": 0.21701207756996155, "train_batch_size": 64}, {"train_loss": 0.17405715584754944, "train_batch_size": 64}, {"train_loss": 0.1774367243051529, "train_batch_size": 64}, {"valid_loss": 0.6609647870063782, "valid_batch_size": 64}, {"valid_loss": 0.6869182586669922, "valid_batch_size": 64}, {"valid_loss": 1.0101592540740967, "valid_batch_size": 64}, {"valid_loss": 0.857134997844696, "valid_batch_size": 64}, {"valid_loss": 0.8583559393882751, "valid_batch_size": 32}], "epoch": 26, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.468942165374756, "train_loss": 0.18310155346989632, "train_loss_best": false, "valid_loss": 0.8098567260636224, "valid_loss_best": true, "valid_acc": 0.6527777777777778, "valid_acc_best": false, "train_accuracy": 0.9895833333333334, "train_accuracy_best": false, "valid_accuracy": 0.6527777777777778, "valid_accuracy_best": false, "event_lr": 0.0005317109024082253}, {"batches": [{"train_loss": 0.16429564356803894, "train_batch_size": 64}, {"train_loss": 0.11602526903152466, "train_batch_size": 64}, {"train_loss": 0.14582203328609467, "train_batch_size": 64}, {"train_loss": 0.20029032230377197, "train_batch_size": 64}, {"valid_loss": 0.69014573097229, "valid_batch_size": 64}, {"valid_loss": 0.7006245851516724, "valid_batch_size": 64}, {"valid_loss": 1.0093474388122559, "valid_batch_size": 64}, {"valid_loss": 0.8330089449882507, "valid_batch_size": 64}, {"valid_loss": 0.7758052349090576, "valid_batch_size": 32}], "epoch": 27, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.418395280838013, "train_loss": 0.15660831704735756, "train_loss_best": true, "valid_loss": 0.8046731816397773, "valid_loss_best": true, "valid_acc": 0.6770833333333334, "valid_acc_best": true, "train_accuracy": 0.9965277777777778, "train_accuracy_best": false, "valid_accuracy": 0.6770833333333334, "valid_accuracy_best": true, "event_lr": 0.0005245341911116038}, {"batches": [{"train_loss": 0.22161903977394104, "train_batch_size": 64}, {"train_loss": 0.1481768935918808, "train_batch_size": 64}, {"train_loss": 0.1437440812587738, "train_batch_size": 64}, {"train_loss": 0.15468038618564606, "train_batch_size": 64}, {"valid_loss": 0.6400246620178223, "valid_batch_size": 64}, {"valid_loss": 0.653775691986084, "valid_batch_size": 64}, {"valid_loss": 0.9953652620315552, "valid_batch_size": 64}, {"valid_loss": 0.84035724401474, "valid_batch_size": 64}, {"valid_loss": 0.8197578191757202, "valid_batch_size": 32}], "epoch": 28, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.331791162490845, "train_loss": 0.16705510020256042, "train_loss_best": false, "valid_loss": 0.7865337265862359, "valid_loss_best": true, "valid_acc": 0.6736111111111112, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6736111111111112, "valid_accuracy_best": false, "event_lr": 0.0005171439793579016}, {"batches": [{"train_loss": 0.15516918897628784, "train_batch_size": 64}, {"train_loss": 0.15342403948307037, "train_batch_size": 64}, {"train_loss": 0.18741685152053833, "train_batch_size": 64}, {"train_loss": 0.1062096506357193, "train_batch_size": 64}, {"valid_loss": 0.6802573204040527, "valid_batch_size": 64}, {"valid_loss": 0.6491040587425232, "valid_batch_size": 64}, {"valid_loss": 0.9978818893432617, "valid_batch_size": 64}, {"valid_loss": 0.8284776210784912, "valid_batch_size": 64}, {"valid_loss": 0.807184100151062, "valid_batch_size": 32}], "epoch": 29, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.527979850769043, "train_loss": 0.15055493265390396, "train_loss_best": true, "valid_loss": 0.7909584310319688, "valid_loss_best": false, "valid_acc": 0.6770833333333334, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6770833333333334, "valid_accuracy_best": false, "event_lr": 0.0005095477084639132}, {"batches": [{"train_loss": 0.14372038841247559, "train_batch_size": 64}, {"train_loss": 0.13256853818893433, "train_batch_size": 64}, {"train_loss": 0.0975041389465332, "train_batch_size": 64}, {"train_loss": 0.15305739641189575, "train_batch_size": 64}, {"valid_loss": 0.692388653755188, "valid_batch_size": 64}, {"valid_loss": 0.6503348350524902, "valid_batch_size": 64}, {"valid_loss": 1.0015394687652588, "valid_batch_size": 64}, {"valid_loss": 0.8215916156768799, "valid_batch_size": 64}, {"valid_loss": 0.8437668085098267, "valid_batch_size": 32}], "epoch": 30, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.825610876083374, "train_loss": 