VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  424.75         	|  100 %          	|
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run_training_epoch                 	|  14.818         	|25             	|  370.45         	|  87.215         	|
run_training_batch                 	|  0.29714        	|1000           	|  297.14         	|  69.957         	|
optimizer_step_with_closure_0      	|  0.29269        	|1000           	|  292.69         	|  68.908         	|
training_step_and_backward         	|  0.22659        	|1000           	|  226.59         	|  53.348         	|
backward                           	|  0.11285        	|1000           	|  112.85         	|  26.568         	|
model_forward                      	|  0.11216        	|1000           	|  112.16         	|  26.407         	|
training_step                      	|  0.11195        	|1000           	|  111.95         	|  26.357         	|
run_validate_evaluation            	|  17.578         	|1              	|  17.578         	|  4.1385         	|
evaluation_step_and_end            	|  0.10332        	|139            	|  14.361         	|  3.381          	|
validation_step                    	|  0.10319        	|139            	|  14.343         	|  3.3768         	|
get_train_batch                    	|  0.013018       	|1025           	|  13.343         	|  3.1414         	|
fetch_next_train_batch             	|  0.012992       	|1025           	|  13.317         	|  3.1352         	|
on_train_batch_end                 	|  0.0028902      	|1000           	|  2.8902         	|  0.68045        	|
zero_grad                          	|  0.00155        	|1000           	|  1.55           	|  0.36492        	|
get_validate_batch                 	|  0.0049657      	|140            	|  0.6952         	|  0.16367        	|
fetch_next_validate_batch          	|  0.0049397      	|140            	|  0.69156        	|  0.16282        	|
training_batch_to_device           	|  0.00032803     	|1000           	|  0.32803        	|  0.077229       	|
on_train_batch_start               	|  9.5828e-05     	|1000           	|  0.095828       	|  0.022561       	|
on_train_end                       	|  0.047397       	|1              	|  0.047397       	|  0.011159       	|
evaluation_batch_to_device         	|  0.000276       	|139            	|  0.038364       	|  0.0090321      	|
on_after_backward                  	|  2.8172e-05     	|1000           	|  0.028172       	|  0.0066326      	|
on_pretrain_routine_start          	|  0.023001       	|1              	|  0.023001       	|  0.0054151      	|
on_batch_start                     	|  2.2722e-05     	|1000           	|  0.022722       	|  0.0053494      	|
on_before_zero_grad                	|  1.8359e-05     	|1000           	|  0.018359       	|  0.0043224      	|
on_batch_end                       	|  1.6925e-05     	|1000           	|  0.016925       	|  0.0039847      	|
on_before_optimizer_step           	|  1.4025e-05     	|1000           	|  0.014025       	|  0.0033018      	|
on_before_backward                 	|  1.318e-05      	|1000           	|  0.01318        	|  0.003103       	|
on_train_epoch_end                 	|  0.00051836     	|25             	|  0.012959       	|  0.0030509      	|
configure_optimizers               	|  0.012332       	|1              	|  0.012332       	|  0.0029033      	|
on_train_epoch_start               	|  0.00047221     	|25             	|  0.011805       	|  0.0027793      	|
training_step_end                  	|  7.8601e-06     	|1000           	|  0.0078601      	|  0.0018505      	|
on_validation_batch_end            	|  4.0042e-05     	|139            	|  0.0055658      	|  0.0013104      	|
on_validation_model_eval           	|  0.0046507      	|1              	|  0.0046507      	|  0.0010949      	|
on_validation_batch_start          	|  1.9676e-05     	|139            	|  0.0027349      	|  0.00064389     	|
on_train_start                     	|  0.0014359      	|1              	|  0.0014359      	|  0.00033806     	|
validation_step_end                	|  1.0208e-05     	|139            	|  0.0014189      	|  0.00033406     	|
on_validation_start                	|  0.00070318     	|1              	|  0.00070318     	|  0.00016555     	|
on_epoch_end                       	|  1.3161e-05     	|26             	|  0.0003422      	|  8.0564e-05     	|
on_epoch_start                     	|  1.2755e-05     	|26             	|  0.00033162     	|  7.8074e-05     	|
on_validation_end                  	|  0.00022688     	|1              	|  0.00022688     	|  5.3414e-05     	|
setup                              	|  2.839e-05      	|2              	|  5.6781e-05     	|  1.3368e-05     	|
on_configure_sharded_model         	|  2.8353e-05     	|2              	|  5.6706e-05     	|  1.335e-05      	|
teardown                           	|  2.529e-05      	|2              	|  5.058e-05      	|  1.1908e-05     	|
on_fit_start                       	|  4.808e-05      	|1              	|  4.808e-05      	|  1.132e-05      	|
on_before_accelerator_backend_setup	|  2.3278e-05     	|2              	|  4.6557e-05     	|  1.0961e-05     	|
on_validation_epoch_end            	|  3.9693e-05     	|1              	|  3.9693e-05     	|  9.345e-06      	|
on_val_dataloader                  	|  1.9159e-05     	|2              	|  3.8318e-05     	|  9.0213e-06     	|
on_fit_end                         	|  2.9262e-05     	|1              	|  2.9262e-05     	|  6.8892e-06     	|
configure_sharded_model            	|  1.1154e-05     	|2              	|  2.2307e-05     	|  5.2518e-06     	|
on_pretrain_routine_end            	|  1.6069e-05     	|1              	|  1.6069e-05     	|  3.7832e-06     	|
prepare_data                       	|  7.3882e-06     	|2              	|  1.4776e-05     	|  3.4788e-06     	|
configure_callbacks                	|  6.5239e-06     	|2              	|  1.3048e-05     	|  3.0719e-06     	|
on_validation_epoch_start          	|  1.2049e-05     	|1              	|  1.2049e-05     	|  2.8368e-06     	|
on_train_dataloader                	|  9.2778e-06     	|1              	|  9.2778e-06     	|  2.1843e-06     	|
