VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  450.48         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  14.814         	|25             	|  370.34         	|  82.209         	|
run_training_batch                 	|  0.35785        	|1000           	|  357.85         	|  79.437         	|
optimizer_step_with_closure_0      	|  0.35532        	|1000           	|  355.32         	|  78.876         	|
training_step_and_backward         	|  0.27662        	|1000           	|  276.62         	|  61.405         	|
model_forward                      	|  0.16339        	|1000           	|  163.39         	|  36.27          	|
training_step                      	|  0.16325        	|1000           	|  163.25         	|  36.239         	|
backward                           	|  0.11192        	|1000           	|  111.92         	|  24.845         	|
run_validate_evaluation            	|  35.967         	|1              	|  35.967         	|  7.9842         	|
evaluation_step_and_end            	|  0.2541         	|139            	|  35.32          	|  7.8405         	|
validation_step                    	|  0.25405        	|139            	|  35.313         	|  7.8389         	|
get_train_batch                    	|  0.0041596      	|1025           	|  4.2635         	|  0.94644        	|
fetch_next_train_batch             	|  0.0041424      	|1025           	|  4.246          	|  0.94254        	|
zero_grad                          	|  0.0012831      	|1000           	|  1.2831         	|  0.28483        	|
on_train_batch_end                 	|  0.0011931      	|1000           	|  1.1931         	|  0.26485        	|
get_validate_batch                 	|  0.0024607      	|140            	|  0.3445         	|  0.076473       	|
fetch_next_validate_batch          	|  0.0024467      	|140            	|  0.34254        	|  0.076037       	|
training_batch_to_device           	|  0.00023522     	|1000           	|  0.23522        	|  0.052216       	|
on_train_batch_start               	|  9.1159e-05     	|1000           	|  0.091159       	|  0.020236       	|
evaluation_batch_to_device         	|  0.00022397     	|139            	|  0.031131       	|  0.0069106      	|
on_train_end                       	|  0.023626       	|1              	|  0.023626       	|  0.0052447      	|
on_pretrain_routine_start          	|  0.022239       	|1              	|  0.022239       	|  0.0049367      	|
on_batch_start                     	|  1.6208e-05     	|1000           	|  0.016208       	|  0.0035978      	|
on_before_zero_grad                	|  1.3966e-05     	|1000           	|  0.013966       	|  0.0031001      	|
on_batch_end                       	|  1.3949e-05     	|1000           	|  0.013949       	|  0.0030965      	|
on_after_backward                  	|  1.1918e-05     	|1000           	|  0.011918       	|  0.0026457      	|
on_before_optimizer_step           	|  1.1031e-05     	|1000           	|  0.011031       	|  0.0024488      	|
on_before_backward                 	|  1.0927e-05     	|1000           	|  0.010927       	|  0.0024257      	|
configure_optimizers               	|  0.0084179      	|1              	|  0.0084179      	|  0.0018686      	|
on_train_epoch_start               	|  0.00029811     	|25             	|  0.0074526      	|  0.0016544      	|
on_train_epoch_end                 	|  0.0002881      	|25             	|  0.0072026      	|  0.0015989      	|
training_step_end                  	|  5.8975e-06     	|1000           	|  0.0058975      	|  0.0013092      	|
on_validation_model_eval           	|  0.00583        	|1              	|  0.00583        	|  0.0012942      	|
on_validation_batch_end            	|  2.0129e-05     	|139            	|  0.0027979      	|  0.00062108     	|
on_validation_batch_start          	|  1.0708e-05     	|139            	|  0.0014884      	|  0.00033039     	|
validation_step_end                	|  4.9492e-06     	|139            	|  0.00068794     	|  0.00015271     	|
on_train_start                     	|  0.00067762     	|1              	|  0.00067762     	|  0.00015042     	|
on_validation_start                	|  0.00032918     	|1              	|  0.00032918     	|  7.3072e-05     	|
on_epoch_end                       	|  1.0642e-05     	|26             	|  0.00027668     	|  6.1419e-05     	|
on_epoch_start                     	|  1.062e-05      	|26             	|  0.00027613     	|  6.1296e-05     	|
on_validation_end                  	|  0.00012822     	|1              	|  0.00012822     	|  2.8463e-05     	|
on_before_accelerator_backend_setup	|  1.938e-05      	|2              	|  3.8761e-05     	|  8.6043e-06     	|
teardown                           	|  1.5875e-05     	|2              	|  3.175e-05      	|  7.048e-06      	|
setup                              	|  1.4878e-05     	|2              	|  2.9755e-05     	|  6.6052e-06     	|
on_configure_sharded_model         	|  1.363e-05      	|2              	|  2.7261e-05     	|  6.0515e-06     	|
on_fit_end                         	|  2.2301e-05     	|1              	|  2.2301e-05     	|  4.9505e-06     	|
on_validation_epoch_end            	|  1.8464e-05     	|1              	|  1.8464e-05     	|  4.0987e-06     	|
on_fit_start                       	|  1.8114e-05     	|1              	|  1.8114e-05     	|  4.021e-06      	|
on_val_dataloader                  	|  6.6075e-06     	|2              	|  1.3215e-05     	|  2.9335e-06     	|
prepare_data                       	|  6.016e-06      	|2              	|  1.2032e-05     	|  2.6709e-06     	|
configure_callbacks                	|  5.1595e-06     	|2              	|  1.0319e-05     	|  2.2906e-06     	|
configure_sharded_model            	|  5.1095e-06     	|2              	|  1.0219e-05     	|  2.2684e-06     	|
on_validation_epoch_start          	|  9.898e-06      	|1              	|  9.898e-06      	|  2.1972e-06     	|
on_pretrain_routine_end            	|  9.638e-06      	|1              	|  9.638e-06      	|  2.1395e-06     	|
on_train_dataloader                	|  4.608e-06      	|1              	|  4.608e-06      	|  1.0229e-06     	|
