Update tutorial artifacts for braindecode/plot_sleep_staging_usleep
Browse files- README.md +11 -0
- history.json +1 -0
- metadata.json +13 -0
- params.safetensors +3 -0
README.md
ADDED
|
@@ -0,0 +1,11 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# plot_sleep_staging_usleep
|
| 2 |
+
|
| 3 |
+
Pretrained artifacts for the Braindecode tutorial `examples/applied_examples/plot_sleep_staging_usleep.py`.
|
| 4 |
+
|
| 5 |
+
These files are meant to be loaded by the tutorial so the docs can show stable predictions without retraining the model from scratch.
|
| 6 |
+
|
| 7 |
+
## Stored files
|
| 8 |
+
|
| 9 |
+
- `params.safetensors`: classifier parameters
|
| 10 |
+
- `history.json`: Skorch training history used by the tutorial plots
|
| 11 |
+
- `metadata.json`: summary metrics for the stored checkpoint
|
history.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
[{"batches": [{"train_loss": 1.6638215780258179, "train_batch_size": 32}, {"train_loss": 1.628266453742981, "train_batch_size": 32}, {"train_loss": 1.6173096895217896, "train_batch_size": 32}, {"train_loss": 1.542217493057251, "train_batch_size": 32}, {"valid_loss": 1.7679752111434937, "valid_batch_size": 32}, {"valid_loss": 1.3313968181610107, "valid_batch_size": 32}, {"valid_loss": 1.5867255926132202, "valid_batch_size": 32}, {"valid_loss": 1.623677134513855, "valid_batch_size": 32}, {"valid_loss": 1.6632829904556274, "valid_batch_size": 5}], "epoch": 1, "train_batch_count": 4, "valid_batch_count": 5, "dur": 1.9211599826812744, "train_loss": 1.6129038035869598, "train_loss_best": true, "valid_loss": 1.580670730511945, "valid_loss_best": true, "train_bal_acc": 0.20397729713146187, "train_bal_acc_best": true, "valid_bal_acc": 0.17066625738897315, "valid_bal_acc_best": true}, {"batches": [{"train_loss": 1.5367612838745117, "train_batch_size": 32}, {"train_loss": 1.5238382816314697, "train_batch_size": 32}, {"train_loss": 1.6316035985946655, "train_batch_size": 32}, {"train_loss": 1.4797443151474, "train_batch_size": 32}, {"valid_loss": 1.73142671585083, "valid_batch_size": 32}, {"valid_loss": 1.3701448440551758, "valid_batch_size": 32}, {"valid_loss": 1.6009684801101685, "valid_batch_size": 32}, {"valid_loss": 1.6325719356536865, "valid_batch_size": 32}, {"valid_loss": 1.6575686931610107, "valid_batch_size": 5}], "epoch": 2, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3782479763031006, "train_loss": 1.5429868698120117, "train_loss_best": true, "valid_loss": 1.5865520803551925, "valid_loss_best": false, "train_bal_acc": 0.22238246891113134, "train_bal_acc_best": true, "valid_bal_acc": 0.15938317181972003, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.5205460786819458, "train_batch_size": 32}, {"train_loss": 1.4638926982879639, "train_batch_size": 32}, {"train_loss": 1.5195645093917847, "train_batch_size": 32}, {"train_loss": 1.4673198461532593, "train_batch_size": 32}, {"valid_loss": 1.6628602743148804, "valid_batch_size": 32}, {"valid_loss": 1.4569602012634277, "valid_batch_size": 32}, {"valid_loss": 1.6305890083312988, "valid_batch_size": 32}, {"valid_loss": 1.6531672477722168, "valid_batch_size": 32}, {"valid_loss": 1.645829439163208, "valid_batch_size": 5}], "epoch": 3, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.4243171215057373, "train_loss": 1.4928307831287384, "train_loss_best": true, "valid_loss": 1.6025834782679278, "valid_loss_best": false, "train_bal_acc": 0.34641422834193913, "train_bal_acc_best": true, "valid_bal_acc": 0.18532217570923154, "valid_bal_acc_best": true}, {"batches": [{"train_loss": 1.3997454643249512, "train_batch_size": 32}, {"train_loss": 1.3930308818817139, "train_batch_size": 32}, {"train_loss": 1.5653070211410522, "train_batch_size": 32}, {"train_loss": 1.5290381908416748, "train_batch_size": 32}, {"valid_loss": 1.6133818626403809, "valid_batch_size": 32}, {"valid_loss": 1.544041395187378, "valid_batch_size": 32}, {"valid_loss": 1.6705297231674194, "valid_batch_size": 32}, {"valid_loss": 1.6876879930496216, "valid_batch_size": 32}, {"valid_loss": 1.6468840837478638, "valid_batch_size": 5}], "epoch": 4, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.33335399627685547, "train_loss": 1.471780389547348, "train_loss_best": true, "valid_loss": 1.6295859517907738, "valid_loss_best": false, "train_bal_acc": 0.26573075929448786, "train_bal_acc_best": false, "valid_bal_acc": 0.1880044553585163, "valid_bal_acc_best": true}, {"batches": [{"train_loss": 1.41972815990448, "train_batch_size": 32}, {"train_loss": 1.3756390810012817, "train_batch_size": 32}, {"train_loss": 1.4410072565078735, "train_batch_size": 32}, {"train_loss": 1.4570304155349731, "train_batch_size": 32}, {"valid_loss": 1.5825263261795044, "valid_batch_size": 32}, {"valid_loss": 1.5951873064041138, "valid_batch_size": 32}, {"valid_loss": 1.6940128803253174, "valid_batch_size": 32}, {"valid_loss": 1.7104568481445312, "valid_batch_size": 32}, {"valid_loss": 1.646670937538147, "valid_batch_size": 5}], "epoch": 5, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3321268558502197, "train_loss": 1.423351228237152, "train_loss_best": true, "valid_loss": 1.645588137153396, "valid_loss_best": false, "train_bal_acc": 0.22448585686150074, "train_bal_acc_best": false, "valid_bal_acc": 0.1825747275144483, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.5015288591384888, "train_batch_size": 32}, {"train_loss": 1.389324426651001, "train_batch_size": 32}, {"train_loss": 1.3088663816452026, "train_batch_size": 32}, {"train_loss": 1.4417604207992554, "train_batch_size": 32}, {"valid_loss": 1.5603655576705933, "valid_batch_size": 32}, {"valid_loss": 1.6007916927337646, "valid_batch_size": 32}, {"valid_loss": 1.7059561014175415, "valid_batch_size": 32}, {"valid_loss": 1.719579815864563, "valid_batch_size": 32}, {"valid_loss": 1.6373240947723389, "valid_batch_size": 5}], "epoch": 6, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.33288073539733887, "train_loss": 1.410370022058487, "train_loss_best": true, "valid_loss": 1.6463218183445751, "valid_loss_best": false, "train_bal_acc": 0.2511248473748474, "train_bal_acc_best": false, "valid_bal_acc": 0.19426173445843495, "valid_bal_acc_best": true}, {"batches": [{"train_loss": 1.3365204334259033, "train_batch_size": 32}, {"train_loss": 1.4297761917114258, "train_batch_size": 32}, {"train_loss": 1.2955260276794434, "train_batch_size": 32}, {"train_loss": 1.5880544185638428, "train_batch_size": 32}, {"valid_loss": 1.520531177520752, "valid_batch_size": 32}, {"valid_loss": 1.4400272369384766, "valid_batch_size": 32}, {"valid_loss": 1.6675584316253662, "valid_batch_size": 32}, {"valid_loss": 1.6733825206756592, "valid_batch_size": 32}, {"valid_loss": 1.5470635890960693, "valid_batch_size": 5}], "epoch": 7, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.32094597816467285, "train_loss": 1.4124692678451538, "train_loss_best": false, "valid_loss": 1.574310508885778, "valid_loss_best": true, "train_bal_acc": 0.22685897435897434, "train_bal_acc_best": false, "valid_bal_acc": 0.23119362131100712, "valid_bal_acc_best": true}, {"batches": [{"train_loss": 1.3042994737625122, "train_batch_size": 32}, {"train_loss": 1.4480007886886597, "train_batch_size": 32}, {"train_loss": 1.345343828201294, "train_batch_size": 32}, {"train_loss": 1.3729777336120605, "train_batch_size": 32}, {"valid_loss": 1.4179632663726807, "valid_batch_size": 32}, {"valid_loss": 1.2098137140274048, "valid_batch_size": 32}, {"valid_loss": 1.4693119525909424, "valid_batch_size": 32}, {"valid_loss": 1.4977039098739624, "valid_batch_size": 32}, {"valid_loss": 1.4614146947860718, "valid_batch_size": 5}], "epoch": 8, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3355259895324707, "train_loss": 1.3676554560661316, "train_loss_best": true, "valid_loss": 1.4010559732752634, "valid_loss_best": true, "train_bal_acc": 0.3193829350863026, "train_bal_acc_best": false, "valid_bal_acc": 0.1907469592590151, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.3035863637924194, "train_batch_size": 32}, {"train_loss": 1.5583618879318237, "train_batch_size": 32}, {"train_loss": 1.2519325017929077, "train_batch_size": 32}, {"train_loss": 1.3541444540023804, "train_batch_size": 32}, {"valid_loss": 1.3687409162521362, "valid_batch_size": 32}, {"valid_loss": 1.1362155675888062, "valid_batch_size": 32}, {"valid_loss": 