| Epoch 0 | Batch 1999/57412 | Loss: 0.396 | time 254.98479223251343 |
| Epoch 0 | Batch 3999/57412 | Loss: 0.598 | time 501.5320391654968 |
| Epoch 0 | Batch 5999/57412 | Loss: 0.412 | time 750.8397879600525 |
| Epoch 0 | Batch 7999/57412 | Loss: 0.531 | time 995.1165738105774 |
| Epoch 0 | Batch 9999/57412 | Loss: 0.520 | time 1229.0222663879395 |
| Epoch 0 | Batch 11999/57412 | Loss: 0.254 | time 1469.9271094799042 |
| Epoch 0 | Batch 13999/57412 | Loss: 0.196 | time 1717.8649022579193 |
| Epoch 0 | Batch 15999/57412 | Loss: 0.377 | time 1954.6233386993408 |
| Epoch 0 | Batch 17999/57412 | Loss: 0.139 | time 2201.718013048172 |
| Epoch 0 | Batch 19999/57412 | Loss: 0.463 | time 2447.0384137630463 |
| Saving at Step 20000 |
| Epoch 0 | Batch 21999/57412 | Loss: 0.535 | time 2681.026620388031 |
| Epoch 0 | Batch 23999/57412 | Loss: 0.824 | time 2921.255893945694 |
| Epoch 0 | Batch 25999/57412 | Loss: 0.301 | time 3162.3500986099243 |
| Epoch 0 | Batch 27999/57412 | Loss: 0.410 | time 3391.048465490341 |
| Epoch 0 | Batch 29999/57412 | Loss: 0.424 | time 3623.9968135356903 |
| Epoch 0 | Batch 31999/57412 | Loss: 0.396 | time 3860.8973116874695 |
| Epoch 0 | Batch 33999/57412 | Loss: 0.295 | time 4091.862708568573 |
| Epoch 0 | Batch 35999/57412 | Loss: 0.307 | time 4324.332058429718 |
| Epoch 0 | Batch 37999/57412 | Loss: 0.617 | time 4553.862748861313 |
| Epoch 0 | Batch 39999/57412 | Loss: 0.430 | time 4785.509864807129 |
| Saving at Step 40000 |
| Epoch 0 | Batch 41999/57412 | Loss: 0.504 | time 5022.830712080002 |
| Epoch 0 | Batch 43999/57412 | Loss: 0.477 | time 5255.034224510193 |
| Epoch 0 | Batch 45999/57412 | Loss: 0.414 | time 5486.204306602478 |
| Epoch 0 | Batch 47999/57412 | Loss: 0.428 | time 5717.4952936172485 |
| Epoch 0 | Batch 49999/57412 | Loss: 0.477 | time 5952.2831490039825 |
| Epoch 0 | Batch 51999/57412 | Loss: 0.531 | time 6181.074133634567 |
| Epoch 0 | Batch 53999/57412 | Loss: 0.393 | time 6419.50391626358 |
| Epoch 0 | Batch 55999/57412 | Loss: 0.359 | time 6664.515767812729 |
| ========================================================================================= |
| ========================================================================================= |
| ========================================================================================= |
| Epoch 0 | Validation Samples 5082 | Validation Acc: 0.4183392365210547 | time 332.23271918296814 |
| ========================================================================================= |
| Saving at Epoch 0 | Learning rate: 2e-05 |
| Epoch 1 | Batch 1999/57412 | Loss: 0.363 | time 232.890930891037 |
| Epoch 1 | Batch 3999/57412 | Loss: 0.465 | time 466.0495946407318 |
| Epoch 1 | Batch 5999/57412 | Loss: 0.412 | time 708.206280708313 |
| Epoch 1 | Batch 7999/57412 | Loss: 0.523 | time 942.3334040641785 |
| Epoch 1 | Batch 9999/57412 | Loss: 0.330 | time 1178.746410369873 |
| Epoch 1 | Batch 11999/57412 | Loss: 0.404 | time 1416.6608390808105 |
| Epoch 1 | Batch 13999/57412 | Loss: 0.715 | time 1654.1416494846344 |
| Epoch 1 | Batch 15999/57412 | Loss: 0.719 | time 1889.1311526298523 |
| Epoch 1 | Batch 17999/57412 | Loss: 0.475 | time 2125.462559223175 |