0.13171261548995972, "train_loss_best": true, "valid_loss": 0.7972751061121622, "valid_loss_best": false, "valid_acc": 0.6701388888888888, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6701388888888888, "valid_accuracy_best": false, "event_lr": 0.0005017530272305208}, {"batches": [{"train_loss": 0.21216873824596405, "train_batch_size": 64}, {"train_loss": 0.10915980488061905, "train_batch_size": 64}, {"train_loss": 0.13395678997039795, "train_batch_size": 64}, {"train_loss": 0.17844615876674652, "train_batch_size": 64}, {"valid_loss": 0.689967930316925, "valid_batch_size": 64}, {"valid_loss": 0.6715760827064514, "valid_batch_size": 64}, {"valid_loss": 1.0068594217300415, "valid_batch_size": 64}, {"valid_loss": 0.8240418434143066, "valid_batch_size": 64}, {"valid_loss": 0.8463687896728516, "valid_batch_size": 32}], "epoch": 31, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.943532228469849, "train_loss": 0.1584328729659319, "train_loss_best": false, "valid_loss": 0.803473260667589, "valid_loss_best": false, "valid_acc": 0.6840277777777778, "valid_acc_best": true, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6840277777777778, "valid_accuracy_best": true, "event_lr": 0.0004937677842409994}, {"batches": [{"train_loss": 0.10780875384807587, "train_batch_size": 64}, {"train_loss": 0.13801386952400208, "train_batch_size": 64}, {"train_loss": 0.13497307896614075, "train_batch_size": 64}, {"train_loss": 0.15959036350250244, "train_batch_size": 64}, {"valid_loss": 0.6794135570526123, "valid_batch_size": 64}, {"valid_loss": 0.6750563383102417, "valid_batch_size": 64}, {"valid_loss": 1.0217456817626953, "valid_batch_size": 64}, {"valid_loss": 0.822661280632019, "valid_batch_size": 64}, {"valid_loss": 0.8916961550712585, "valid_batch_size": 32}], "epoch": 32, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.751849174499512, "train_loss": 0.13509651646018028, "train_loss_best": false, "valid_loss": 0.8099388745095994, "valid_loss_best": false, "valid_acc": 0.6805555555555556, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6805555555555556, "valid_accuracy_best": false, "event_lr": 0.0004856000199581594}, {"batches": [{"train_loss": 0.07394146919250488, "train_batch_size": 64}, {"train_loss": 0.1244693323969841, "train_batch_size": 64}, {"train_loss": 0.1185687705874443, "train_batch_size": 64}, {"train_loss": 0.0994117334485054, "train_batch_size": 64}, {"valid_loss": 0.6579622030258179, "valid_batch_size": 64}, {"valid_loss": 0.6570208072662354, "valid_batch_size": 64}, {"valid_loss": 1.0133090019226074, "valid_batch_size": 64}, {"valid_loss": 0.8234684467315674, "valid_batch_size": 64}, {"valid_loss": 0.9197779297828674, "valid_batch_size": 32}], "epoch": 33, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.258063077926636, "train_loss": 0.10409782640635967, "train_loss_best": true, "valid_loss": 0.8025887608528137, "valid_loss_best": false, "valid_acc": 0.6770833333333334, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6770833333333334, "valid_accuracy_best": false, "event_lr": 0.0004772579586282819}, {"batches": [{"train_loss": 0.12683311104774475, "train_batch_size": 64}, {"train_loss": 0.11817149072885513, "train_batch_size": 64}, {"train_loss": 0.08547714352607727, "train_batch_size": 64}, {"train_loss": 0.17030330002307892, "train_batch_size": 64}, {"valid_loss": 0.6417080163955688, "valid_batch_size": 64}, {"valid_loss": 0.6399523615837097, "valid_batch_size": 64}, {"valid_loss": 1.0112414360046387, "valid_batch_size": 64}, {"valid_loss": 0.8654924631118774, "valid_batch_size": 64}, {"valid_loss": 0.9605727195739746, "valid_batch_size": 32}], "epoch": 34, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.342750072479248, "train_loss": 0.12519626133143902, "train_loss_best": false, "valid_loss": 0.8085956970850626, "valid_loss_best": false, "valid_acc": 0.6701388888888888, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6701388888888888, "valid_accuracy_best": false, "event_lr": 0.00046874999999999993}, {"batches": [{"train_loss": 0.07372616231441498, "train_batch_size": 64}, {"train_loss": 0.1209220290184021, "train_batch_size": 64}, {"train_loss": 0.09130549430847168, "train_batch_size": 64}, {"train_loss": 0.07880295813083649, "train_batch_size": 64}, {"valid_loss": 0.664913535118103, "valid_batch_size": 64}, {"valid_loss": 0.6498720645904541, "valid_batch_size": 64}, {"valid_loss": 1.0239678621292114, "valid_batch_size": 