VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  389.67         	|  100 %          	|
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run_training_epoch                 	|  13.354         	|25             	|  333.85         	|  85.676         	|
run_training_batch                 	|  0.2795         	|1000           	|  279.5          	|  71.727         	|
optimizer_step_with_closure_0      	|  0.27615        	|1000           	|  276.15         	|  70.869         	|
training_step_and_backward         	|  0.21189        	|1000           	|  211.89         	|  54.378         	|
backward                           	|  0.10598        	|1000           	|  105.98         	|  27.197         	|
model_forward                      	|  0.10435        	|1000           	|  104.35         	|  26.779         	|
training_step                      	|  0.10416        	|1000           	|  104.16         	|  26.731         	|
run_validate_evaluation            	|  17.195         	|1              	|  17.195         	|  4.4127         	|
evaluation_step_and_end            	|  0.1014         	|139            	|  14.094         	|  3.617          	|
validation_step                    	|  0.10121        	|139            	|  14.068         	|  3.6102         	|
get_train_batch                    	|  0.010844       	|1025           	|  11.115         	|  2.8524         	|
fetch_next_train_batch             	|  0.010821       	|1025           	|  11.092         	|  2.8464         	|
on_train_batch_end                 	|  0.0021553      	|1000           	|  2.1553         	|  0.5531         	|
zero_grad                          	|  0.0015336      	|1000           	|  1.5336         	|  0.39356        	|
get_validate_batch                 	|  0.0052127      	|140            	|  0.72978        	|  0.18728        	|
fetch_next_validate_batch          	|  0.0051887      	|140            	|  0.72642        	|  0.18642        	|
training_batch_to_device           	|  0.00024515     	|1000           	|  0.24515        	|  0.062914       	|
on_train_batch_start               	|  9.2742e-05     	|1000           	|  0.092742       	|  0.0238         	|
on_train_end                       	|  0.044421       	|1              	|  0.044421       	|  0.0114         	|
evaluation_batch_to_device         	|  0.0002492      	|139            	|  0.034638       	|  0.0088892      	|
on_after_backward                  	|  2.5882e-05     	|1000           	|  0.025882       	|  0.0066421      	|
on_pretrain_routine_start          	|  0.022164       	|1              	|  0.022164       	|  0.0056879      	|
on_batch_start                     	|  1.9442e-05     	|1000           	|  0.019442       	|  0.0049894      	|
on_before_zero_grad                	|  1.7297e-05     	|1000           	|  0.017297       	|  0.0044389      	|
on_batch_end                       	|  1.688e-05      	|1000           	|  0.01688        	|  0.0043318      	|
on_before_optimizer_step           	|  1.4436e-05     	|1000           	|  0.014436       	|  0.0037048      	|
on_before_backward                 	|  1.3817e-05     	|1000           	|  0.013817       	|  0.0035459      	|
configure_optimizers               	|  0.010815       	|1              	|  0.010815       	|  0.0027755      	|
on_train_epoch_start               	|  0.00040728     	|25             	|  0.010182       	|  0.002613       	|
on_train_epoch_end                 	|  0.00037231     	|25             	|  0.0093077      	|  0.0023886      	|
training_step_end                  	|  7.2413e-06     	|1000           	|  0.0072413      	|  0.0018583      	|
on_validation_batch_end            	|  3.8572e-05     	|139            	|  0.0053616      	|  0.0013759      	|
on_validation_model_eval           	|  0.0039691      	|1              	|  0.0039691      	|  0.0010186      	|
on_validation_batch_start          	|  1.6923e-05     	|139            	|  0.0023523      	|  0.00060368     	|
validation_step_end                	|  9.1135e-06     	|139            	|  0.0012668      	|  0.00032509     	|
on_train_start                     	|  0.0011172      	|1              	|  0.0011172      	|  0.0002867      	|
on_validation_start                	|  0.00038318     	|1              	|  0.00038318     	|  9.8335e-05     	|
on_epoch_end                       	|  1.3442e-05     	|26             	|  0.00034948     	|  8.9688e-05     	|
on_epoch_start                     	|  1.2042e-05     	|26             	|  0.0003131      	|  8.0351e-05     	|
on_validation_end                  	|  0.00021378     	|1              	|  0.00021378     	|  5.4862e-05     	|
setup                              	|  2.4716e-05     	|2              	|  4.9433e-05     	|  1.2686e-05     	|
on_configure_sharded_model         	|  2.4416e-05     	|2              	|  4.8831e-05     	|  1.2531e-05     	|
teardown                           	|  2.2375e-05     	|2              	|  4.475e-05      	|  1.1484e-05     	|
on_before_accelerator_backend_setup	|  2.2165e-05     	|2              	|  4.4329e-05     	|  1.1376e-05     	|
on_fit_start                       	|  4.0207e-05     	|1              	|  4.0207e-05     	|  1.0318e-05     	|
on_validation_epoch_end            	|  3.4716e-05     	|1              	|  3.4716e-05     	|  8.9091e-06     	|
on_fit_end                         	|  3.3448e-05     	|1              	|  3.3448e-05     	|  8.5836e-06     	|
configure_sharded_model            	|  9.6383e-06     	|2              	|  1.9277e-05     	|  4.9469e-06     	|
on_val_dataloader                  	|  8.5849e-06     	|2              	|  1.717e-05      	|  4.4063e-06     	|
prepare_data                       	|  8.5011e-06     	|2              	|  1.7002e-05     	|  4.3633e-06     	|
configure_callbacks                	|  7.432e-06      	|2              	|  1.4864e-05     	|  3.8145e-06     	|
on_pretrain_routine_end            	|  1.4111e-05     	|1              	|  1.4111e-05     	|  3.6214e-06     	|
on_validation_epoch_start          	|  1.015e-05      	|1              	|  1.015e-05      	|  2.6047e-06     	|
on_train_dataloader                	|  7.6108e-06     	|1              	|  7.6108e-06     	|  1.9531e-06     	|
