VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  690.85         	|  100 %          	|
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run_training_epoch                 	|  3.7757         	|167            	|  630.55         	|  91.272         	|
run_training_batch                 	|  0.27101        	|1000           	|  271.01         	|  39.228         	|
optimizer_step_with_closure_0      	|  0.26725        	|1000           	|  267.25         	|  38.684         	|
training_step_and_backward         	|  0.20683        	|1000           	|  206.83         	|  29.938         	|
backward                           	|  0.10907        	|1000           	|  109.07         	|  15.788         	|
model_forward                      	|  0.096327       	|1000           	|  96.327         	|  13.943         	|
training_step                      	|  0.09615        	|1000           	|  96.15          	|  13.918         	|
get_train_batch                    	|  0.065164       	|1167           	|  76.046         	|  11.008         	|
fetch_next_train_batch             	|  0.065137       	|1167           	|  76.015         	|  11.003         	|
run_validate_evaluation            	|  16.64          	|1              	|  16.64          	|  2.4086         	|
evaluation_step_and_end            	|  0.10649        	|125            	|  13.311         	|  1.9268         	|
validation_step                    	|  0.10642        	|125            	|  13.302         	|  1.9255         	|
on_train_batch_end                 	|  0.0019196      	|1000           	|  1.9196         	|  0.27786        	|
zero_grad                          	|  0.001337       	|1000           	|  1.337          	|  0.19354        	|
get_validate_batch                 	|  0.0069176      	|126            	|  0.87162        	|  0.12617        	|
fetch_next_validate_batch          	|  0.0068991      	|126            	|  0.86928        	|  0.12583        	|
on_train_end                       	|  0.7023         	|1              	|  0.7023         	|  0.10166        	|
training_batch_to_device           	|  0.00042064     	|1000           	|  0.42064        	|  0.060887       	|
on_train_batch_start               	|  9.5137e-05     	|1000           	|  0.095137       	|  0.013771       	|
on_train_epoch_start               	|  0.00033227     	|167            	|  0.055489       	|  0.008032       	|
on_train_epoch_end                 	|  0.00032368     	|167            	|  0.054054       	|  0.0078242      	|
configure_optimizers               	|  0.053455       	|1              	|  0.053455       	|  0.0077375      	|
on_batch_start                     	|  4.2146e-05     	|1000           	|  0.042146       	|  0.0061006      	|
evaluation_batch_to_device         	|  0.00022771     	|125            	|  0.028464       	|  0.0041202      	|
on_pretrain_routine_start          	|  0.02244        	|1              	|  0.02244        	|  0.0032482      	|
on_after_backward                  	|  2.019e-05      	|1000           	|  0.02019        	|  0.0029225      	|
on_before_zero_grad                	|  1.6769e-05     	|1000           	|  0.016769       	|  0.0024272      	|
on_batch_end                       	|  1.476e-05      	|1000           	|  0.01476        	|  0.0021366      	|
on_before_optimizer_step           	|  1.168e-05      	|1000           	|  0.01168        	|  0.0016906      	|
on_before_backward                 	|  1.1516e-05     	|1000           	|  0.011516       	|  0.0016669      	|
on_validation_model_eval           	|  0.0071892      	|1              	|  0.0071892      	|  0.0010406      	|
training_step_end                  	|  6.8265e-06     	|1000           	|  0.0068265      	|  0.00098814     	|
on_validation_batch_end            	|  2.8614e-05     	|125            	|  0.0035768      	|  0.00051773     	|
on_epoch_end                       	|  1.1234e-05     	|168            	|  0.0018874      	|  0.00027319     	|
on_epoch_start                     	|  1.1207e-05     	|168            	|  0.0018828      	|  0.00027254     	|
on_train_start                     	|  0.0017075      	|1              	|  0.0017075      	|  0.00024717     	|
on_validation_batch_start          	|  1.2366e-05     	|125            	|  0.0015458      	|  0.00022375     	|
validation_step_end                	|  6.3109e-06     	|125            	|  0.00078886     	|  0.00011419     	|
on_validation_start                	|  0.00064915     	|1              	|  0.00064915     	|  9.3963e-05     	|
on_validation_end                  	|  0.00014394     	|1              	|  0.00014394     	|  2.0836e-05     	|
on_fit_end                         	|  6.6783e-05     	|1              	|  6.6783e-05     	|  9.6668e-06     	|
on_before_accelerator_backend_setup	|  2.5295e-05     	|2              	|  5.0589e-05     	|  7.3228e-06     	|
teardown                           	|  2.4906e-05     	|2              	|  4.9813e-05     	|  7.2103e-06     	|
on_configure_sharded_model         	|  2.2077e-05     	|2              	|  4.4154e-05     	|  6.3912e-06     	|
setup                              	|  2.176e-05      	|2              	|  4.3521e-05     	|  6.2996e-06     	|
on_fit_start                       	|  4.2601e-05     	|1              	|  4.2601e-05     	|  6.1664e-06     	|
on_validation_epoch_end            	|  2.7636e-05     	|1              	|  2.7636e-05     	|  4.0003e-06     	|
on_val_dataloader                  	|  1.3512e-05     	|2              	|  2.7023e-05     	|  3.9116e-06     	|
configure_callbacks                	|  9.3216e-06     	|2              	|  1.8643e-05     	|  2.6986e-06     	|
configure_sharded_model            	|  7.4646e-06     	|2              	|  1.4929e-05     	|  2.161e-06      	|
prepare_data                       	|  6.6347e-06     	|2              	|  1.3269e-05     	|  1.9207e-06     	|
on_pretrain_routine_end            	|  1.2189e-05     	|1              	|  1.2189e-05     	|  1.7644e-06     	|
on_validation_epoch_start          	|  1.0492e-05     	|1              	|  1.0492e-05     	|  1.5187e-06     	|
on_train_dataloader                	|  6.9831e-06     	|1              	|  6.9831e-06     	|  1.0108e-06     	|
