VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  582.8          	|  100 %          	|
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run_training_epoch                 	|  8.1045         	|63             	|  510.58         	|  87.608         	|
run_training_batch                 	|  0.37383        	|1000           	|  373.83         	|  64.143         	|
optimizer_step_with_closure_0      	|  0.37117        	|1000           	|  371.17         	|  63.688         	|
training_step_and_backward         	|  0.26432        	|1000           	|  264.32         	|  45.354         	|
model_forward                      	|  0.13724        	|1000           	|  137.24         	|  23.549         	|
training_step                      	|  0.13707        	|1000           	|  137.07         	|  23.519         	|
backward                           	|  0.12551        	|1000           	|  125.51         	|  21.536         	|
run_validate_evaluation            	|  31.093         	|1              	|  31.093         	|  5.3351         	|
get_train_batch                    	|  0.028951       	|1063           	|  30.775         	|  5.2806         	|
fetch_next_train_batch             	|  0.028928       	|1063           	|  30.75          	|  5.2763         	|
evaluation_step_and_end            	|  0.22169        	|125            	|  27.711         	|  4.7548         	|
validation_step                    	|  0.22158        	|125            	|  27.697         	|  4.7524         	|
on_train_batch_end                 	|  0.0018149      	|1000           	|  1.8149         	|  0.3114         	|
zero_grad                          	|  0.001536       	|1000           	|  1.536          	|  0.26355        	|
get_validate_batch                 	|  0.0076587      	|126            	|  0.965          	|  0.16558        	|
fetch_next_validate_batch          	|  0.007632       	|126            	|  0.96163        	|  0.165          	|
training_batch_to_device           	|  0.00025692     	|1000           	|  0.25692        	|  0.044084       	|
on_train_batch_start               	|  9.7643e-05     	|1000           	|  0.097643       	|  0.016754       	|
on_train_end                       	|  0.042738       	|1              	|  0.042738       	|  0.0073332      	|
evaluation_batch_to_device         	|  0.00030586     	|125            	|  0.038232       	|  0.0065601      	|
on_pretrain_routine_start          	|  0.024237       	|1              	|  0.024237       	|  0.0041588      	|
on_train_epoch_end                 	|  0.00036446     	|63             	|  0.022961       	|  0.0039398      	|
on_train_epoch_start               	|  0.00034933     	|63             	|  0.022008       	|  0.0037762      	|
on_batch_start                     	|  2.106e-05      	|1000           	|  0.02106        	|  0.0036136      	|
on_after_backward                  	|  1.944e-05      	|1000           	|  0.01944        	|  0.0033356      	|
on_before_zero_grad                	|  1.614e-05      	|1000           	|  0.01614        	|  0.0027693      	|
on_batch_end                       	|  1.5376e-05     	|1000           	|  0.015376       	|  0.0026383      	|
on_before_optimizer_step           	|  1.2582e-05     	|1000           	|  0.012582       	|  0.0021589      	|
on_before_backward                 	|  1.194e-05      	|1000           	|  0.01194        	|  0.0020488      	|
configure_optimizers               	|  0.011371       	|1              	|  0.011371       	|  0.0019511      	|
training_step_end                  	|  6.9168e-06     	|1000           	|  0.0069168      	|  0.0011868      	|
on_validation_batch_end            	|  4.1655e-05     	|125            	|  0.0052068      	|  0.00089342     	|
on_validation_model_eval           	|  0.0050689      	|1              	|  0.0050689      	|  0.00086974     	|
on_validation_batch_start          	|  1.7039e-05     	|125            	|  0.0021299      	|  0.00036545     	|
on_train_start                     	|  0.0016041      	|1              	|  0.0016041      	|  0.00027524     	|
validation_step_end                	|  8.8987e-06     	|125            	|  0.0011123      	|  0.00019086     	|
on_epoch_end                       	|  1.2028e-05     	|64             	|  0.00076977     	|  0.00013208     	|
on_epoch_start                     	|  1.1e-05        	|64             	|  0.00070403     	|  0.0001208      	|
on_validation_start                	|  0.00053828     	|1              	|  0.00053828     	|  9.2361e-05     	|
on_validation_end                  	|  0.00020326     	|1              	|  0.00020326     	|  3.4876e-05     	|
on_fit_end                         	|  7.6303e-05     	|1              	|  7.6303e-05     	|  1.3093e-05     	|
on_before_accelerator_backend_setup	|  3.2766e-05     	|2              	|  6.5532e-05     	|  1.1244e-05     	|
setup                              	|  3.0614e-05     	|2              	|  6.1227e-05     	|  1.0506e-05     	|
on_configure_sharded_model         	|  2.7203e-05     	|2              	|  5.4406e-05     	|  9.3353e-06     	|
teardown                           	|  2.3392e-05     	|2              	|  4.6784e-05     	|  8.0275e-06     	|
on_fit_start                       	|  4.6417e-05     	|1              	|  4.6417e-05     	|  7.9645e-06     	|
on_validation_epoch_end            	|  3.2945e-05     	|1              	|  3.2945e-05     	|  5.6528e-06     	|
on_val_dataloader                  	|  1.2398e-05     	|2              	|  2.4796e-05     	|  4.2545e-06     	|
on_pretrain_routine_end            	|  2.4371e-05     	|1              	|  2.4371e-05     	|  4.1817e-06     	|
prepare_data                       	|  9.1316e-06     	|2              	|  1.8263e-05     	|  3.1337e-06     	|
configure_callbacks                	|  8.2674e-06     	|2              	|  1.6535e-05     	|  2.8371e-06     	|
configure_sharded_model            	|  7.513e-06      	|2              	|  1.5026e-05     	|  2.5782e-06     	|
on_validation_epoch_start          	|  1.3568e-05     	|1              	|  1.3568e-05     	|  2.328e-06      	|
on_train_dataloader                	|  6.0033e-06     	|1              	|  6.0033e-06     	|  1.0301e-06     	|
