VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  505.88         	|  100 %          	|
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run_training_epoch                 	|  2.1256         	|200            	|  425.12         	|  84.036         	|
run_training_batch                 	|  0.35436        	|1000           	|  354.36         	|  70.048         	|
optimizer_step_with_closure_0      	|  0.35165        	|1000           	|  351.65         	|  69.513         	|
training_step_and_backward         	|  0.27285        	|1000           	|  272.85         	|  53.936         	|
model_forward                      	|  0.16171        	|1000           	|  161.71         	|  31.965         	|
training_step                      	|  0.16155        	|1000           	|  161.55         	|  31.936         	|
backward                           	|  0.1098         	|1000           	|  109.8          	|  21.705         	|
run_validate_evaluation            	|  35.947         	|1              	|  35.947         	|  7.1059         	|
evaluation_step_and_end            	|  0.25393        	|139            	|  35.297         	|  6.9773         	|
validation_step                    	|  0.25388        	|139            	|  35.289         	|  6.9758         	|
get_train_batch                    	|  0.016909       	|1200           	|  20.291         	|  4.011          	|
fetch_next_train_batch             	|  0.016885       	|1200           	|  20.261         	|  4.0052         	|
zero_grad                          	|  0.0013174      	|1000           	|  1.3174         	|  0.26041        	|
on_train_batch_end                 	|  0.0012722      	|1000           	|  1.2722         	|  0.25148        	|
training_batch_to_device           	|  0.00034082     	|1000           	|  0.34082        	|  0.067372       	|
get_validate_batch                 	|  0.0022959      	|140            	|  0.32143        	|  0.063539       	|
fetch_next_validate_batch          	|  0.0022817      	|140            	|  0.31944        	|  0.063145       	|
on_train_batch_start               	|  9.6522e-05     	|1000           	|  0.096522       	|  0.01908        	|
on_train_epoch_start               	|  0.00028613     	|200            	|  0.057226       	|  0.011312       	|
on_train_epoch_end                 	|  0.00025399     	|200            	|  0.050797       	|  0.010041       	|
evaluation_batch_to_device         	|  0.00022274     	|139            	|  0.030961       	|  0.0061203      	|
on_train_end                       	|  0.023844       	|1              	|  0.023844       	|  0.0047133      	|
on_batch_start                     	|  2.3101e-05     	|1000           	|  0.023101       	|  0.0045665      	|
on_pretrain_routine_start          	|  0.023021       	|1              	|  0.023021       	|  0.0045507      	|
on_before_zero_grad                	|  1.6476e-05     	|1000           	|  0.016476       	|  0.0032569      	|
on_batch_end                       	|  1.3754e-05     	|1000           	|  0.013754       	|  0.0027189      	|
on_after_backward                  	|  1.217e-05      	|1000           	|  0.01217        	|  0.0024057      	|
on_before_backward                 	|  1.1361e-05     	|1000           	|  0.011361       	|  0.0022458      	|
on_before_optimizer_step           	|  1.1285e-05     	|1000           	|  0.011285       	|  0.0022307      	|
configure_optimizers               	|  0.0084767      	|1              	|  0.0084767      	|  0.0016756      	|
training_step_end                  	|  6.7619e-06     	|1000           	|  0.0067619      	|  0.0013367      	|
on_validation_model_eval           	|  0.0044289      	|1              	|  0.0044289      	|  0.00087549     	|
on_validation_batch_end            	|  2.2848e-05     	|139            	|  0.0031758      	|  0.00062779     	|
on_epoch_end                       	|  1.0795e-05     	|201            	|  0.0021698      	|  0.00042893     	|
on_epoch_start                     	|  1.0749e-05     	|201            	|  0.0021605      	|  0.00042708     	|
on_validation_batch_start          	|  1.0392e-05     	|139            	|  0.0014445      	|  0.00028554     	|
validation_step_end                	|  5.9696e-06     	|139            	|  0.00082978     	|  0.00016403     	|
on_train_start                     	|  0.00079366     	|1              	|  0.00079366     	|  0.00015689     	|
on_validation_start                	|  0.00030654     	|1              	|  0.00030654     	|  6.0596e-05     	|
on_validation_end                  	|  0.00010689     	|1              	|  0.00010689     	|  2.113e-05      	|
on_before_accelerator_backend_setup	|  1.8955e-05     	|2              	|  3.7911e-05     	|  7.4941e-06     	|
setup                              	|  1.653e-05      	|2              	|  3.3061e-05     	|  6.5354e-06     	|
teardown                           	|  1.5599e-05     	|2              	|  3.1199e-05     	|  6.1673e-06     	|
on_configure_sharded_model         	|  1.3576e-05     	|2              	|  2.7151e-05     	|  5.3671e-06     	|
on_fit_end                         	|  2.2522e-05     	|1              	|  2.2522e-05     	|  4.4521e-06     	|
on_validation_epoch_end            	|  1.7943e-05     	|1              	|  1.7943e-05     	|  3.5469e-06     	|
on_fit_start                       	|  1.6571e-05     	|1              	|  1.6571e-05     	|  3.2757e-06     	|
prepare_data                       	|  6.4321e-06     	|2              	|  1.2864e-05     	|  2.5429e-06     	|
on_pretrain_routine_end            	|  1.2694e-05     	|1              	|  1.2694e-05     	|  2.5093e-06     	|
on_val_dataloader                  	|  5.9261e-06     	|2              	|  1.1852e-05     	|  2.3429e-06     	|
configure_callbacks                	|  5.275e-06      	|2              	|  1.055e-05      	|  2.0855e-06     	|
on_validation_epoch_start          	|  1.0339e-05     	|1              	|  1.0339e-05     	|  2.0438e-06     	|
configure_sharded_model            	|  4.724e-06      	|2              	|  9.4479e-06     	|  1.8676e-06     	|
on_train_dataloader                	|  4.168e-06      	|1              	|  4.168e-06      	|  8.2392e-07     	|