1.3780243396759033, "valid_batch_size": 32}, {"valid_loss": 1.4220503568649292, "valid_batch_size": 32}, {"valid_loss": 1.4383763074874878, "valid_batch_size": 5}], "epoch": 9, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.32440972328186035, "train_loss": 1.3670063018798828, "train_loss_best": true, "valid_loss": 1.3304727767643176, "valid_loss_best": true, "train_bal_acc": 0.2584659430549001, "train_bal_acc_best": false, "valid_bal_acc": 0.1821953215988749, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.452486276626587, "train_batch_size": 32}, {"train_loss": 1.4029076099395752, "train_batch_size": 32}, {"train_loss": 1.2584878206253052, "train_batch_size": 32}, {"train_loss": 1.246092438697815, "train_batch_size": 32}, {"valid_loss": 1.3325973749160767, "valid_batch_size": 32}, {"valid_loss": 1.1430515050888062, "valid_batch_size": 32}, {"valid_loss": 1.4627012014389038, "valid_batch_size": 32}, {"valid_loss": 1.5278784036636353, "valid_batch_size": 32}, {"valid_loss": 1.4227755069732666, "valid_batch_size": 5}], "epoch": 10, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.33244800567626953, "train_loss": 1.3399935364723206, "train_loss_best": true, "valid_loss": 1.368670594423337, "valid_loss_best": false, "train_bal_acc": 0.2884072449642625, "train_bal_acc_best": false, "valid_bal_acc": 0.18722408091062911, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.2250794172286987, "train_batch_size": 32}, {"train_loss": 1.3591585159301758, "train_batch_size": 32}, {"train_loss": 1.340877652168274, "train_batch_size": 32}, {"train_loss": 1.3204469680786133, "train_batch_size": 32}, {"valid_loss": 1.3843272924423218, "valid_batch_size": 32}, {"valid_loss": 1.0765293836593628, "valid_batch_size": 32}, {"valid_loss": 1.3453943729400635, "valid_batch_size": 32}, {"valid_loss": 1.4103726148605347, "valid_batch_size": 32}, {"valid_loss": 1.4639947414398193, "valid_batch_size": 5}], "epoch": 11, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3318309783935547, "train_loss": 1.3113906383514404, "train_loss_best": true, "valid_loss": 1.3101648943764823, "valid_loss_best": true, "train_bal_acc": 0.2943989485390759, "train_bal_acc_best": false, "valid_bal_acc": 0.22378940327861646, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.4170273542404175, "train_batch_size": 32}, {"train_loss": 1.3169796466827393, "train_batch_size": 32}, {"train_loss": 1.2360960245132446, "train_batch_size": 32}, {"train_loss": 1.2757095098495483, "train_batch_size": 32}, {"valid_loss": 1.3354586362838745, "valid_batch_size": 32}, {"valid_loss": 1.1377755403518677, "valid_batch_size": 32}, {"valid_loss": 1.3799160718917847, "valid_batch_size": 32}, {"valid_loss": 1.4313552379608154, "valid_batch_size": 32}, {"valid_loss": 1.6404465436935425, "valid_batch_size": 5}], "epoch": 12, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3393540382385254, "train_loss": 1.3114531338214874, "train_loss_best": false, "valid_loss": 1.333130889369133, "valid_loss_best": false, "train_bal_acc": 0.21575816102400966, "train_bal_acc_best": false, "valid_bal_acc": 0.22657379633902477, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.287349820137024, "train_batch_size": 32}, {"train_loss": 1.3780570030212402, "train_batch_size": 32}, {"train_loss": 1.4083503484725952, "train_batch_size": 32}, {"train_loss": 1.254219651222229, "train_batch_size": 32}, {"valid_loss": 1.4371463060379028, "valid_batch_size": 32}, {"valid_loss": 1.1176297664642334, "valid_batch_size": 32}, {"valid_loss": 1.3761202096939087, "valid_batch_size": 32}, {"valid_loss": 1.447453260421753, "valid_batch_size": 32}, {"valid_loss": 1.536699652671814, "valid_batch_size": 5}], "epoch": 13, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3274571895599365, "train_loss": 1.331994205713272, "train_loss_best": false, "valid_loss": 1.351809651331794, "valid_loss_best": false, "train_bal_acc": 0.25598669623059866, "train_bal_acc_best": false, "valid_bal_acc": 0.2706404371854879, "valid_bal_acc_best": true}, {"batches": [{"train_loss": 1.2498987913131714, "train_batch_size": 32}, {"train_loss": 1.350806474685669, "train_batch_size": 32}, {"train_loss": 1.2936041355133057, "train_batch_size": 32}, {"train_loss": 1.2976055145263672, "train_batch_size": 32}, {"valid_loss": 1.41725754737854, "valid_batch_size": 32}, {"valid_loss": 1.0956984758377075, "valid_batch_size": 32}, {"valid_loss": 1.3739811182022095, "valid_batch_size": 32}, {"valid_loss": 1.4685699939727783, "valid_batch_size": 32}, {"valid_loss": 1.6543691158294678, "valid_batch_size": 5}], "epoch": 14, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3505127429962158, "train_loss": 1.2979787290096283, "train_loss_best": true, "valid_loss": 1.3507373978320818, "valid_loss_best": false, "train_bal_acc": 0.31857524798076814, "train_bal_acc_best": false, "valid_bal_acc": 0.18127842969213528, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.2363325357437134, "train_batch_size": 32}, {"train_loss": 1.2307504415512085, "train_batch_size": 32}, {"train_loss": 1.266918420791626, "train_batch_size": 32}, {"train_loss": 1.161473035812378, "train_batch_size": 32}, {"valid_loss": 1.3748058080673218, "valid_batch_size": 32}, {"valid_loss": 1.1636135578155518, "valid_batch_size": 32}, {"valid_loss": 1.585808277130127, "valid_batch_size": 32}, {"valid_loss": 1.6152679920196533, "valid_batch_size": 32}, {"valid_loss": 1.7414393424987793, "valid_batch_size": 5}], "epoch": 15, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.35623812675476074, "train_loss": 1.2238686084747314, "train_loss_best": true, "valid_loss": 1.4463989250642015, "valid_loss_best": false, "train_bal_acc": 0.2932323555724107, "train_bal_acc_best": false, "valid_bal_acc": 0.21463215823939175, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.4803335666656494, "train_batch_size": 32}, {"train_loss": 1.2187803983688354, "train_batch_size": 32}, {"train_loss": 1.1318295001983643, "train_batch_size": 32}, {"train_loss": 1.204329013824463, "train_batch_size": 32}, {"valid_loss": 1.4178470373153687, "valid_batch_size": 32}, {"valid_loss": 1.0746246576309204, "valid_batch_size": 32}, {"valid_loss": 1.4611624479293823, "valid_batch_size": 32}, {"valid_loss": 1.5054243803024292, "valid_batch_size": 32}, {"valid_loss": 1.6685645580291748, "valid_batch_size": 5}], "epoch": 16, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3482658863067627, "train_loss": 1.258818119764328, "train_loss_best": false, "valid_loss": 1.3761856806905646, "valid_loss_best": false, "train_bal_acc": 0.2875795605313033, "train_bal_acc_best": false, "valid_bal_acc": 0.21071689520293582, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.261264443397522, "train_batch_size": 32}, {"train_loss": 1.1991535425186157, "train_batch_size": 32}, {"train_loss": 1.171220064163208, "train_batch_size": 32}, {"train_loss": 1.1156026124954224, "train_batch_size": 32}, {"valid_loss": 1.3330209255218506, "valid_batch_size": 32}, {"valid_loss": 1.0072497129440308, "valid_batch_size": 32}, {"valid_loss": 1.3328938484191895, "valid_batch_size": 32}, {"valid_loss": 1.4612892866134644, "valid_batch_size": 32}, {"valid_loss": 1.557958960533142, "valid_batch_size": 5}], "epoch": 17, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.35988712310791016, "train_loss": 1.186810165643692, "train_loss_best": true, "valid_loss": 1.2939271846211942, "valid_loss_best": true, "train_bal_acc": 0.3050985347719186, "train_bal_acc_best": false, "valid_bal_acc": 0.19134521886742697, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.1712514162063599, "train_batch_size": 32}, {"train_loss": 1.179751992225647, "train_batch_size": 32}, {"train_loss": 1.1713252067565918, "train_batch_size": 32}, {"train_loss": 1.2257393598556519, "train_batch_size": 32}, {"valid_loss": 1.4584676027297974, "valid_batch_size": 32}, {"valid_loss": 1.1880725622177124, "valid_batch_size": 32}, {"valid_loss": 1.4786266088485718, "valid_batch_size": 32}, {"valid_loss": 1.5145769119262695, "valid_batch_size": 32}, {"valid_loss": 1.5138325691223145, "valid_batch_size": 5}], "epoch": 18, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.37364888191223145, "train_loss": 1.1870169937610626, "train_loss_best": false, "valid_loss": 1.4138418104415549, "valid_loss_best": false, "train_bal_acc": 0.2731503759398496, "train_bal_acc_best": false, "valid_bal_acc": 