| Epoch 1 | Batch 19999/57412 | Loss: 0.177 | time 2361.2632160186768 |
| Saving at Step 20000 |
| Epoch 1 | Batch 21999/57412 | Loss: 0.367 | time 2603.959163427353 |
| Epoch 1 | Batch 23999/57412 | Loss: 0.605 | time 2841.8973412513733 |
| Epoch 1 | Batch 25999/57412 | Loss: 0.211 | time 3078.931995868683 |
| Epoch 1 | Batch 27999/57412 | Loss: 0.250 | time 3316.8245265483856 |
| Epoch 1 | Batch 29999/57412 | Loss: 0.586 | time 3553.8761093616486 |
| Epoch 1 | Batch 31999/57412 | Loss: 0.455 | time 3786.8724162578583 |
| Epoch 1 | Batch 33999/57412 | Loss: 0.412 | time 4023.375405073166 |
| Epoch 1 | Batch 35999/57412 | Loss: 0.336 | time 4255.024896144867 |
| Epoch 1 | Batch 37999/57412 | Loss: 0.418 | time 4491.783854007721 |
| Epoch 1 | Batch 39999/57412 | Loss: 0.570 | time 4726.813305139542 |
| Saving at Step 40000 |
| Epoch 1 | Batch 41999/57412 | Loss: 0.625 | time 4969.020828008652 |
| Epoch 1 | Batch 43999/57412 | Loss: 0.637 | time 5207.284041404724 |
| Epoch 1 | Batch 45999/57412 | Loss: 0.332 | time 5439.013684988022 |
| Epoch 1 | Batch 47999/57412 | Loss: 0.228 | time 5669.40888094902 |
| Epoch 1 | Batch 49999/57412 | Loss: 0.414 | time 5904.615941286087 |
| Epoch 1 | Batch 51999/57412 | Loss: 0.396 | time 6133.846004247665 |
| Epoch 1 | Batch 53999/57412 | Loss: 0.422 | time 6365.930061101913 |
| Epoch 1 | Batch 55999/57412 | Loss: 0.516 | time 6590.622798681259 |
| ========================================================================================= |
| ========================================================================================= |
| ========================================================================================= |
| Epoch 1 | Validation Samples 5082 | Validation Acc: 0.4594647776465958 | time 331.0848898887634 |
| ========================================================================================= |
| Saving at Epoch 1 | Learning rate: 2e-05 |
| Epoch 2 | Batch 1999/57412 | Loss: 0.516 | time 228.50831747055054 |
| Epoch 2 | Batch 3999/57412 | Loss: 0.275 | time 459.5048680305481 |
| Epoch 2 | Batch 5999/57412 | Loss: 0.594 | time 687.5822954177856 |
| Epoch 2 | Batch 7999/57412 | Loss: 0.520 | time 918.0298216342926 |
| Epoch 2 | Batch 9999/57412 | Loss: 0.227 | time 1152.4581677913666 |
| Epoch 2 | Batch 11999/57412 | Loss: 0.436 | time 1387.710283756256 |
| Epoch 2 | Batch 13999/57412 | Loss: 0.482 | time 1626.314659833908 |
| Epoch 2 | Batch 15999/57412 | Loss: 0.605 | time 1857.9773828983307 |
| Epoch 2 | Batch 17999/57412 | Loss: 0.469 | time 2088.4553101062775 |
| Epoch 2 | Batch 19999/57412 | Loss: 0.316 | time 2319.654955148697 |
| Saving at Step 20000 |
| Epoch 2 | Batch 21999/57412 | Loss: 0.350 | time 2568.6353709697723 |
| Epoch 2 | Batch 23999/57412 | Loss: 0.371 | time 2803.5683188438416 |
| Epoch 2 | Batch 25999/57412 | Loss: 0.379 | time 3040.185362815857 |
| Epoch 2 | Batch 27999/57412 | Loss: 0.398 | time 3273.572656393051 |
| Epoch 2 | Batch 29999/57412 | Loss: 0.400 | time 3508.264441013336 |
| Epoch 2 | Batch 31999/57412 | Loss: 0.754 | time 3739.2418954372406 |
| Epoch 2 | Batch 33999/57412 | Loss: 0.543 | time 3967.3613052368164 |
| Epoch 2 | Batch 35999/57412 | Loss: 0.307 | time 4198.480511665344 |
