VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  458.11         	|  100 %          	|
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run_training_epoch                 	|  15.064         	|25             	|  376.61         	|  82.21          	|
run_training_batch                 	|  0.36398        	|1000           	|  363.98         	|  79.452         	|
optimizer_step_with_closure_0      	|  0.36126        	|1000           	|  361.26         	|  78.86          	|
training_step_and_backward         	|  0.28016        	|1000           	|  280.16         	|  61.156         	|
model_forward                      	|  0.16501        	|1000           	|  165.01         	|  36.019         	|
training_step                      	|  0.16487        	|1000           	|  164.87         	|  35.988         	|
backward                           	|  0.1138         	|1000           	|  113.8          	|  24.841         	|
run_validate_evaluation            	|  35.985         	|1              	|  35.985         	|  7.8551         	|
evaluation_step_and_end            	|  0.25423        	|139            	|  35.338         	|  7.7138         	|
validation_step                    	|  0.25418        	|139            	|  35.33          	|  7.7122         	|
get_train_batch                    	|  0.0042687      	|1025           	|  4.3755         	|  0.95511        	|
fetch_next_train_batch             	|  0.0042512      	|1025           	|  4.3574         	|  0.95117        	|
zero_grad                          	|  0.0013343      	|1000           	|  1.3343         	|  0.29127        	|
on_train_batch_end                 	|  0.0012257      	|1000           	|  1.2257         	|  0.26757        	|
get_validate_batch                 	|  0.0023783      	|140            	|  0.33296        	|  0.07268        	|
fetch_next_validate_batch          	|  0.0023641      	|140            	|  0.33098        	|  0.072249       	|
training_batch_to_device           	|  0.0002405      	|1000           	|  0.2405         	|  0.052498       	|
on_train_batch_start               	|  9.1189e-05     	|1000           	|  0.091189       	|  0.019905       	|
evaluation_batch_to_device         	|  0.00022911     	|139            	|  0.031847       	|  0.0069518      	|
on_train_end                       	|  0.023749       	|1              	|  0.023749       	|  0.005184       	|
on_pretrain_routine_start          	|  0.023016       	|1              	|  0.023016       	|  0.0050242      	|
on_batch_start                     	|  1.4872e-05     	|1000           	|  0.014872       	|  0.0032464      	|
on_before_zero_grad                	|  1.4099e-05     	|1000           	|  0.014099       	|  0.0030776      	|
on_batch_end                       	|  1.3439e-05     	|1000           	|  0.013439       	|  0.0029335      	|
on_after_backward                  	|  1.0992e-05     	|1000           	|  0.010992       	|  0.0023994      	|
on_before_backward                 	|  1.0423e-05     	|1000           	|  0.010423       	|  0.0022753      	|
on_before_optimizer_step           	|  1.0141e-05     	|1000           	|  0.010141       	|  0.0022136      	|
configure_optimizers               	|  0.0086638      	|1              	|  0.0086638      	|  0.0018912      	|
on_train_epoch_start               	|  0.00030196     	|25             	|  0.0075489      	|  0.0016478      	|
on_train_epoch_end                 	|  0.00028507     	|25             	|  0.0071268      	|  0.0015557      	|
training_step_end                  	|  5.5661e-06     	|1000           	|  0.0055661      	|  0.001215       	|
on_validation_model_eval           	|  0.0041852      	|1              	|  0.0041852      	|  0.00091358     	|
on_validation_batch_end            	|  1.9011e-05     	|139            	|  0.0026425      	|  0.00057683     	|
on_validation_batch_start          	|  9.9613e-06     	|139            	|  0.0013846      	|  0.00030224     	|
on_train_start                     	|  0.0007086      	|1              	|  0.0007086      	|  0.00015468     	|
validation_step_end                	|  4.8289e-06     	|139            	|  0.00067122     	|  0.00014652     	|
on_validation_start                	|  0.00032895     	|1              	|  0.00032895     	|  7.1805e-05     	|
on_epoch_start                     	|  1.0775e-05     	|26             	|  0.00028014     	|  6.1152e-05     	|
on_epoch_end                       	|  1.0582e-05     	|26             	|  0.00027512     	|  6.0055e-05     	|
on_validation_end                  	|  0.00010981     	|1              	|  0.00010981     	|  2.3969e-05     	|
on_before_accelerator_backend_setup	|  1.8901e-05     	|2              	|  3.7802e-05     	|  8.2517e-06     	|
teardown                           	|  1.6837e-05     	|2              	|  3.3673e-05     	|  7.3504e-06     	|
setup                              	|  1.3561e-05     	|2              	|  2.7121e-05     	|  5.9202e-06     	|
on_configure_sharded_model         	|  1.332e-05      	|2              	|  2.664e-05      	|  5.8152e-06     	|
on_fit_end                         	|  2.5668e-05     	|1              	|  2.5668e-05     	|  5.603e-06      	|
on_validation_epoch_end            	|  1.9436e-05     	|1              	|  1.9436e-05     	|  4.2426e-06     	|
on_fit_start                       	|  1.7553e-05     	|1              	|  1.7553e-05     	|  3.8316e-06     	|
on_val_dataloader                  	|  6.0815e-06     	|2              	|  1.2163e-05     	|  2.655e-06      	|
prepare_data                       	|  5.6605e-06     	|2              	|  1.1321e-05     	|  2.4712e-06     	|
configure_callbacks                	|  5.5e-06        	|2              	|  1.1e-05        	|  2.4012e-06     	|
on_pretrain_routine_end            	|  1.083e-05      	|1              	|  1.083e-05      	|  2.3641e-06     	|
configure_sharded_model            	|  4.7745e-06     	|2              	|  9.549e-06      	|  2.0844e-06     	|
on_validation_epoch_start          	|  9.4579e-06     	|1              	|  9.4579e-06     	|  2.0645e-06     	|
on_train_dataloader                	|  4.0979e-06     	|1              	|  4.0979e-06     	|  8.9453e-07     	|