0.2366670237545872, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.1928566694259644, "train_batch_size": 32}, {"train_loss": 1.127331256866455, "train_batch_size": 32}, {"train_loss": 1.1352291107177734, "train_batch_size": 32}, {"train_loss": 1.1397716999053955, "train_batch_size": 32}, {"valid_loss": 1.2853336334228516, "valid_batch_size": 32}, {"valid_loss": 1.0033985376358032, "valid_batch_size": 32}, {"valid_loss": 1.3367865085601807, "valid_batch_size": 32}, {"valid_loss": 1.4523202180862427, "valid_batch_size": 32}, {"valid_loss": 1.549919843673706, "valid_batch_size": 5}], "epoch": 19, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3307068347930908, "train_loss": 1.148797184228897, "train_loss_best": true, "valid_loss": 1.2800033379318123, "valid_loss_best": true, "train_bal_acc": 0.2667019811260129, "train_bal_acc_best": false, "valid_bal_acc": 0.234722061990463, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.079323172569275, "train_batch_size": 32}, {"train_loss": 1.1581130027770996, "train_batch_size": 32}, {"train_loss": 1.168798804283142, "train_batch_size": 32}, {"train_loss": 1.1791430711746216, "train_batch_size": 32}, {"valid_loss": 1.2815182209014893, "valid_batch_size": 32}, {"valid_loss": 1.046514630317688, "valid_batch_size": 32}, {"valid_loss": 1.3046709299087524, "valid_batch_size": 32}, {"valid_loss": 1.4325906038284302, "valid_batch_size": 32}, {"valid_loss": 1.4289186000823975, "valid_batch_size": 5}], "epoch": 20, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3488457202911377, "train_loss": 1.1463445127010345, "train_loss_best": true, "valid_loss": 1.2724361903685377, "valid_loss_best": true, "train_bal_acc": 0.28853621137060625, "train_bal_acc_best": false, "valid_bal_acc": 0.222222061990463, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.178802490234375, "train_batch_size": 32}, {"train_loss": 1.1118192672729492, "train_batch_size": 32}, {"train_loss": 1.1509157419204712, "train_batch_size": 32}, {"train_loss": 1.0401344299316406, "train_batch_size": 32}, {"valid_loss": 1.3438687324523926, "valid_batch_size": 32}, {"valid_loss": 1.3577628135681152, "valid_batch_size": 32}, {"valid_loss": 1.511460781097412, "valid_batch_size": 32}, {"valid_loss": 1.5793486833572388, "valid_batch_size": 32}, {"valid_loss": 1.4261419773101807, "valid_batch_size": 5}], "epoch": 21, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.30716991424560547, "train_loss": 1.120417982339859, "train_loss_best": true, "valid_loss": 1.4472843776071878, "valid_loss_best": false, "train_bal_acc": 0.2761699749491681, "train_bal_acc_best": false, "valid_bal_acc": 0.2426322461379568, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.0927088260650635, "train_batch_size": 32}, {"train_loss": 1.1676565408706665, "train_batch_size": 32}, {"train_loss": 1.0702708959579468, "train_batch_size": 32}, {"train_loss": 1.0935463905334473, "train_batch_size": 32}, {"valid_loss": 1.0994120836257935, "valid_batch_size": 32}, {"valid_loss": 0.9748151898384094, "valid_batch_size": 32}, {"valid_loss": 1.1854130029678345, "valid_batch_size": 32}, {"valid_loss": 1.2456583976745605, "valid_batch_size": 32}, {"valid_loss": 1.4579828977584839, "valid_batch_size": 5}], "epoch": 22, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3382248878479004, "train_loss": 1.106045663356781, "train_loss_best": true, "valid_loss": 1.1387930230090493, "valid_loss_best": true, "train_bal_acc": 0.30790182543334865, "train_bal_acc_best": false, "valid_bal_acc": 0.21119161612499177, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.0869065523147583, "train_batch_size": 32}, {"train_loss": 1.0150891542434692, "train_batch_size": 32}, {"train_loss": 1.1192340850830078, "train_batch_size": 32}, {"train_loss": 1.1197606325149536, "train_batch_size": 32}, {"valid_loss": 1.127371072769165, "valid_batch_size": 32}, {"valid_loss": 0.9192125201225281, "valid_batch_size": 32}, {"valid_loss": 1.1929088830947876, "valid_batch_size": 32}, {"valid_loss": 1.2980821132659912, "valid_batch_size": 32}, {"valid_loss": 1.3585952520370483, "valid_batch_size": 5}], "epoch": 23, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3107891082763672, "train_loss": 1.0852476060390472, "train_loss_best": true, "valid_loss": 1.1428222790696567, "valid_loss_best": false, "train_bal_acc": 0.24184702324159243, "train_bal_acc_best": false, "valid_bal_acc": 0.2572543097765179, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.058668851852417, "train_batch_size": 32}, {"train_loss": 1.0439966917037964, "train_batch_size": 32}, {"train_loss": 1.0057389736175537, "train_batch_size": 32}, {"train_loss": 1.0606753826141357, "train_batch_size": 32}, {"valid_loss": 1.2347345352172852, "valid_batch_size": 32}, {"valid_loss": 0.9634121656417847, "valid_batch_size": 32}, {"valid_loss": 1.277099370956421, "valid_batch_size": 32}, {"valid_loss": 1.426414966583252, "valid_batch_size": 32}, {"valid_loss": 1.3439544439315796, "valid_batch_size": 5}], "epoch": 24, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.33370113372802734, "train_loss": 1.0422699749469757, "train_loss_best": true, "valid_loss": 1.2298716199129147, "valid_loss_best": false, "train_bal_acc": 0.2673213347435941, "train_bal_acc_best": false, "valid_bal_acc": 0.19483369316808402, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.017462134361267, "train_batch_size": 32}, {"train_loss": 0.969759464263916, "train_batch_size": 32}, {"train_loss": 1.0841577053070068, "train_batch_size": 32}, {"train_loss": 1.0838433504104614, "train_batch_size": 32}, {"valid_loss": 1.2010067701339722, "valid_batch_size": 32}, {"valid_loss": 0.987922191619873, "valid_batch_size": 32}, {"valid_loss": 1.2576419115066528, "valid_batch_size": 32}, {"valid_loss": 1.426016926765442, "valid_batch_size": 32}, {"valid_loss": 1.3438222408294678, "valid_batch_size": 5}], "epoch": 25, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3263990879058838, "train_loss": 1.0388056635856628, "train_loss_best": true, "valid_loss": 1.2228715849998302, "valid_loss_best": false, "train_bal_acc": 0.25701212367879034, "train_bal_acc_best": false, "valid_bal_acc": 0.22890125420265015, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.1181131601333618, "train_batch_size": 32}, {"train_loss": 1.0320988893508911, "train_batch_size": 32}, {"train_loss": 0.9773948192596436, "train_batch_size": 32}, {"train_loss": 1.000404715538025, "train_batch_size": 32}, {"valid_loss": 1.0853142738342285, "valid_batch_size": 32}, {"valid_loss": 0.8922134637832642, "valid_batch_size": 32}, {"valid_loss": 1.0996315479278564, "valid_batch_size": 32}, {"valid_loss": 1.1510777473449707, "valid_batch_size": 32}, {"valid_loss": 1.4230660200119019, "valid_batch_size": 5}], "epoch": 26, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3287801742553711, "train_loss": 1.0320028960704803, "train_loss_best": true, "valid_loss": 1.0708189109214266, "valid_loss_best": true, "train_bal_acc": 0.2663146307557581, "train_bal_acc_best": false, "valid_bal_acc": 0.21360333300371376, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.9761943817138672, "train_batch_size": 32}, {"train_loss": 1.0205414295196533, "train_batch_size": 32}, {"train_loss": 1.0751246213912964, "train_batch_size": 32}, {"train_loss": 1.1064739227294922, "train_batch_size": 32}, {"valid_loss": 1.1472641229629517, "valid_batch_size": 32}, {"valid_loss": 1.098706841468811, "valid_batch_size": 32}, {"valid_loss": 1.255792498588562, "valid_batch_size": 32}, {"valid_loss": 1.2761683464050293, "valid_batch_size": 32}, {"valid_loss": 1.388890266418457, "valid_batch_size": 5}], "epoch": 27, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.33741283416748047, "train_loss": 1.0445835888385773, "train_loss_best": false, "valid_loss": 1.2017914979977715, "valid_loss_best": false, "train_bal_acc": 0.2873193964966117, "train_bal_acc_best": false, "valid_bal_acc": 0.21745274078713167, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 1.0624799728393555, "train_batch_size": 32}, {"train_loss": 1.0111480951309204, "train_batch_size": 32}, {"train_loss": 0.9879401326179504, "train_batch_size": 32}, {"train_loss": 0.9308632612228394, "train_batch_size": 32}, {"valid_loss": 1.082968831062317, "valid_batch_size": 32}, {"valid_loss": 0.9970237016677856, "valid_batch_size": 32}, {"valid_loss": 