| Epoch 2 | Batch 37999/57412 | Loss: 0.316 | time 4441.841189146042 |
| Epoch 2 | Batch 39999/57412 | Loss: 0.250 | time 4690.8165464401245 |
| Saving at Step 40000 |
| Epoch 2 | Batch 41999/57412 | Loss: 0.449 | time 4937.942239999771 |
| Epoch 2 | Batch 43999/57412 | Loss: 0.201 | time 5178.583641767502 |
| Epoch 2 | Batch 45999/57412 | Loss: 0.387 | time 5415.440551519394 |
| Epoch 2 | Batch 47999/57412 | Loss: 0.149 | time 5657.493630886078 |
| Epoch 2 | Batch 49999/57412 | Loss: 0.312 | time 5897.974587440491 |
| Epoch 2 | Batch 51999/57412 | Loss: 0.220 | time 6128.398864030838 |
| Epoch 2 | Batch 53999/57412 | Loss: 0.684 | time 6358.333668231964 |
| Epoch 2 | Batch 55999/57412 | Loss: 0.621 | time 6586.893479824066 |
| ========================================================================================= |
| ========================================================================================= |
| ========================================================================================= |
| Epoch 2 | Validation Samples 5082 | Validation Acc: 0.4822904368358914 | time 319.2647862434387 |
| ========================================================================================= |
| Saving at Epoch 2 | Learning rate: 2e-05 |
| Epoch 3 | Batch 1999/57412 | Loss: 0.465 | time 235.30760025978088 |
| Epoch 3 | Batch 3999/57412 | Loss: 0.197 | time 465.1452827453613 |
| Epoch 3 | Batch 5999/57412 | Loss: 0.365 | time 704.030993938446 |
| Epoch 3 | Batch 7999/57412 | Loss: 0.046 | time 940.4018654823303 |
| Epoch 3 | Batch 9999/57412 | Loss: 0.328 | time 1179.0897731781006 |
| Epoch 3 | Batch 11999/57412 | Loss: 0.496 | time 1415.592700958252 |
| Epoch 3 | Batch 13999/57412 | Loss: 0.252 | time 1650.0549399852753 |
| Epoch 3 | Batch 15999/57412 | Loss: 0.149 | time 1883.0535883903503 |
| Epoch 3 | Batch 17999/57412 | Loss: 0.479 | time 2116.9367537498474 |
| Epoch 3 | Batch 19999/57412 | Loss: 0.527 | time 2357.039795398712 |
| Saving at Step 20000 |
| Epoch 3 | Batch 21999/57412 | Loss: 0.193 | time 2592.145604133606 |
| Epoch 3 | Batch 23999/57412 | Loss: 0.373 | time 2825.750539779663 |
| Epoch 3 | Batch 25999/57412 | Loss: 0.324 | time 3063.385856151581 |
| Epoch 3 | Batch 27999/57412 | Loss: 0.543 | time 3301.0782577991486 |
| Epoch 3 | Batch 29999/57412 | Loss: 0.208 | time 3536.4568316936493 |
| Epoch 3 | Batch 31999/57412 | Loss: 0.383 | time 3766.9469695091248 |
| Epoch 3 | Batch 33999/57412 | Loss: 0.248 | time 4001.1584606170654 |
| Epoch 3 | Batch 35999/57412 | Loss: 0.195 | time 4238.465028762817 |
| Epoch 3 | Batch 37999/57412 | Loss: 0.346 | time 4475.129605770111 |
| Epoch 3 | Batch 39999/57412 | Loss: 0.273 | time 4705.53656744957 |
| Saving at Step 40000 |
| Epoch 3 | Batch 41999/57412 | Loss: 0.469 | time 4949.908352136612 |
| Epoch 3 | Batch 43999/57412 | Loss: 0.074 | time 5190.864463329315 |
| Epoch 3 | Batch 45999/57412 | Loss: 0.352 | time 5427.7940464019775 |
| Epoch 3 | Batch 47999/57412 | Loss: 0.342 | time 5659.307080745697 |
| Epoch 3 | Batch 49999/57412 | Loss: 0.434 | time 5888.111845731735 |
| Epoch 3 | Batch 51999/57412 | Loss: 0.168 | time 6111.985684394836 |
