VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  792.5          	|  100 %          	|
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run_training_epoch                 	|  3.7101         	|200            	|  742.02         	|  93.63          	|
run_training_batch                 	|  0.30074        	|1000           	|  300.74         	|  37.948         	|
optimizer_step_with_closure_0      	|  0.29702        	|1000           	|  297.02         	|  37.478         	|
training_step_and_backward         	|  0.22902        	|1000           	|  229.02         	|  28.899         	|
model_forward                      	|  0.1154         	|1000           	|  115.4          	|  14.561         	|
training_step                      	|  0.11516        	|1000           	|  115.16         	|  14.532         	|
backward                           	|  0.11189        	|1000           	|  111.89         	|  14.118         	|
get_train_batch                    	|  0.066235       	|1200           	|  79.482         	|  10.029         	|
fetch_next_train_batch             	|  0.066203       	|1200           	|  79.444         	|  10.024         	|
run_validate_evaluation            	|  17.342         	|1              	|  17.342         	|  2.1882         	|
evaluation_step_and_end            	|  0.1022         	|139            	|  14.206         	|  1.7925         	|
validation_step                    	|  0.10208        	|139            	|  14.189         	|  1.7904         	|
on_train_batch_end                 	|  0.0023572      	|1000           	|  2.3572         	|  0.29743        	|
zero_grad                          	|  0.0016399      	|1000           	|  1.6399         	|  0.20693        	|
get_validate_batch                 	|  0.0059694      	|140            	|  0.83571        	|  0.10545        	|
fetch_next_validate_batch          	|  0.0059451      	|140            	|  0.83231        	|  0.10502        	|
training_batch_to_device           	|  0.00041272     	|1000           	|  0.41272        	|  0.052079       	|
on_train_batch_start               	|  0.00017171     	|1000           	|  0.17171        	|  0.021667       	|
on_train_epoch_start               	|  0.00041218     	|200            	|  0.082436       	|  0.010402       	|
on_train_epoch_end                 	|  0.00032971     	|200            	|  0.065943       	|  0.0083208      	|
on_train_end                       	|  0.052247       	|1              	|  0.052247       	|  0.0065926      	|
evaluation_batch_to_device         	|  0.00028206     	|139            	|  0.039206       	|  0.0049471      	|
on_batch_start                     	|  3.3489e-05     	|1000           	|  0.033489       	|  0.0042257      	|
on_after_backward                  	|  3.1711e-05     	|1000           	|  0.031711       	|  0.0040014      	|
on_pretrain_routine_start          	|  0.02365        	|1              	|  0.02365        	|  0.0029842      	|
on_before_zero_grad                	|  2.2752e-05     	|1000           	|  0.022752       	|  0.0028709      	|
on_batch_end                       	|  1.6813e-05     	|1000           	|  0.016813       	|  0.0021215      	|
configure_optimizers               	|  0.015459       	|1              	|  0.015459       	|  0.0019506      	|
on_before_optimizer_step           	|  1.5164e-05     	|1000           	|  0.015164       	|  0.0019134      	|
on_before_backward                 	|  1.4241e-05     	|1000           	|  0.014241       	|  0.001797       	|
training_step_end                  	|  8.9526e-06     	|1000           	|  0.0089526      	|  0.0011297      	|
on_validation_batch_end            	|  4.2508e-05     	|139            	|  0.0059086      	|  0.00074556     	|
on_validation_model_eval           	|  0.0041348      	|1              	|  0.0041348      	|  0.00052173     	|
on_validation_batch_start          	|  1.7736e-05     	|139            	|  0.0024652      	|  0.00031107     	|
on_epoch_end                       	|  1.2236e-05     	|201            	|  0.0024594      	|  0.00031033     	|
on_epoch_start                     	|  1.201e-05      	|201            	|  0.002414       	|  0.00030461     	|
validation_step_end                	|  9.5609e-06     	|139            	|  0.001329       	|  0.00016769     	|
on_train_start                     	|  0.00072586     	|1              	|  0.00072586     	|  9.159e-05      	|
on_validation_start                	|  0.00051219     	|1              	|  0.00051219     	|  6.463e-05      	|
on_validation_end                  	|  0.00015749     	|1              	|  0.00015749     	|  1.9872e-05     	|
setup                              	|  3.3105e-05     	|2              	|  6.621e-05      	|  8.3545e-06     	|
on_fit_end                         	|  6.4159e-05     	|1              	|  6.4159e-05     	|  8.0957e-06     	|
on_configure_sharded_model         	|  2.9921e-05     	|2              	|  5.9841e-05     	|  7.5509e-06     	|
on_before_accelerator_backend_setup	|  2.6738e-05     	|2              	|  5.3477e-05     	|  6.7478e-06     	|
teardown                           	|  2.4492e-05     	|2              	|  4.8984e-05     	|  6.1809e-06     	|
on_fit_start                       	|  2.919e-05      	|1              	|  2.919e-05      	|  3.6832e-06     	|
on_validation_epoch_end            	|  2.861e-05      	|1              	|  2.861e-05      	|  3.6101e-06     	|
configure_callbacks                	|  1.1591e-05     	|2              	|  2.3182e-05     	|  2.9252e-06     	|
configure_sharded_model            	|  1.0434e-05     	|2              	|  2.0867e-05     	|  2.6331e-06     	|
prepare_data                       	|  9.4492e-06     	|2              	|  1.8898e-05     	|  2.3846e-06     	|
on_val_dataloader                  	|  8.4741e-06     	|2              	|  1.6948e-05     	|  2.1386e-06     	|
on_pretrain_routine_end            	|  1.5156e-05     	|1              	|  1.5156e-05     	|  1.9125e-06     	|
on_validation_epoch_start          	|  1.2359e-05     	|1              	|  1.2359e-05     	|  1.5594e-06     	|
on_train_dataloader                	|  7.3314e-06     	|1              	|  7.3314e-06     	|  9.2509e-07     	|