1.1710922718048096, "valid_batch_size": 32}, {"valid_loss": 1.2448649406433105, "valid_batch_size": 32}, {"valid_loss": 1.2726703882217407, "valid_batch_size": 5}], "epoch": 28, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3464689254760742, "train_loss": 0.9981078654527664, "train_loss_best": true, "valid_loss": 1.1295770209534723, "valid_loss_best": false, "train_bal_acc": 0.2416415094339622, "train_bal_acc_best": false, "valid_bal_acc": 0.17830848825455425, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.9937102794647217, "train_batch_size": 32}, {"train_loss": 1.0281572341918945, "train_batch_size": 32}, {"train_loss": 0.9675347208976746, "train_batch_size": 32}, {"train_loss": 1.0249156951904297, "train_batch_size": 32}, {"valid_loss": 1.2132431268692017, "valid_batch_size": 32}, {"valid_loss": 0.8803154826164246, "valid_batch_size": 32}, {"valid_loss": 1.0924276113510132, "valid_batch_size": 32}, {"valid_loss": 1.184279441833496, "valid_batch_size": 32}, {"valid_loss": 1.4003323316574097, "valid_batch_size": 5}], "epoch": 29, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.33009791374206543, "train_loss": 1.0035794824361801, "train_loss_best": false, "valid_loss": 1.1041365628851985, "valid_loss_best": false, "train_bal_acc": 0.2564102564102564, "train_bal_acc_best": false, "valid_bal_acc": 0.30380346704902544, "valid_bal_acc_best": true}, {"batches": [{"train_loss": 1.0239633321762085, "train_batch_size": 32}, {"train_loss": 0.9518452286720276, "train_batch_size": 32}, {"train_loss": 0.959810197353363, "train_batch_size": 32}, {"train_loss": 0.9705960154533386, "train_batch_size": 32}, {"valid_loss": 1.1005691289901733, "valid_batch_size": 32}, {"valid_loss": 1.143467903137207, "valid_batch_size": 32}, {"valid_loss": 1.3577202558517456, "valid_batch_size": 32}, {"valid_loss": 1.3766512870788574, "valid_batch_size": 32}, {"valid_loss": 1.553842306137085, "valid_batch_size": 5}], "epoch": 30, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3361210823059082, "train_loss": 0.9765536934137344, "train_loss_best": true, "valid_loss": 1.256227713778503, "valid_loss_best": false, "train_bal_acc": 0.2867195422584531, "train_bal_acc_best": false, "valid_bal_acc": 0.22414676588217194, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.9737257361412048, "train_batch_size": 32}, {"train_loss": 0.9774320721626282, "train_batch_size": 32}, {"train_loss": 0.8969307541847229, "train_batch_size": 32}, {"train_loss": 0.9246042966842651, "train_batch_size": 32}, {"valid_loss": 1.3753883838653564, "valid_batch_size": 32}, {"valid_loss": 1.0600566864013672, "valid_batch_size": 32}, {"valid_loss": 1.522123098373413, "valid_batch_size": 32}, {"valid_loss": 1.55986750125885, "valid_batch_size": 32}, {"valid_loss": 1.7223362922668457, "valid_batch_size": 5}], "epoch": 31, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3445439338684082, "train_loss": 0.9431732147932053, "train_loss_best": true, "valid_loss": 1.3922528037451263, "valid_loss_best": false, "train_bal_acc": 0.2239819025308897, "train_bal_acc_best": false, "valid_bal_acc": 0.2578010663194673, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.9487186074256897, "train_batch_size": 32}, {"train_loss": 1.1652207374572754, "train_batch_size": 32}, {"train_loss": 0.9397607445716858, "train_batch_size": 32}, {"train_loss": 1.249756932258606, "train_batch_size": 32}, {"valid_loss": 1.3357640504837036, "valid_batch_size": 32}, {"valid_loss": 0.9764043688774109, "valid_batch_size": 32}, {"valid_loss": 1.2126282453536987, "valid_batch_size": 32}, {"valid_loss": 1.364312767982483, "valid_batch_size": 32}, {"valid_loss": 1.4778971672058105, "valid_batch_size": 5}], "epoch": 32, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3282020092010498, "train_loss": 1.0758642554283142, "train_loss_best": false, "valid_loss": 1.2318871254311468, "valid_loss_best": false, "train_bal_acc": 0.2805340566606389, "train_bal_acc_best": false, "valid_bal_acc": 0.29791934482607074, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.9577390551567078, "train_batch_size": 32}, {"train_loss": 1.008406162261963, "train_batch_size": 32}, {"train_loss": 0.9361171722412109, "train_batch_size": 32}, {"train_loss": 0.9404165744781494, "train_batch_size": 32}, {"valid_loss": 0.9884158372879028, "valid_batch_size": 32}, {"valid_loss": 0.9015481472015381, "valid_batch_size": 32}, {"valid_loss": 1.0540552139282227, "valid_batch_size": 32}, {"valid_loss": 1.2043625116348267, "valid_batch_size": 32}, {"valid_loss": 1.2416716814041138, "valid_batch_size": 5}], "epoch": 33, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.341533899307251, "train_loss": 0.9606697410345078, "train_loss_best": false, "valid_loss": 1.0447862641255659, "valid_loss_best": true, "train_bal_acc": 0.2046332450661632, "train_bal_acc_best": false, "valid_bal_acc": 0.25475105478278065, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.923875629901886, "train_batch_size": 32}, {"train_loss": 0.8763537406921387, "train_batch_size": 32}, {"train_loss": 0.9565930962562561, "train_batch_size": 32}, {"train_loss": 0.995539128780365, "train_batch_size": 32}, {"valid_loss": 0.996364414691925, "valid_batch_size": 32}, {"valid_loss": 0.7666151523590088, "valid_batch_size": 32}, {"valid_loss": 1.121590495109558, "valid_batch_size": 32}, {"valid_loss": 1.2461246252059937, "valid_batch_size": 32}, {"valid_loss": 1.3843342065811157, "valid_batch_size": 5}], "epoch": 34, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3298349380493164, "train_loss": 0.9380903989076614, "train_loss_best": true, "valid_loss": 1.0458939926964896, "valid_loss_best": false, "train_bal_acc": 0.24703102287087558, "train_bal_acc_best": false, "valid_bal_acc": 0.20914151943657017, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.876950204372406, "train_batch_size": 32}, {"train_loss": 0.8831191658973694, "train_batch_size": 32}, {"train_loss": 0.9618228077888489, "train_batch_size": 32}, {"train_loss": 1.0135420560836792, "train_batch_size": 32}, {"valid_loss": 1.0351333618164062, "valid_batch_size": 32}, {"valid_loss": 0.7378963232040405, "valid_batch_size": 32}, {"valid_loss": 1.1079176664352417, "valid_batch_size": 32}, {"valid_loss": 1.1664433479309082, "valid_batch_size": 32}, {"valid_loss": 1.5577269792556763, "valid_batch_size": 5}], "epoch": 35, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.33947110176086426, "train_loss": 0.9338585585355759, "train_loss_best": true, "valid_loss": 1.0323694532078909, "valid_loss_best": true, "train_bal_acc": 0.2886636603940213, "train_bal_acc_best": false, "valid_bal_acc": 0.2652002713868196, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.9189647436141968, "train_batch_size": 32}, {"train_loss": 0.9850785136222839, "train_batch_size": 32}, {"train_loss": 0.978062629699707, "train_batch_size": 32}, {"train_loss": 0.8833936452865601, "train_batch_size": 32}, {"valid_loss": 0.9672448635101318, "valid_batch_size": 32}, {"valid_loss": 0.7367870807647705, "valid_batch_size": 32}, {"valid_loss": 1.1485453844070435, "valid_batch_size": 32}, {"valid_loss": 1.2479268312454224, "valid_batch_size": 32}, {"valid_loss": 1.3370229005813599, "valid_batch_size": 5}], "epoch": 36, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3311190605163574, "train_loss": 0.941374883055687, "train_loss_best": false, "valid_loss": 1.0368514858690419, "valid_loss_best": false, "train_bal_acc": 0.28201234567901234, "train_bal_acc_best": false, "valid_bal_acc": 0.202230563429802, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.885109007358551, "train_batch_size": 32}, {"train_loss": 0.8697179555892944, "train_batch_size": 32}, {"train_loss": 1.0037059783935547, "train_batch_size": 32}, {"train_loss": 0.8792762756347656, "train_batch_size": 32}, {"valid_loss": 1.1437567472457886, "valid_batch_size": 32}, {"valid_loss": 0.9047528505325317, "valid_batch_size": 32}, {"valid_loss": 1.1952296495437622, "valid_batch_size": 32}, {"valid_loss": 1.3568977117538452, "valid_batch_size": 32}, {"valid_loss": 1.2067502737045288, "valid_batch_size": 5}], "epoch": 37, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.34201622009277344, "train_loss": 0.9094523042440414, "train_loss_best": true, "valid_loss": 1.152286722247762, "valid_loss_best": false, "train_bal_acc": 0.2951790815205449, "train_bal_acc_best": false, "valid_bal_acc": 