| Epoch 3 | Batch 53999/57412 | Loss: 0.316 | time 6335.961695194244 |
| Epoch 3 | Batch 55999/57412 | Loss: 0.328 | time 6566.0662751197815 |
| ========================================================================================= |
| ========================================================================================= |
| ========================================================================================= |
| Epoch 3 | Validation Samples 5082 | Validation Acc: 0.5556867375049194 | time 311.10527992248535 |
| ========================================================================================= |
| Saving at Epoch 3 | Learning rate: 2e-05 |
| Epoch 4 | Batch 1999/57412 | Loss: 0.486 | time 230.6996374130249 |
| Epoch 4 | Batch 3999/57412 | Loss: 0.404 | time 459.80813455581665 |
| Epoch 4 | Batch 5999/57412 | Loss: 0.158 | time 700.2022352218628 |
| Epoch 4 | Batch 7999/57412 | Loss: 0.621 | time 926.9909446239471 |
| Epoch 4 | Batch 9999/57412 | Loss: 0.447 | time 1161.9302620887756 |
| Epoch 4 | Batch 11999/57412 | Loss: 0.320 | time 1399.862356185913 |
| Epoch 4 | Batch 13999/57412 | Loss: 0.439 | time 1631.9697835445404 |
| Epoch 4 | Batch 15999/57412 | Loss: 0.237 | time 1863.7826466560364 |
| Epoch 4 | Batch 17999/57412 | Loss: 0.414 | time 2093.7483241558075 |
| Epoch 4 | Batch 19999/57412 | Loss: 0.562 | time 2325.1370437145233 |
| Saving at Step 20000 |
| Epoch 4 | Batch 21999/57412 | Loss: 0.467 | time 2575.4963347911835 |
| Epoch 4 | Batch 23999/57412 | Loss: 0.424 | time 2809.878782272339 |
| Epoch 4 | Batch 25999/57412 | Loss: 0.398 | time 3044.8267843723297 |
| Epoch 4 | Batch 27999/57412 | Loss: 0.375 | time 3277.2568085193634 |
| Epoch 4 | Batch 29999/57412 | Loss: 0.202 | time 3512.824246406555 |
| Epoch 4 | Batch 31999/57412 | Loss: 0.354 | time 3745.535721063614 |
| Epoch 4 | Batch 33999/57412 | Loss: 0.201 | time 3976.723613023758 |
| Epoch 4 | Batch 35999/57412 | Loss: 0.439 | time 4207.477236509323 |
| Epoch 4 | Batch 37999/57412 | Loss: 0.307 | time 4436.664123535156 |
| Epoch 4 | Batch 39999/57412 | Loss: 0.586 | time 4668.947089672089 |
| Saving at Step 40000 |
| Epoch 4 | Batch 41999/57412 | Loss: 0.299 | time 4914.486303567886 |
| Epoch 4 | Batch 43999/57412 | Loss: 0.543 | time 5150.6524221897125 |
| Epoch 4 | Batch 45999/57412 | Loss: 0.461 | time 5397.079828500748 |
| Epoch 4 | Batch 47999/57412 | Loss: 0.406 | time 5641.841084957123 |
| Epoch 4 | Batch 49999/57412 | Loss: 0.220 | time 5877.933323144913 |
| Epoch 4 | Batch 51999/57412 | Loss: 0.393 | time 6122.285271883011 |
| Epoch 4 | Batch 53999/57412 | Loss: 0.408 | time 6359.644855499268 |
| Epoch 4 | Batch 55999/57412 | Loss: 0.355 | time 6599.34525179863 |
| ========================================================================================= |
| ========================================================================================= |
| ========================================================================================= |
| Epoch 4 | Validation Samples 5082 | Validation Acc: 0.6044864226682408 | time 336.8937237262726 |
| ========================================================================================= |
| Saving at Epoch 4 | Learning rate: 2e-05 |
|
|
