VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  383.0          	|  100 %          	|
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run_training_epoch                 	|  15.888         	|21             	|  333.66         	|  87.117         	|
run_training_batch                 	|  0.28566        	|1000           	|  285.66         	|  74.586         	|
optimizer_step_with_closure_0      	|  0.28238        	|1000           	|  282.38         	|  73.729         	|
training_step_and_backward         	|  0.21678        	|1000           	|  216.78         	|  56.6           	|
backward                           	|  0.10922        	|1000           	|  109.22         	|  28.517         	|
model_forward                      	|  0.10599        	|1000           	|  105.99         	|  27.672         	|
training_step                      	|  0.1058         	|1000           	|  105.8          	|  27.623         	|
run_validate_evaluation            	|  16.379         	|1              	|  16.379         	|  4.2764         	|
evaluation_step_and_end            	|  0.10694        	|125            	|  13.367         	|  3.4901         	|
validation_step                    	|  0.10682        	|125            	|  13.353         	|  3.4864         	|
get_train_batch                    	|  0.0096328      	|1021           	|  9.8351         	|  2.5679         	|
fetch_next_train_batch             	|  0.0096071      	|1021           	|  9.8088         	|  2.561          	|
on_train_batch_end                 	|  0.0024524      	|1000           	|  2.4524         	|  0.64031        	|
zero_grad                          	|  0.0015421      	|1000           	|  1.5421         	|  0.40265        	|
get_validate_batch                 	|  0.0049286      	|126            	|  0.621          	|  0.16214        	|
fetch_next_validate_batch          	|  0.0049032      	|126            	|  0.6178         	|  0.16131        	|
training_batch_to_device           	|  0.00027908     	|1000           	|  0.27908        	|  0.072868       	|
on_train_batch_start               	|  9.4927e-05     	|1000           	|  0.094927       	|  0.024785       	|
on_train_end                       	|  0.092565       	|1              	|  0.092565       	|  0.024169       	|
evaluation_batch_to_device         	|  0.00027292     	|125            	|  0.034115       	|  0.0089073      	|
on_after_backward                  	|  2.5832e-05     	|1000           	|  0.025832       	|  0.0067447      	|
on_pretrain_routine_start          	|  0.023443       	|1              	|  0.023443       	|  0.0061208      	|
on_batch_start                     	|  2.113e-05      	|1000           	|  0.02113        	|  0.0055169      	|
on_before_zero_grad                	|  1.6985e-05     	|1000           	|  0.016985       	|  0.0044348      	|
on_batch_end                       	|  1.6124e-05     	|1000           	|  0.016124       	|  0.0042098      	|
configure_optimizers               	|  0.014923       	|1              	|  0.014923       	|  0.0038963      	|
on_before_backward                 	|  1.3881e-05     	|1000           	|  0.013881       	|  0.0036244      	|
on_before_optimizer_step           	|  1.2826e-05     	|1000           	|  0.012826       	|  0.0033489      	|
on_train_epoch_end                 	|  0.00046565     	|21             	|  0.0097786      	|  0.0025532      	|
on_train_epoch_start               	|  0.00037892     	|21             	|  0.0079574      	|  0.0020777      	|
training_step_end                  	|  7.1717e-06     	|1000           	|  0.0071717      	|  0.0018725      	|
on_validation_batch_end            	|  3.9166e-05     	|125            	|  0.0048958      	|  0.0012783      	|
on_validation_model_eval           	|  0.0042912      	|1              	|  0.0042912      	|  0.0011204      	|
on_validation_batch_start          	|  1.7233e-05     	|125            	|  0.0021542      	|  0.00056244     	|
validation_step_end                	|  8.9737e-06     	|125            	|  0.0011217      	|  0.00029288     	|
on_train_start                     	|  0.0011049      	|1              	|  0.0011049      	|  0.00028849     	|
on_validation_start                	|  0.00055495     	|1              	|  0.00055495     	|  0.00014489     	|
on_epoch_end                       	|  1.1644e-05     	|22             	|  0.00025617     	|  6.6885e-05     	|
on_epoch_start                     	|  1.1205e-05     	|22             	|  0.0002465      	|  6.4362e-05     	|
on_validation_end                  	|  0.00016863     	|1              	|  0.00016863     	|  4.4028e-05     	|
on_before_accelerator_backend_setup	|  3.2942e-05     	|2              	|  6.5884e-05     	|  1.7202e-05     	|
on_fit_end                         	|  5.785e-05      	|1              	|  5.785e-05      	|  1.5104e-05     	|
setup                              	|  2.5336e-05     	|2              	|  5.0671e-05     	|  1.323e-05      	|
on_configure_sharded_model         	|  2.5317e-05     	|2              	|  5.0634e-05     	|  1.322e-05      	|
on_validation_epoch_end            	|  4.6564e-05     	|1              	|  4.6564e-05     	|  1.2158e-05     	|
on_fit_start                       	|  4.1809e-05     	|1              	|  4.1809e-05     	|  1.0916e-05     	|
teardown                           	|  1.9498e-05     	|2              	|  3.8996e-05     	|  1.0182e-05     	|
prepare_data                       	|  1.1386e-05     	|2              	|  2.2773e-05     	|  5.9459e-06     	|
on_val_dataloader                  	|  1.0057e-05     	|2              	|  2.0115e-05     	|  5.2519e-06     	|
configure_callbacks                	|  9.0292e-06     	|2              	|  1.8058e-05     	|  4.715e-06      	|
configure_sharded_model            	|  7.9051e-06     	|2              	|  1.581e-05      	|  4.128e-06      	|
on_pretrain_routine_end            	|  1.4763e-05     	|1              	|  1.4763e-05     	|  3.8547e-06     	|
on_validation_epoch_start          	|  1.1688e-05     	|1              	|  1.1688e-05     	|  3.0517e-06     	|
on_train_dataloader                	|  1.0535e-05     	|1              	|  1.0535e-05     	|  2.7507e-06     	|
