VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1842.3         	|  100 %          	|
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run_training_epoch                 	|  26.381         	|63             	|  1662.0         	|  90.212         	|
run_training_batch                 	|  0.20337        	|8000           	|  1627.0         	|  88.311         	|
training_step_and_backward         	|  0.19216        	|8000           	|  1537.3         	|  83.441         	|
model_forward                      	|  0.1081         	|8000           	|  864.76         	|  46.938         	|
training_step                      	|  0.10796        	|8000           	|  863.7          	|  46.88          	|
backward                           	|  0.083875       	|8000           	|  671.0          	|  36.421         	|
optimizer_step_with_closure_0      	|  0.25088        	|1000           	|  250.88         	|  13.617         	|
run_validate_evaluation            	|  137.43         	|1              	|  137.43         	|  7.4593         	|
evaluation_step_and_end            	|  0.13543        	|1000           	|  135.43         	|  7.351          	|
validation_step                    	|  0.13538        	|1000           	|  135.38         	|  7.3482         	|
get_train_batch                    	|  0.0022719      	|8063           	|  18.318         	|  0.9943         	|
fetch_next_train_batch             	|  0.0022553      	|8063           	|  18.184         	|  0.98703        	|
on_train_batch_end                 	|  0.0010754      	|8000           	|  8.6035         	|  0.46699        	|
training_batch_to_device           	|  0.000214       	|8000           	|  1.712          	|  0.092926       	|
get_validate_batch                 	|  0.0014591      	|1001           	|  1.4605         	|  0.079277       	|
fetch_next_validate_batch          	|  0.0014455      	|1001           	|  1.4469         	|  0.078537       	|
zero_grad                          	|  0.0013495      	|1000           	|  1.3495         	|  0.073251       	|
on_train_batch_start               	|  8.9794e-05     	|8000           	|  0.71835        	|  0.038991       	|
evaluation_batch_to_device         	|  0.00020848     	|1000           	|  0.20848        	|  0.011316       	|
on_batch_start                     	|  1.4594e-05     	|8000           	|  0.11675        	|  0.0063372      	|
on_batch_end                       	|  1.3062e-05     	|8000           	|  0.10449        	|  0.0056717      	|
on_before_backward                 	|  1.2862e-05     	|8000           	|  0.1029         	|  0.0055852      	|
on_after_backward                  	|  1.2503e-05     	|8000           	|  0.10003        	|  0.0054293      	|
training_step_end                  	|  5.7525e-06     	|8000           	|  0.04602        	|  0.0024979      	|
on_train_end                       	|  0.025212       	|1              	|  0.025212       	|  0.0013685      	|
on_pretrain_routine_start          	|  0.022896       	|1              	|  0.022896       	|  0.0012428      	|
on_validation_batch_end            	|  1.8244e-05     	|1000           	|  0.018244       	|  0.00099026     	|
on_train_epoch_start               	|  0.00028899     	|63             	|  0.018207       	|  0.00098824     	|
on_train_epoch_end                 	|  0.0002826      	|63             	|  0.017804       	|  0.00096638     	|
on_before_zero_grad                	|  1.4858e-05     	|1000           	|  0.014858       	|  0.00080645     	|
on_before_optimizer_step           	|  1.1852e-05     	|1000           	|  0.011852       	|  0.00064329     	|
on_validation_batch_start          	|  9.8901e-06     	|1000           	|  0.0098901      	|  0.00053682     	|
configure_optimizers               	|  0.0089239      	|1              	|  0.0089239      	|  0.00048438     	|
validation_step_end                	|  4.7773e-06     	|1000           	|  0.0047773      	|  0.00025931     	|
on_validation_model_eval           	|  0.0039011      	|1              	|  0.0039011      	|  0.00021175     	|
on_train_start                     	|  0.00081599     	|1              	|  0.00081599     	|  4.4291e-05     	|
on_epoch_start                     	|  1.143e-05      	|64             	|  0.00073149     	|  3.9705e-05     	|
on_epoch_end                       	|  1.0579e-05     	|64             	|  0.00067703     	|  3.6748e-05     	|
on_validation_start                	|  0.00032999     	|1              	|  0.00032999     	|  1.7911e-05     	|
on_validation_end                  	|  0.00010857     	|1              	|  0.00010857     	|  5.8933e-06     	|
setup                              	|  2.2808e-05     	|2              	|  4.5616e-05     	|  2.476e-06      	|
on_before_accelerator_backend_setup	|  2.0273e-05     	|2              	|  4.0547e-05     	|  2.2008e-06     	|
on_configure_sharded_model         	|  1.8905e-05     	|2              	|  3.7811e-05     	|  2.0523e-06     	|
teardown                           	|  1.5945e-05     	|2              	|  3.1889e-05     	|  1.7309e-06     	|
on_fit_end                         	|  2.113e-05      	|1              	|  2.113e-05      	|  1.1469e-06     	|
on_validation_epoch_end            	|  1.9155e-05     	|1              	|  1.9155e-05     	|  1.0397e-06     	|
on_fit_start                       	|  1.7783e-05     	|1              	|  1.7783e-05     	|  9.6525e-07     	|
on_val_dataloader                  	|  6.4319e-06     	|2              	|  1.2864e-05     	|  6.9824e-07     	|
prepare_data                       	|  6.4115e-06     	|2              	|  1.2823e-05     	|  6.9601e-07     	|
configure_callbacks                	|  5.9815e-06     	|2              	|  1.1963e-05     	|  6.4934e-07     	|
configure_sharded_model            	|  5.901e-06      	|2              	|  1.1802e-05     	|  6.406e-07      	|
on_pretrain_routine_end            	|  1.066e-05      	|1              	|  1.066e-05      	|  5.7861e-07     	|
on_validation_epoch_start          	|  9.137e-06      	|1              	|  9.137e-06      	|  4.9594e-07     	|
on_train_dataloader                	|  4.438e-06      	|1              	|  4.438e-06      	|  2.4089e-07     	|