0.24731799503373106, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.8979055881500244, "train_batch_size": 32}, {"train_loss": 0.8670800924301147, "train_batch_size": 32}, {"train_loss": 0.8548839688301086, "train_batch_size": 32}, {"train_loss": 0.8835800886154175, "train_batch_size": 32}, {"valid_loss": 1.3337266445159912, "valid_batch_size": 32}, {"valid_loss": 1.5847277641296387, "valid_batch_size": 32}, {"valid_loss": 1.8572927713394165, "valid_batch_size": 32}, {"valid_loss": 1.8121238946914673, "valid_batch_size": 32}, {"valid_loss": 1.3987056016921997, "valid_batch_size": 5}], "epoch": 38, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3273589611053467, "train_loss": 0.8758624345064163, "train_loss_best": true, "valid_loss": 1.6376346044970633, "valid_loss_best": false, "train_bal_acc": 0.30471709050822976, "train_bal_acc_best": false, "valid_bal_acc": 0.16006136418572967, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.95416259765625, "train_batch_size": 32}, {"train_loss": 0.8282321095466614, "train_batch_size": 32}, {"train_loss": 0.8994620442390442, "train_batch_size": 32}, {"train_loss": 0.8120381832122803, "train_batch_size": 32}, {"valid_loss": 1.0182723999023438, "valid_batch_size": 32}, {"valid_loss": 0.7451676726341248, "valid_batch_size": 32}, {"valid_loss": 1.165923833847046, "valid_batch_size": 32}, {"valid_loss": 1.3923358917236328, "valid_batch_size": 32}, {"valid_loss": 1.5529285669326782, "valid_batch_size": 5}], "epoch": 39, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.337460994720459, "train_loss": 0.873473733663559, "train_loss_best": true, "valid_loss": 1.0981882434142263, "valid_loss_best": false, "train_bal_acc": 0.3323712465878071, "train_bal_acc_best": false, "valid_bal_acc": 0.22149085580240402, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.8129301071166992, "train_batch_size": 32}, {"train_loss": 0.8327925205230713, "train_batch_size": 32}, {"train_loss": 0.9404646158218384, "train_batch_size": 32}, {"train_loss": 0.9046623706817627, "train_batch_size": 32}, {"valid_loss": 0.9703493714332581, "valid_batch_size": 32}, {"valid_loss": 0.8465285897254944, "valid_batch_size": 32}, {"valid_loss": 1.2794514894485474, "valid_batch_size": 32}, {"valid_loss": 1.4248212575912476, "valid_batch_size": 32}, {"valid_loss": 1.9269675016403198, "valid_batch_size": 5}], "epoch": 40, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.326632022857666, "train_loss": 0.8727124035358429, "train_loss_best": true, "valid_loss": 1.1602380463951512, "valid_loss_best": false, "train_bal_acc": 0.1929268094774424, "train_bal_acc_best": false, "valid_bal_acc": 0.2611068077438635, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.8471619486808777, "train_batch_size": 32}, {"train_loss": 0.8147822022438049, "train_batch_size": 32}, {"train_loss": 0.8098181486129761, "train_batch_size": 32}, {"train_loss": 0.89857017993927, "train_batch_size": 32}, {"valid_loss": 0.9146913886070251, "valid_batch_size": 32}, {"valid_loss": 0.8199657201766968, "valid_batch_size": 32}, {"valid_loss": 1.284361720085144, "valid_batch_size": 32}, {"valid_loss": 1.2841376066207886, "valid_batch_size": 32}, {"valid_loss": 1.9838531017303467, "valid_batch_size": 5}], "epoch": 41, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3382587432861328, "train_loss": 0.8425831198692322, "train_loss_best": true, "valid_loss": 1.1099268529648172, "valid_loss_best": false, "train_bal_acc": 0.18462838006697657, "train_bal_acc_best": false, "valid_bal_acc": 0.2757165793174677, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.8364125490188599, "train_batch_size": 32}, {"train_loss": 0.8084967136383057, "train_batch_size": 32}, {"train_loss": 0.8381466865539551, "train_batch_size": 32}, {"train_loss": 0.8267979025840759, "train_batch_size": 32}, {"valid_loss": 0.8983807563781738, "valid_batch_size": 32}, {"valid_loss": 0.7686605453491211, "valid_batch_size": 32}, {"valid_loss": 1.307968020439148, "valid_batch_size": 32}, {"valid_loss": 1.2377418279647827, "valid_batch_size": 32}, {"valid_loss": 1.7387539148330688, "valid_batch_size": 5}], "epoch": 42, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3238530158996582, "train_loss": 0.8274634629487991, "train_loss_best": true, "valid_loss": 1.0789609502132673, "valid_loss_best": false, "train_bal_acc": 0.2887369901547117, "train_bal_acc_best": false, "valid_bal_acc": 0.19759528753818095, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.7961063981056213, "train_batch_size": 32}, {"train_loss": 0.8396801948547363, "train_batch_size": 32}, {"train_loss": 0.8907982110977173, "train_batch_size": 32}, {"train_loss": 0.7944714426994324, "train_batch_size": 32}, {"valid_loss": 0.8687636852264404, "valid_batch_size": 32}, {"valid_loss": 0.8296024203300476, "valid_batch_size": 32}, {"valid_loss": 1.1625900268554688, "valid_batch_size": 32}, {"valid_loss": 1.2333011627197266, "valid_batch_size": 32}, {"valid_loss": 1.4195711612701416, "valid_batch_size": 5}], "epoch": 43, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.36157798767089844, "train_loss": 0.8302640616893768, "train_loss_best": false, "valid_loss": 1.0384517988764255, "valid_loss_best": false, "train_bal_acc": 0.28373493975903613, "train_bal_acc_best": false, "valid_bal_acc": 0.199817541806755, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.7811527252197266, "train_batch_size": 32}, {"train_loss": 0.7716496586799622, "train_batch_size": 32}, {"train_loss": 0.8956562280654907, "train_batch_size": 32}, {"train_loss": 0.7569347620010376, "train_batch_size": 32}, {"valid_loss": 1.1649497747421265, "valid_batch_size": 32}, {"valid_loss": 0.8362938761711121, "valid_batch_size": 32}, {"valid_loss": 1.1759350299835205, "valid_batch_size": 32}, {"valid_loss": 1.4364453554153442, "valid_batch_size": 32}, {"valid_loss": 1.525192379951477, "valid_batch_size": 5}], "epoch": 44, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.320188045501709, "train_loss": 0.8013483434915543, "train_loss_best": true, "valid_loss": 1.1673829403138698, "valid_loss_best": false, "train_bal_acc": 0.3288011956551403, "train_bal_acc_best": false, "valid_bal_acc": 0.22393759476564043, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.7670579552650452, "train_batch_size": 32}, {"train_loss": 0.7086752653121948, "train_batch_size": 32}, {"train_loss": 0.7709773778915405, "train_batch_size": 32}, {"train_loss": 0.8704472780227661, "train_batch_size": 32}, {"valid_loss": 1.2828882932662964, "valid_batch_size": 32}, {"valid_loss": 1.1376243829727173, "valid_batch_size": 32}, {"valid_loss": 1.4489083290100098, "valid_batch_size": 32}, {"valid_loss": 1.580954670906067, "valid_batch_size": 32}, {"valid_loss": 1.6392292976379395, "valid_batch_size": 5}], "epoch": 45, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.34787893295288086, "train_loss": 0.7792894691228867, "train_loss_best": true, "valid_loss": 1.3729937453018992, "valid_loss_best": false, "train_bal_acc": 0.297718253968254, "train_bal_acc_best": false, "valid_bal_acc": 0.20136778407717495, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.8693625330924988, "train_batch_size": 32}, {"train_loss": 0.8085200190544128, "train_batch_size": 32}, {"train_loss": 0.7867456674575806, "train_batch_size": 32}, {"train_loss": 0.8282049894332886, "train_batch_size": 32}, {"valid_loss": 1.0970938205718994, "valid_batch_size": 32}, {"valid_loss": 1.3608601093292236, "valid_batch_size": 32}, {"valid_loss": 1.506055235862732, "valid_batch_size": 32}, {"valid_loss": 1.428454041481018, "valid_batch_size": 32}, {"valid_loss": 1.3472650051116943, "valid_batch_size": 5}], "epoch": 46, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.35187315940856934, "train_loss": 0.8232083022594452, "train_loss_best": false, "valid_loss": 1.3480838169728904, "valid_loss_best": false, "train_bal_acc": 0.2917636684303351, "train_bal_acc_best": false, "valid_bal_acc": 0.21171310183048764, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.7473106384277344, "train_batch_size": 32}, {"train_loss": 0.7397613525390625, "train_batch_size": 32}, {"train_loss": 0.7421888113021851, "train_batch_size": 32}, {"train_loss": 0.9648328423500061, "train_batch_size": 32}, {"valid_loss": 0.8617381453514099, "valid_batch_size": 32}, {"valid_loss": 