VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  355.06         	|  100 %          	|
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run_training_epoch                 	|  15.368         	|21             	|  322.73         	|  90.896         	|
run_training_batch                 	|  0.30932        	|1000           	|  309.32         	|  87.118         	|
optimizer_step_with_closure_0      	|  0.30735        	|1000           	|  307.35         	|  86.562         	|
training_step_and_backward         	|  0.23503        	|1000           	|  235.03         	|  66.194         	|
backward                           	|  0.11927        	|1000           	|  119.27         	|  33.592         	|
model_forward                      	|  0.11428        	|1000           	|  114.28         	|  32.187         	|
training_step                      	|  0.11411        	|1000           	|  114.11         	|  32.137         	|
run_validate_evaluation            	|  13.296         	|1              	|  13.296         	|  3.7448         	|
evaluation_step_and_end            	|  0.099997       	|125            	|  12.5           	|  3.5204         	|
validation_step                    	|  0.099927       	|125            	|  12.491         	|  3.518          	|
get_train_batch                    	|  0.004506       	|1021           	|  4.6006         	|  1.2957         	|
fetch_next_train_batch             	|  0.0044863      	|1021           	|  4.5805         	|  1.2901         	|
on_train_batch_end                 	|  0.0014888      	|1000           	|  1.4888         	|  0.41931        	|
zero_grad                          	|  0.0014536      	|1000           	|  1.4536         	|  0.40939        	|
get_validate_batch                 	|  0.0032459      	|126            	|  0.40898        	|  0.11519        	|
fetch_next_validate_batch          	|  0.0032287      	|126            	|  0.40682        	|  0.11458        	|
training_batch_to_device           	|  0.00027015     	|1000           	|  0.27015        	|  0.076085       	|
on_train_batch_start               	|  0.00010399     	|1000           	|  0.10399        	|  0.029287       	|
evaluation_batch_to_device         	|  0.00023392     	|125            	|  0.02924        	|  0.0082354      	|
on_train_end                       	|  0.024874       	|1              	|  0.024874       	|  0.0070057      	|
on_pretrain_routine_start          	|  0.022603       	|1              	|  0.022603       	|  0.0063659      	|
on_batch_start                     	|  1.9897e-05     	|1000           	|  0.019897       	|  0.0056038      	|
on_after_backward                  	|  1.565e-05      	|1000           	|  0.01565        	|  0.0044078      	|
on_before_zero_grad                	|  1.5082e-05     	|1000           	|  0.015082       	|  0.0042477      	|
on_batch_end                       	|  1.4978e-05     	|1000           	|  0.014978       	|  0.0042186      	|
on_before_backward                 	|  1.1402e-05     	|1000           	|  0.011402       	|  0.0032113      	|
on_before_optimizer_step           	|  1.1168e-05     	|1000           	|  0.011168       	|  0.0031454      	|
on_train_epoch_end                 	|  0.00044393     	|21             	|  0.0093224      	|  0.0026256      	|
on_train_epoch_start               	|  0.00041856     	|21             	|  0.0087897      	|  0.0024756      	|
configure_optimizers               	|  0.0078405      	|1              	|  0.0078405      	|  0.0022082      	|
training_step_end                  	|  7.1267e-06     	|1000           	|  0.0071267      	|  0.0020072      	|
on_validation_model_eval           	|  0.004084       	|1              	|  0.004084       	|  0.0011502      	|
on_validation_batch_end            	|  2.8431e-05     	|125            	|  0.0035539      	|  0.0010009      	|
on_validation_batch_start          	|  1.3371e-05     	|125            	|  0.0016714      	|  0.00047073     	|
on_train_start                     	|  0.001641       	|1              	|  0.001641       	|  0.00046219     	|
validation_step_end                	|  6.782e-06      	|125            	|  0.00084775     	|  0.00023876     	|
on_validation_start                	|  0.00040932     	|1              	|  0.00040932     	|  0.00011528     	|
on_epoch_end                       	|  1.4341e-05     	|22             	|  0.0003155      	|  8.8858e-05     	|
on_epoch_start                     	|  1.0884e-05     	|22             	|  0.00023946     	|  6.7441e-05     	|
on_validation_end                  	|  0.00014494     	|1              	|  0.00014494     	|  4.082e-05      	|
on_before_accelerator_backend_setup	|  4.9573e-05     	|2              	|  9.9146e-05     	|  2.7924e-05     	|
setup                              	|  2.2844e-05     	|2              	|  4.5687e-05     	|  1.2867e-05     	|
on_configure_sharded_model         	|  2.0495e-05     	|2              	|  4.0989e-05     	|  1.1544e-05     	|
teardown                           	|  1.6586e-05     	|2              	|  3.3171e-05     	|  9.3424e-06     	|
on_validation_epoch_end            	|  2.832e-05      	|1              	|  2.832e-05      	|  7.9761e-06     	|
on_fit_end                         	|  2.753e-05      	|1              	|  2.753e-05      	|  7.7536e-06     	|
on_pretrain_routine_end            	|  1.8082e-05     	|1              	|  1.8082e-05     	|  5.0927e-06     	|
on_fit_start                       	|  1.695e-05      	|1              	|  1.695e-05      	|  4.7739e-06     	|
on_val_dataloader                  	|  8.054e-06      	|2              	|  1.6108e-05     	|  4.5367e-06     	|
prepare_data                       	|  6.3305e-06     	|2              	|  1.2661e-05     	|  3.5659e-06     	|
configure_callbacks                	|  6.2355e-06     	|2              	|  1.2471e-05     	|  3.5124e-06     	|
configure_sharded_model            	|  6.096e-06      	|2              	|  1.2192e-05     	|  3.4338e-06     	|
on_validation_epoch_start          	|  1.0397e-05     	|1              	|  1.0397e-05     	|  2.9282e-06     	|
on_train_dataloader                	|  7.412e-06      	|1              	|  7.412e-06      	|  2.0875e-06     	|