64}, {"valid_loss": 0.9665164351463318, "valid_batch_size": 64}, {"valid_loss": 1.007743000984192, "valid_batch_size": 32}], "epoch": 35, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.587652921676636, "train_loss": 0.09118916094303131, "train_loss_best": true, "valid_loss": 0.8464758661058214, "valid_loss_best": false, "valid_acc": 0.65625, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.65625, "valid_accuracy_best": false, "event_lr": 0.00046008471086646333}, {"batches": [{"train_loss": 0.1097690761089325, "train_batch_size": 64}, {"train_loss": 0.09361283481121063, "train_batch_size": 64}, {"train_loss": 0.08074352145195007, "train_batch_size": 64}, {"train_loss": 0.09295239299535751, "train_batch_size": 64}, {"valid_loss": 0.6698914170265198, "valid_batch_size": 64}, {"valid_loss": 0.6528007984161377, "valid_batch_size": 64}, {"valid_loss": 1.0082051753997803, "valid_batch_size": 64}, {"valid_loss": 0.9744851589202881, "valid_batch_size": 64}, {"valid_loss": 0.9557117223739624, "valid_batch_size": 32}], "epoch": 36, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.761665105819702, "train_loss": 0.09426945634186268, "train_loss_best": false, "valid_loss": 0.8407196468777127, "valid_loss_best": false, "valid_acc": 0.65625, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.65625, "valid_accuracy_best": false, "event_lr": 0.0004512708164393044}, {"batches": [{"train_loss": 0.13101106882095337, "train_batch_size": 64}, {"train_loss": 0.17409935593605042, "train_batch_size": 64}, {"train_loss": 0.10545464605093002, "train_batch_size": 64}, {"train_loss": 0.11683229357004166, "train_batch_size": 64}, {"valid_loss": 0.6354570388793945, "valid_batch_size": 64}, {"valid_loss": 0.6625184416770935, "valid_batch_size": 64}, {"valid_loss": 0.9628491997718811, "valid_batch_size": 64}, {"valid_loss": 0.883151650428772, "valid_batch_size": 64}, {"valid_loss": 0.8381755352020264, "valid_batch_size": 32}], "epoch": 37, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.4246721267700195, "train_loss": 0.13184934109449387, "train_loss_best": false, "valid_loss": 0.7917920218573676, "valid_loss_best": false, "valid_acc": 0.6770833333333334, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6770833333333334, "valid_accuracy_best": false, "event_lr": 0.0004423171915630895}, {"batches": [{"train_loss": 0.09121783822774887, "train_batch_size": 64}, {"train_loss": 0.06876973807811737, "train_batch_size": 64}, {"train_loss": 0.08701810240745544, "train_batch_size": 64}, {"train_loss": 0.11542150378227234, "train_batch_size": 64}, {"valid_loss": 0.6595960259437561, "valid_batch_size": 64}, {"valid_loss": 0.6689822673797607, "valid_batch_size": 64}, {"valid_loss": 0.9873629808425903, "valid_batch_size": 64}, {"valid_loss": 0.853538990020752, "valid_batch_size": 64}, {"valid_loss": 0.83035808801651, "valid_batch_size": 32}], "epoch": 38, "train_batch_count": 4, "valid_batch_count": 5, "dur": 6.388370990753174, "train_loss": 0.0906067956238985, "train_loss_best": true, "valid_loss": 0.796590957376692, "valid_loss_best": false, "valid_acc": 0.6770833333333334, "valid_acc_best": false, "train_accuracy": 1.0, "train_accuracy_best": false, "valid_accuracy": 0.6770833333333334, "valid_accuracy_best": false, "event_lr": 0.00043323285177910263}]
loss_curve.png ADDED
metadata.json CHANGED
@@ -1,12 +1,12 @@
1
  {
2
- "best_valid_accuracy": 0.7326388888888888,
3
  "chance_level": 0.25,
4
  "display_metric_key": "best_valid_accuracy",
5
  "display_metric_name": "accuracy",
6
  "display_split_name": "held-out session",
7
- "epochs_ran": 61,
8
  "epochs_requested": 100,
9
- "final_valid_accuracy": 0.7118055555555556,
10
  "patience": 10,
11
  "short_run_epochs": 4,
12
  "subject_id": 3,
 
1
  {
2
+ "best_valid_accuracy": 0.6840277777777778,
3
  "chance_level": 0.25,
4
  "display_metric_key": "best_valid_accuracy",
5
  "display_metric_name": "accuracy",
6
  "display_split_name": "held-out session",
7
+ "epochs_ran": 38,
8
  "epochs_requested": 100,
9
+ "final_valid_accuracy": 0.6770833333333334,
10
  "patience": 10,
11
  "short_run_epochs": 4,
12
  "subject_id": 3,
params.safetensors CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:f1c9445e2b06550dcc6f2fc96c94c793301ad5251108de38a5b4d8dbf860fc23
3
  size 190648
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a5cf1ff1ba258aa50f1483be32206375b03d672faa497e343905011fe2575484
3
  size 190648