0.7865122556686401, "valid_batch_size": 32}, {"valid_loss": 0.972062885761261, "valid_batch_size": 32}, {"valid_loss": 1.0123307704925537, "valid_batch_size": 32}, {"valid_loss": 1.3279147148132324, "valid_batch_size": 5}], "epoch": 47, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3298029899597168, "train_loss": 0.798523411154747, "train_loss_best": false, "valid_loss": 0.9239412286227807, "valid_loss_best": true, "train_bal_acc": 0.2549061938833538, "train_bal_acc_best": false, "valid_bal_acc": 0.22131808018546595, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.7229837775230408, "train_batch_size": 32}, {"train_loss": 0.8034501671791077, "train_batch_size": 32}, {"train_loss": 0.7484564781188965, "train_batch_size": 32}, {"train_loss": 0.7533414363861084, "train_batch_size": 32}, {"valid_loss": 0.8186284899711609, "valid_batch_size": 32}, {"valid_loss": 0.8525367379188538, "valid_batch_size": 32}, {"valid_loss": 0.9464332461357117, "valid_batch_size": 32}, {"valid_loss": 0.9528770446777344, "valid_batch_size": 32}, {"valid_loss": 1.1625176668167114, "valid_batch_size": 5}], "epoch": 48, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3392043113708496, "train_loss": 0.7570579648017883, "train_loss_best": true, "valid_loss": 0.9027654506210098, "valid_loss_best": true, "train_bal_acc": 0.2764784676177081, "train_bal_acc_best": false, "valid_bal_acc": 0.30726488507262617, "valid_bal_acc_best": true}, {"batches": [{"train_loss": 0.7610593438148499, "train_batch_size": 32}, {"train_loss": 0.6805979013442993, "train_batch_size": 32}, {"train_loss": 0.7594736218452454, "train_batch_size": 32}, {"train_loss": 0.6743883490562439, "train_batch_size": 32}, {"valid_loss": 0.9318718910217285, "valid_batch_size": 32}, {"valid_loss": 0.7672654390335083, "valid_batch_size": 32}, {"valid_loss": 0.954897403717041, "valid_batch_size": 32}, {"valid_loss": 1.0474716424942017, "valid_batch_size": 32}, {"valid_loss": 1.1103980541229248, "valid_batch_size": 5}], "epoch": 49, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.32890892028808594, "train_loss": 0.7188798040151596, "train_loss_best": true, "valid_loss": 0.932332288053699, "valid_loss_best": false, "train_bal_acc": 0.2986393821131168, "train_bal_acc_best": false, "valid_bal_acc": 0.27691083239941106, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.7375665307044983, "train_batch_size": 32}, {"train_loss": 0.6948497891426086, "train_batch_size": 32}, {"train_loss": 0.6774396896362305, "train_batch_size": 32}, {"train_loss": 0.648044228553772, "train_batch_size": 32}, {"valid_loss": 0.9288260340690613, "valid_batch_size": 32}, {"valid_loss": 0.8263171911239624, "valid_batch_size": 32}, {"valid_loss": 0.9886738657951355, "valid_batch_size": 32}, {"valid_loss": 1.1221164464950562, "valid_batch_size": 32}, {"valid_loss": 1.0158779621124268, "valid_batch_size": 5}], "epoch": 50, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3373901844024658, "train_loss": 0.6894750595092773, "train_loss_best": true, "valid_loss": 0.9683403233836468, "valid_loss_best": false, "train_bal_acc": 0.27689803473242963, "train_bal_acc_best": false, "valid_bal_acc": 0.209615072955809, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.6750202178955078, "train_batch_size": 32}, {"train_loss": 0.6300655603408813, "train_batch_size": 32}, {"train_loss": 0.7713057994842529, "train_batch_size": 32}, {"train_loss": 0.7452517151832581, "train_batch_size": 32}, {"valid_loss": 0.8364322781562805, "valid_batch_size": 32}, {"valid_loss": 0.7040582299232483, "valid_batch_size": 32}, {"valid_loss": 0.9540899395942688, "valid_batch_size": 32}, {"valid_loss": 1.0837368965148926, "valid_batch_size": 32}, {"valid_loss": 1.0637723207473755, "valid_batch_size": 5}], "epoch": 51, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3173227310180664, "train_loss": 0.705410823225975, "train_loss_best": false, "valid_loss": 0.9009399745697365, "valid_loss_best": true, "train_bal_acc": 0.3284836987763817, "train_bal_acc_best": false, "valid_bal_acc": 0.2575624354494913, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.6958261728286743, "train_batch_size": 32}, {"train_loss": 0.7406517267227173, "train_batch_size": 32}, {"train_loss": 0.659953773021698, "train_batch_size": 32}, {"train_loss": 0.6082266569137573, "train_batch_size": 32}, {"valid_loss": 0.8559011816978455, "valid_batch_size": 32}, {"valid_loss": 0.6593986749649048, "valid_batch_size": 32}, {"valid_loss": 0.9762333035469055, "valid_batch_size": 32}, {"valid_loss": 1.1590229272842407, "valid_batch_size": 32}, {"valid_loss": 1.4221299886703491, "valid_batch_size": 5}], "epoch": 52, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.34250879287719727, "train_loss": 0.6761645823717117, "train_loss_best": true, "valid_loss": 0.9317928176177176, "valid_loss_best": false, "train_bal_acc": 0.2590705128205128, "train_bal_acc_best": false, "valid_bal_acc": 0.2959848210165469, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.6526769995689392, "train_batch_size": 32}, {"train_loss": 0.6680646538734436, "train_batch_size": 32}, {"train_loss": 0.6446819305419922, "train_batch_size": 32}, {"train_loss": 0.654083788394928, "train_batch_size": 32}, {"valid_loss": 0.9310426712036133, "valid_batch_size": 32}, {"valid_loss": 0.7178217768669128, "valid_batch_size": 32}, {"valid_loss": 1.0017235279083252, "valid_batch_size": 32}, {"valid_loss": 1.2581334114074707, "valid_batch_size": 32}, {"valid_loss": 1.4049421548843384, "valid_batch_size": 5}], "epoch": 53, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3284127712249756, "train_loss": 0.6548768430948257, "train_loss_best": true, "valid_loss": 0.9932616178254435, "valid_loss_best": false, "train_bal_acc": 0.30344152303048005, "train_bal_acc_best": false, "valid_bal_acc": 0.30716524380864485, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.6304660439491272, "train_batch_size": 32}, {"train_loss": 0.7297734022140503, "train_batch_size": 32}, {"train_loss": 0.6290069818496704, "train_batch_size": 32}, {"train_loss": 0.6419289112091064, "train_batch_size": 32}, {"valid_loss": 0.7903143763542175, "valid_batch_size": 32}, {"valid_loss": 0.7630282044410706, "valid_batch_size": 32}, {"valid_loss": 0.9053075313568115, "valid_batch_size": 32}, {"valid_loss": 1.1267995834350586, "valid_batch_size": 32}, {"valid_loss": 0.8623000383377075, "valid_batch_size": 5}], "epoch": 54, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3485870361328125, "train_loss": 0.6577938348054886, "train_loss_best": false, "valid_loss": 0.8950818830862978, "valid_loss_best": true, "train_bal_acc": 0.28573197856637345, "train_bal_acc_best": false, "valid_bal_acc": 0.2729058853582965, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.6629208922386169, "train_batch_size": 32}, {"train_loss": 0.6252685189247131, "train_batch_size": 32}, {"train_loss": 0.6473690867424011, "train_batch_size": 32}, {"train_loss": 0.584454357624054, "train_batch_size": 32}, {"valid_loss": 0.8444048166275024, "valid_batch_size": 32}, {"valid_loss": 0.7586001753807068, "valid_batch_size": 32}, {"valid_loss": 0.9724303483963013, "valid_batch_size": 32}, {"valid_loss": 1.1780441999435425, "valid_batch_size": 32}, {"valid_loss": 1.0157674551010132, "valid_batch_size": 5}], "epoch": 55, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.31865406036376953, "train_loss": 0.6300032138824463, "train_loss_best": true, "valid_loss": 0.9412795681702463, "valid_loss_best": false, "train_bal_acc": 0.31035256410256407, "train_bal_acc_best": false, "valid_bal_acc": 0.2906172402048036, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.5642516016960144, "train_batch_size": 32}, {"train_loss": 0.6160073280334473, "train_batch_size": 32}, {"train_loss": 0.6263787746429443, "train_batch_size": 32}, {"train_loss": 0.6031268835067749, "train_batch_size": 32}, {"valid_loss": 0.9532056450843811, "valid_batch_size": 32}, {"valid_loss": 0.7567122578620911, "valid_batch_size": 32}, {"valid_loss": 1.0344020128250122, "valid_batch_size": 32}, {"valid_loss": 1.2750003337860107, "valid_batch_size": 32}, {"valid_loss": 1.0837297439575195, "valid_batch_size": 5}], "epoch": 56, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3384439945220947, "train_loss": 0.6024411469697952, "train_loss_best": true, "valid_loss": 1.0077962158317852, "valid_loss_best": false, "train_bal_acc": 