VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1689.4         	|  100 %          	|
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run_training_epoch                 	|  9.244          	|167            	|  1543.7         	|  91.376         	|
run_training_batch                 	|  0.18708        	|8000           	|  1496.6         	|  88.587         	|
training_step_and_backward         	|  0.17698        	|8000           	|  1415.8         	|  83.806         	|
model_forward                      	|  0.094315       	|8000           	|  754.52         	|  44.661         	|
training_step                      	|  0.09418        	|8000           	|  753.44         	|  44.597         	|
backward                           	|  0.082485       	|8000           	|  659.88         	|  39.059         	|
optimizer_step_with_closure_0      	|  0.23473        	|1000           	|  234.73         	|  13.894         	|
run_validate_evaluation            	|  102.12         	|1              	|  102.12         	|  6.0447         	|
evaluation_step_and_end            	|  0.10013        	|1000           	|  100.13         	|  5.9266         	|
validation_step                    	|  0.10007        	|1000           	|  100.07         	|  5.9235         	|
get_train_batch                    	|  0.0033512      	|8167           	|  27.369         	|  1.62           	|
fetch_next_train_batch             	|  0.0033339      	|8167           	|  27.228         	|  1.6116         	|
on_train_batch_end                 	|  0.0010785      	|8000           	|  8.6284         	|  0.51073        	|
training_batch_to_device           	|  0.00021697     	|8000           	|  1.7357         	|  0.10274        	|
get_validate_batch                 	|  0.001452       	|1001           	|  1.4535         	|  0.086034       	|
fetch_next_validate_batch          	|  0.0014383      	|1001           	|  1.4398         	|  0.085221       	|
zero_grad                          	|  0.0012995      	|1000           	|  1.2995         	|  0.076919       	|
on_train_batch_start               	|  9.0283e-05     	|8000           	|  0.72226        	|  0.042752       	|
evaluation_batch_to_device         	|  0.00021263     	|1000           	|  0.21263        	|  0.012586       	|
on_batch_start                     	|  1.5134e-05     	|8000           	|  0.12108        	|  0.0071666      	|
on_before_backward                 	|  1.3665e-05     	|8000           	|  0.10932        	|  0.0064706      	|
on_batch_end                       	|  1.2841e-05     	|8000           	|  0.10273        	|  0.0060806      	|
on_after_backward                  	|  1.1525e-05     	|8000           	|  0.092203       	|  0.0054576      	|
on_train_epoch_start               	|  0.00028357     	|167            	|  0.047356       	|  0.0028031      	|
training_step_end                  	|  5.7608e-06     	|8000           	|  0.046086       	|  0.0027279      	|
on_train_epoch_end                 	|  0.00025175     	|167            	|  0.042043       	|  0.0024886      	|
on_train_end                       	|  0.025264       	|1              	|  0.025264       	|  0.0014954      	|
on_pretrain_routine_start          	|  0.023234       	|1              	|  0.023234       	|  0.0013753      	|
on_validation_batch_end            	|  1.9524e-05     	|1000           	|  0.019524       	|  0.0011557      	|
on_before_zero_grad                	|  1.5997e-05     	|1000           	|  0.015997       	|  0.00094691     	|
on_before_optimizer_step           	|  1.2685e-05     	|1000           	|  0.012685       	|  0.00075087     	|
on_validation_batch_start          	|  1.0084e-05     	|1000           	|  0.010084       	|  0.0005969      	|
configure_optimizers               	|  0.0082652      	|1              	|  0.0082652      	|  0.00048923     	|
validation_step_end                	|  5.0927e-06     	|1000           	|  0.0050927      	|  0.00030144     	|
on_validation_model_eval           	|  0.0039484      	|1              	|  0.0039484      	|  0.00023371     	|
on_epoch_end                       	|  1.1315e-05     	|168            	|  0.0019009      	|  0.00011252     	|
on_epoch_start                     	|  1.0959e-05     	|168            	|  0.0018412      	|  0.00010898     	|
on_train_start                     	|  0.00073564     	|1              	|  0.00073564     	|  4.3543e-05     	|
on_validation_start                	|  0.00032268     	|1              	|  0.00032268     	|  1.91e-05       	|
on_validation_end                  	|  0.00010524     	|1              	|  0.00010524     	|  6.2291e-06     	|
on_before_accelerator_backend_setup	|  1.8314e-05     	|2              	|  3.6628e-05     	|  2.1681e-06     	|
teardown                           	|  1.5143e-05     	|2              	|  3.0287e-05     	|  1.7927e-06     	|
setup                              	|  1.342e-05      	|2              	|  2.684e-05      	|  1.5887e-06     	|
on_configure_sharded_model         	|  1.338e-05      	|2              	|  2.6761e-05     	|  1.584e-06      	|
on_fit_end                         	|  2.132e-05      	|1              	|  2.132e-05      	|  1.262e-06      	|
on_validation_epoch_end            	|  1.8204e-05     	|1              	|  1.8204e-05     	|  1.0775e-06     	|
on_fit_start                       	|  1.6681e-05     	|1              	|  1.6681e-05     	|  9.8738e-07     	|
prepare_data                       	|  5.8709e-06     	|2              	|  1.1742e-05     	|  6.9502e-07     	|
on_val_dataloader                  	|  5.706e-06      	|2              	|  1.1412e-05     	|  6.7549e-07     	|
configure_callbacks                	|  5.646e-06      	|2              	|  1.1292e-05     	|  6.6839e-07     	|
on_pretrain_routine_end            	|  1.0029e-05     	|1              	|  1.0029e-05     	|  5.9364e-07     	|
on_validation_epoch_start          	|  9.4669e-06     	|1              	|  9.4669e-06     	|  5.6036e-07     	|
configure_sharded_model            	|  4.6084e-06     	|2              	|  9.2168e-06     	|  5.4556e-07     	|
on_train_dataloader                	|  3.9071e-06     	|1              	|  3.9071e-06     	|  2.3127e-07     	|
