VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  493.07         	|  100 %          	|
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run_training_epoch                 	|  2.0573         	|200            	|  411.46         	|  83.448         	|
run_training_batch                 	|  0.34054        	|1000           	|  340.54         	|  69.064         	|
optimizer_step_with_closure_0      	|  0.33781        	|1000           	|  337.81         	|  68.51          	|
training_step_and_backward         	|  0.26011        	|1000           	|  260.11         	|  52.752         	|
model_forward                      	|  0.15533        	|1000           	|  155.33         	|  31.502         	|
training_step                      	|  0.15518        	|1000           	|  155.18         	|  31.471         	|
backward                           	|  0.10342        	|1000           	|  103.42         	|  20.975         	|
run_validate_evaluation            	|  35.906         	|1              	|  35.906         	|  7.2821         	|
evaluation_step_and_end            	|  0.25355        	|139            	|  35.243         	|  7.1476         	|
validation_step                    	|  0.25349        	|139            	|  35.235         	|  7.146          	|
get_train_batch                    	|  0.016676       	|1200           	|  20.011         	|  4.0584         	|
fetch_next_train_batch             	|  0.016651       	|1200           	|  19.981         	|  4.0523         	|
zero_grad                          	|  0.0013274      	|1000           	|  1.3274         	|  0.26921        	|
on_train_batch_end                 	|  0.0012651      	|1000           	|  1.2651         	|  0.25657        	|
get_validate_batch                 	|  0.0025057      	|140            	|  0.3508         	|  0.071145       	|
fetch_next_validate_batch          	|  0.0024899      	|140            	|  0.34859        	|  0.070698       	|
training_batch_to_device           	|  0.00034696     	|1000           	|  0.34696        	|  0.070366       	|
on_train_batch_start               	|  9.9401e-05     	|1000           	|  0.099401       	|  0.020159       	|
on_train_epoch_start               	|  0.00027408     	|200            	|  0.054817       	|  0.011117       	|
on_train_epoch_end                 	|  0.00024667     	|200            	|  0.049335       	|  0.010006       	|
evaluation_batch_to_device         	|  0.00025418     	|139            	|  0.035331       	|  0.0071654      	|
on_train_end                       	|  0.02399        	|1              	|  0.02399        	|  0.0048655      	|
on_batch_start                     	|  2.3113e-05     	|1000           	|  0.023113       	|  0.0046875      	|
on_pretrain_routine_start          	|  0.022471       	|1              	|  0.022471       	|  0.0045574      	|
on_before_zero_grad                	|  1.6235e-05     	|1000           	|  0.016235       	|  0.0032926      	|
on_batch_end                       	|  1.3525e-05     	|1000           	|  0.013525       	|  0.002743       	|
on_before_optimizer_step           	|  1.215e-05      	|1000           	|  0.01215        	|  0.002464       	|
on_before_backward                 	|  1.1567e-05     	|1000           	|  0.011567       	|  0.0023459      	|
on_after_backward                  	|  1.1439e-05     	|1000           	|  0.011439       	|  0.0023199      	|
configure_optimizers               	|  0.008237       	|1              	|  0.008237       	|  0.0016705      	|
training_step_end                  	|  6.7705e-06     	|1000           	|  0.0067705      	|  0.0013731      	|
on_validation_model_eval           	|  0.0045482      	|1              	|  0.0045482      	|  0.00092242     	|
on_validation_batch_end            	|  2.1771e-05     	|139            	|  0.0030262      	|  0.00061374     	|
on_epoch_start                     	|  1.1395e-05     	|201            	|  0.0022904      	|  0.00046451     	|
on_epoch_end                       	|  1.1319e-05     	|201            	|  0.0022751      	|  0.00046142     	|
on_validation_batch_start          	|  1.1064e-05     	|139            	|  0.0015379      	|  0.0003119      	|
on_train_start                     	|  0.000779       	|1              	|  0.000779       	|  0.00015799     	|
validation_step_end                	|  5.3368e-06     	|139            	|  0.00074181     	|  0.00015045     	|
on_validation_start                	|  0.00032239     	|1              	|  0.00032239     	|  6.5385e-05     	|
on_validation_end                  	|  0.00011658     	|1              	|  0.00011658     	|  2.3643e-05     	|
on_before_accelerator_backend_setup	|  1.8044e-05     	|2              	|  3.6088e-05     	|  7.319e-06      	|
teardown                           	|  1.5654e-05     	|2              	|  3.1308e-05     	|  6.3495e-06     	|
setup                              	|  1.4732e-05     	|2              	|  2.9465e-05     	|  5.9758e-06     	|
on_configure_sharded_model         	|  1.3921e-05     	|2              	|  2.7842e-05     	|  5.6466e-06     	|
on_fit_end                         	|  2.129e-05      	|1              	|  2.129e-05      	|  4.3178e-06     	|
on_validation_epoch_end            	|  1.8846e-05     	|1              	|  1.8846e-05     	|  3.8221e-06     	|
on_fit_start                       	|  1.7813e-05     	|1              	|  1.7813e-05     	|  3.6127e-06     	|
on_val_dataloader                  	|  6.2115e-06     	|2              	|  1.2423e-05     	|  2.5195e-06     	|
prepare_data                       	|  5.9565e-06     	|2              	|  1.1913e-05     	|  2.4161e-06     	|
configure_callbacks                	|  5.365e-06      	|2              	|  1.073e-05      	|  2.1761e-06     	|
on_pretrain_routine_end            	|  1.0149e-05     	|1              	|  1.0149e-05     	|  2.0583e-06     	|
configure_sharded_model            	|  4.914e-06      	|2              	|  9.828e-06      	|  1.9932e-06     	|
on_validation_epoch_start          	|  9.528e-06      	|1              	|  9.528e-06      	|  1.9324e-06     	|
on_train_dataloader                	|  4.368e-06      	|1              	|  4.368e-06      	|  8.8588e-07     	|