0.33625, "train_bal_acc_best": false, "valid_bal_acc": 0.2846255109104094, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.6007227301597595, "train_batch_size": 32}, {"train_loss": 0.5836251974105835, "train_batch_size": 32}, {"train_loss": 0.5941302180290222, "train_batch_size": 32}, {"train_loss": 0.6169543266296387, "train_batch_size": 32}, {"valid_loss": 0.7690841555595398, "valid_batch_size": 32}, {"valid_loss": 0.7679018974304199, "valid_batch_size": 32}, {"valid_loss": 1.0463212728500366, "valid_batch_size": 32}, {"valid_loss": 1.2895960807800293, "valid_batch_size": 32}, {"valid_loss": 0.9191245436668396, "valid_batch_size": 5}], "epoch": 57, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.32082700729370117, "train_loss": 0.598858118057251, "train_loss_best": true, "valid_loss": 0.9663799378208648, "valid_loss_best": false, "train_bal_acc": 0.3445061515904889, "train_bal_acc_best": false, "valid_bal_acc": 0.2722552986353748, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.5906610488891602, "train_batch_size": 32}, {"train_loss": 0.5678413510322571, "train_batch_size": 32}, {"train_loss": 0.6706556677818298, "train_batch_size": 32}, {"train_loss": 0.6467511653900146, "train_batch_size": 32}, {"valid_loss": 0.7802035808563232, "valid_batch_size": 32}, {"valid_loss": 0.5936909914016724, "valid_batch_size": 32}, {"valid_loss": 1.1165038347244263, "valid_batch_size": 32}, {"valid_loss": 1.2119511365890503, "valid_batch_size": 32}, {"valid_loss": 1.4442918300628662, "valid_batch_size": 5}], "epoch": 58, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3513021469116211, "train_loss": 0.6189773082733154, "train_loss_best": false, "valid_loss": 0.9450875529669281, "valid_loss_best": false, "train_bal_acc": 0.2977172436307658, "train_bal_acc_best": false, "valid_bal_acc": 0.2739180236007647, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.5717142224311829, "train_batch_size": 32}, {"train_loss": 0.7455251216888428, "train_batch_size": 32}, {"train_loss": 0.6606829166412354, "train_batch_size": 32}, {"train_loss": 0.5809113383293152, "train_batch_size": 32}, {"valid_loss": 1.4490360021591187, "valid_batch_size": 32}, {"valid_loss": 0.6207452416419983, "valid_batch_size": 32}, {"valid_loss": 1.3338793516159058, "valid_batch_size": 32}, {"valid_loss": 1.2752244472503662, "valid_batch_size": 32}, {"valid_loss": 1.758466362953186, "valid_batch_size": 5}], "epoch": 59, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3482198715209961, "train_loss": 0.639708399772644, "train_loss_best": false, "valid_loss": 1.19185453518889, "valid_loss_best": false, "train_bal_acc": 0.26613888888888887, "train_bal_acc_best": false, "valid_bal_acc": 0.2472109373283231, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.5550860166549683, "train_batch_size": 32}, {"train_loss": 0.5995701551437378, "train_batch_size": 32}, {"train_loss": 0.5736798048019409, "train_batch_size": 32}, {"train_loss": 0.5901203751564026, "train_batch_size": 32}, {"valid_loss": 2.1050937175750732, "valid_batch_size": 32}, {"valid_loss": 1.2138035297393799, "valid_batch_size": 32}, {"valid_loss": 1.846597671508789, "valid_batch_size": 32}, {"valid_loss": 1.8957635164260864, "valid_batch_size": 32}, {"valid_loss": 1.9037063121795654, "valid_batch_size": 5}], "epoch": 60, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.36775779724121094, "train_loss": 0.5796140879392624, "train_loss_best": true, "valid_loss": 1.7705173044276417, "valid_loss_best": false, "train_bal_acc": 0.2903529360092455, "train_bal_acc_best": false, "valid_bal_acc": 0.18169175896016, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.5476763844490051, "train_batch_size": 32}, {"train_loss": 0.7578598856925964, "train_batch_size": 32}, {"train_loss": 0.5818953514099121, "train_batch_size": 32}, {"train_loss": 0.5038421154022217, "train_batch_size": 32}, {"valid_loss": 1.5933088064193726, "valid_batch_size": 32}, {"valid_loss": 1.050613522529602, "valid_batch_size": 32}, {"valid_loss": 1.6803005933761597, "valid_batch_size": 32}, {"valid_loss": 1.801815390586853, "valid_batch_size": 32}, {"valid_loss": 1.93337082862854, "valid_batch_size": 5}], "epoch": 61, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3673818111419678, "train_loss": 0.5978184342384338, "train_loss_best": false, "valid_loss": 1.5466171440325285, "valid_loss_best": false, "train_bal_acc": 0.28558282014505704, "train_bal_acc_best": false, "valid_bal_acc": 0.230230719999121, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.651725709438324, "train_batch_size": 32}, {"train_loss": 0.6788636445999146, "train_batch_size": 32}, {"train_loss": 0.5425689816474915, "train_batch_size": 32}, {"train_loss": 0.6009938716888428, "train_batch_size": 32}, {"valid_loss": 1.358256459236145, "valid_batch_size": 32}, {"valid_loss": 0.6905752420425415, "valid_batch_size": 32}, {"valid_loss": 0.9662342667579651, "valid_batch_size": 32}, {"valid_loss": 1.2337747812271118, "valid_batch_size": 32}, {"valid_loss": 1.442430853843689, "valid_batch_size": 5}], "epoch": 62, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3277928829193115, "train_loss": 0.6185380518436432, "train_loss_best": false, "valid_loss": 1.076504197335781, "valid_loss_best": false, "train_bal_acc": 0.31686479456216304, "train_bal_acc_best": false, "valid_bal_acc": 0.3084583827762762, "valid_bal_acc_best": true}, {"batches": [{"train_loss": 0.6684788465499878, "train_batch_size": 32}, {"train_loss": 0.5713379979133606, "train_batch_size": 32}, {"train_loss": 0.5424784421920776, "train_batch_size": 32}, {"train_loss": 0.5835721492767334, "train_batch_size": 32}, {"valid_loss": 0.9022980332374573, "valid_batch_size": 32}, {"valid_loss": 1.4837104082107544, "valid_batch_size": 32}, {"valid_loss": 1.4074941873550415, "valid_batch_size": 32}, {"valid_loss": 1.3398171663284302, "valid_batch_size": 32}, {"valid_loss": 1.0314196348190308, "valid_batch_size": 5}], "epoch": 63, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3086249828338623, "train_loss": 0.5914668589830399, "train_loss_best": false, "valid_loss": 1.2738596362278873, "valid_loss_best": false, "train_bal_acc": 0.28612839522438915, "train_bal_acc_best": false, "valid_bal_acc": 0.2237482008262465, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.5951064825057983, "train_batch_size": 32}, {"train_loss": 0.6020799279212952, "train_batch_size": 32}, {"train_loss": 0.5383819341659546, "train_batch_size": 32}, {"train_loss": 0.4874068796634674, "train_batch_size": 32}, {"valid_loss": 1.0470538139343262, "valid_batch_size": 32}, {"valid_loss": 2.176321029663086, "valid_batch_size": 32}, {"valid_loss": 1.7238937616348267, "valid_batch_size": 32}, {"valid_loss": 1.5764284133911133, "valid_batch_size": 32}, {"valid_loss": 1.388495683670044, "valid_batch_size": 5}], "epoch": 64, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3024449348449707, "train_loss": 0.5557438060641289, "train_loss_best": true, "valid_loss": 1.6218103986037404, "valid_loss_best": false, "train_bal_acc": 0.3292561860027826, "train_bal_acc_best": false, "valid_bal_acc": 0.2660206122135056, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.5029975771903992, "train_batch_size": 32}, {"train_loss": 0.4834103584289551, "train_batch_size": 32}, {"train_loss": 0.46604618430137634, "train_batch_size": 32}, {"train_loss": 0.6072538495063782, "train_batch_size": 32}, {"valid_loss": 1.0572623014450073, "valid_batch_size": 32}, {"valid_loss": 1.6918895244598389, "valid_batch_size": 32}, {"valid_loss": 1.7185747623443604, "valid_batch_size": 32}, {"valid_loss": 1.6947319507598877, "valid_batch_size": 32}, {"valid_loss": 1.4047563076019287, "valid_batch_size": 5}], "epoch": 65, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.2982640266418457, "train_loss": 0.5149269923567772, "train_loss_best": true, "valid_loss": 1.535507178844366, "valid_loss_best": false, "train_bal_acc": 0.409579975616227, "train_bal_acc_best": true, "valid_bal_acc": 0.2445274216054673, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.6602992415428162, "train_batch_size": 32}, {"train_loss": 0.5145754814147949, "train_batch_size": 32}, {"train_loss": 0.5329480171203613, "train_batch_size": 32}, {"train_loss": 0.4610033929347992, "train_batch_size": 32}, {"valid_loss": 0.7967224717140198, "valid_batch_size": 32}, {"valid_loss": 0.9812827110290527, "valid_batch_size": 32}, {"valid_loss": 1.1573454141616821, "valid_batch_size": 32}, {"valid_loss": 1.225615382194519, "valid_batch_size": 32}, {"valid_loss": 1.1894159317016602, "valid_batch_size": 5}], "epoch": 66, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3191089630126953, "train_loss": 0.5422065332531929, "train_loss_best": false, "valid_loss": 1.0458495563134216, "valid_loss_best": false, "train_bal_acc": 0.30534876543209877, "train_bal_acc_best": false, "valid_bal_acc": 0.20070984958358054, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.563130259513855, "train_batch_size": 32}, {"train_loss": 0.5234989523887634, "train_batch_size": 32}, {"train_loss": 0.4515734314918518, "train_batch_size": 32}, {"train_loss": 0.45886358618736267, "train_batch_size": 32}, {"valid_loss": 1.50314462184906, "valid_batch_size": 32}, {"valid_loss": 0.6869811415672302, "valid_batch_size": 32}, {"valid_loss": 1.0120195150375366, "valid_batch_size": 32}, {"valid_loss": 1.2307041883468628, "valid_batch_size": 32}, {"valid_loss": 1.8939534425735474, "valid_batch_size": 5}], "epoch": 67, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.30033183097839355, "train_loss": 0.4992665573954582, "train_loss_best": true, "valid_loss": 1.1377515048909008, "valid_loss_best": false, "train_bal_acc": 0.2734989381687495, "train_bal_acc_best": false, "valid_bal_acc": 0.3146991808952469, "valid_bal_acc_best": true}, {"batches": [{"train_loss": 0.5846409201622009, "train_batch_size": 32}, {"train_loss": 0.45545101165771484, "train_batch_size": 32}, {"train_loss": 0.4842076599597931, "train_batch_size": 32}, {"train_loss": 0.46879151463508606, "train_batch_size": 32}, {"valid_loss": 0.5844781994819641, "valid_batch_size": 32}, {"valid_loss": 0.8470609188079834, "valid_batch_size": 32}, {"valid_loss": 1.3231598138809204, "valid_batch_size": 32}, {"valid_loss": 1.4226415157318115, "valid_batch_size": 32}, {"valid_loss": 1.9654051065444946, "valid_batch_size": 5}], "epoch": 68, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.305988073348999, "train_loss": 0.49827277660369873, "train_loss_best": true, "valid_loss": 1.0789618035008137, "valid_loss_best": false, "train_bal_acc": 0.34000999000999, "train_bal_acc_best": false, "valid_bal_acc": 0.29196325565297643, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.46902304887771606, "train_batch_size": 32}, {"train_loss": 0.4093565344810486, "train_batch_size": 32}, {"train_loss": 0.5097866654396057, "train_batch_size": 32}, {"train_loss": 0.4493616223335266, "train_batch_size": 32}, {"valid_loss": 0.5542410016059875, "valid_batch_size": 32}, {"valid_loss": 0.745093584060669, "valid_batch_size": 32}, {"valid_loss": 1.3496729135513306, "valid_batch_size": 32}, {"valid_loss": 1.4274373054504395, "valid_batch_size": 32}, {"valid_loss": 1.7073423862457275, "valid_batch_size": 5}], "epoch": 69, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3183112144470215, "train_loss": 0.45938196778297424, "train_loss_best": true, "valid_loss": 1.0449845539896112, "valid_loss_best": false, "train_bal_acc": 0.3190858895705521, "train_bal_acc_best": false, "valid_bal_acc": 0.3022741693585602, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.4736570417881012, "train_batch_size": 32}, {"train_loss": 0.41226503252983093, "train_batch_size": 32}, {"train_loss": 0.5841488242149353, "train_batch_size": 32}, {"train_loss": 0.7890324592590332, "train_batch_size": 32}, {"valid_loss": 0.7573078870773315, "valid_batch_size": 32}, {"valid_loss": 0.9460887908935547, "valid_batch_size": 32}, {"valid_loss": 1.3526095151901245, "valid_batch_size": 32}, {"valid_loss": 1.619044303894043, "valid_batch_size": 32}, {"valid_loss": 2.031780958175659, "valid_batch_size": 5}], "epoch": 70, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.321854829788208, "train_loss": 0.5647758394479752, "train_loss_best": false, "valid_loss": 1.201206922531128, "valid_loss_best": false, "train_bal_acc": 0.28696890628397476, "train_bal_acc_best": false, "valid_bal_acc": 0.33364654064209903, "valid_bal_acc_best": true}, {"batches": [{"train_loss": 0.41446611285209656, "train_batch_size": 32}, {"train_loss": 0.6308756470680237, "train_batch_size": 32}, {"train_loss": 0.8212426900863647, "train_batch_size": 32}, {"train_loss": 0.5395389795303345, "train_batch_size": 32}, {"valid_loss": 1.0765193700790405, "valid_batch_size": 32}, {"valid_loss": 1.1952003240585327, "valid_batch_size": 32}, {"valid_loss": 1.5332154035568237, "valid_batch_size": 32}, {"valid_loss": 1.5670461654663086, "valid_batch_size": 32}, {"valid_loss": 2.1777617931365967, "valid_batch_size": 5}], "epoch": 71, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3356928825378418, "train_loss": 0.6015308573842049, "train_loss_best": false, "valid_loss": 1.3743775141866583, "valid_loss_best": false, "train_bal_acc": 0.3375320512820513, "train_bal_acc_best": false, "valid_bal_acc": 0.22322067209440305, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.5188731551170349, "train_batch_size": 32}, {"train_loss": 0.5621249079704285, "train_batch_size": 32}, {"train_loss": 0.556570291519165, "train_batch_size": 32}, {"train_loss": 0.5483652353286743, "train_batch_size": 32}, {"valid_loss": 1.104910969734192, "valid_batch_size": 32}, {"valid_loss": 1.2840319871902466, "valid_batch_size": 32}, {"valid_loss": 1.31456458568573, "valid_batch_size": 32}, {"valid_loss": 1.14110267162323, "valid_batch_size": 32}, {"valid_loss": 1.081729531288147, "valid_batch_size": 5}], "epoch": 72, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.31050992012023926, "train_loss": 0.5464833974838257, "train_loss_best": false, "valid_loss": 1.2062870264053345, "valid_loss_best": false, "train_bal_acc": 0.3083333333333333, "train_bal_acc_best": false, "valid_bal_acc": 0.21339182708154789, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.5191491842269897, "train_batch_size": 32}, {"train_loss": 0.5975192189216614, "train_batch_size": 32}, {"train_loss": 0.5524929761886597, "train_batch_size": 32}, {"train_loss": 0.630722165107727, "train_batch_size": 32}, {"valid_loss": 0.9141086339950562, "valid_batch_size": 32}, {"valid_loss": 1.1474193334579468, "valid_batch_size": 32}, {"valid_loss": 1.40768301486969, "valid_batch_size": 32}, {"valid_loss": 1.5306111574172974, "valid_batch_size": 32}, {"valid_loss": 1.6306856870651245, "valid_batch_size": 5}], "epoch": 73, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.3156158924102783, "train_loss": 0.5749708861112595, "train_loss_best": false, "valid_loss": 1.264268698548912, "valid_loss_best": false, "train_bal_acc": 0.27539891395154553, "train_bal_acc_best": false, "valid_bal_acc": 0.25328019590392686, "valid_bal_acc_best": false}, {"batches": [{"train_loss": 0.49571138620376587, "train_batch_size": 32}, {"train_loss": 0.5721687078475952, "train_batch_size": 32}, {"train_loss": 0.5375229120254517, "train_batch_size": 32}, {"train_loss": 0.49461865425109863, "train_batch_size": 32}, {"valid_loss": 1.1167477369308472, "valid_batch_size": 32}, {"valid_loss": 0.6808054447174072, "valid_batch_size": 32}, {"valid_loss": 1.2306571006774902, "valid_batch_size": 32}, {"valid_loss": 1.620121955871582, "valid_batch_size": 32}, {"valid_loss": 1.9767513275146484, "valid_batch_size": 5}], "epoch": 74, "train_batch_count": 4, "valid_batch_count": 5, "dur": 0.316378116607666, "train_loss": 0.5250054150819778, "train_loss_best": false, "valid_loss": 1.1927096861645692, "valid_loss_best": false, "train_bal_acc": 0.32223888158707686, "train_bal_acc_best": false, "valid_bal_acc": 0.28354758608565717, "valid_bal_acc_best": false}]
|
metadata.json
ADDED
|
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_valid_bal_acc": 0.33364654064209903,
|
| 3 |
+
"chance_level": 0.2,
|
| 4 |
+
"display_metric_key": "best_valid_bal_acc",
|
| 5 |
+
"display_metric_name": "balanced accuracy",
|
| 6 |
+
"display_split_name": "held-out recording",
|
| 7 |
+
"epochs_ran": 74,
|
| 8 |
+
"epochs_requested": 100,
|
| 9 |
+
"final_valid_bal_acc": 0.28354758608565717,
|
| 10 |
+
"patience": 20,
|
| 11 |
+
"short_run_epochs": 3,
|
| 12 |
+
"tutorial": "plot_sleep_staging_usleep"
|
| 13 |
+
}
|
params.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:350beb7dc3c3831640957bd7722e1b15209925c23a15ad7cb7ccc8a9ff90adc4
|
| 3 |
+
size 9976348
|