VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  410.64         	|  100 %          	|
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run_training_epoch                 	|  5.589          	|63             	|  352.11         	|  85.746         	|
run_training_batch                 	|  0.23287        	|1000           	|  232.87         	|  56.71          	|
optimizer_step_with_closure_0      	|  0.23107        	|1000           	|  231.07         	|  56.27          	|
training_step_and_backward         	|  0.17179        	|1000           	|  171.79         	|  41.835         	|
model_forward                      	|  0.086469       	|1000           	|  86.469         	|  21.057         	|
training_step                      	|  0.086308       	|1000           	|  86.308         	|  21.018         	|
backward                           	|  0.084034       	|1000           	|  84.034         	|  20.464         	|
run_validate_evaluation            	|  29.627         	|1              	|  29.627         	|  7.2149         	|
evaluation_step_and_end            	|  0.084023       	|313            	|  26.299         	|  6.4044         	|
validation_step                    	|  0.08396        	|313            	|  26.28          	|  6.3997         	|
get_train_batch                    	|  0.023649       	|1063           	|  25.138         	|  6.1218         	|
fetch_next_train_batch             	|  0.023625       	|1063           	|  25.113         	|  6.1156         	|
on_train_batch_end                 	|  0.0014449      	|1000           	|  1.4449         	|  0.35186        	|
zero_grad                          	|  0.0012589      	|1000           	|  1.2589         	|  0.30657        	|
get_validate_batch                 	|  0.0029177      	|314            	|  0.91616        	|  0.22311        	|
fetch_next_validate_batch          	|  0.0029012      	|314            	|  0.91098        	|  0.22184        	|
training_batch_to_device           	|  0.000279       	|1000           	|  0.279          	|  0.067942       	|
on_train_batch_start               	|  9.0921e-05     	|1000           	|  0.090921       	|  0.022141       	|
evaluation_batch_to_device         	|  0.00021295     	|313            	|  0.066655       	|  0.016232       	|
on_train_end                       	|  0.044024       	|1              	|  0.044024       	|  0.010721       	|
on_pretrain_routine_start          	|  0.025576       	|1              	|  0.025576       	|  0.0062284      	|
on_train_epoch_start               	|  0.00033308     	|63             	|  0.020984       	|  0.0051102      	|
on_train_epoch_end                 	|  0.00033009     	|63             	|  0.020796       	|  0.0050642      	|
on_batch_start                     	|  1.947e-05      	|1000           	|  0.01947        	|  0.0047415      	|
on_after_backward                  	|  1.5683e-05     	|1000           	|  0.015683       	|  0.0038191      	|
on_batch_end                       	|  1.3997e-05     	|1000           	|  0.013997       	|  0.0034085      	|
on_before_zero_grad                	|  1.3886e-05     	|1000           	|  0.013886       	|  0.0033816      	|
on_before_backward                 	|  1.1238e-05     	|1000           	|  0.011238       	|  0.0027366      	|
on_before_optimizer_step           	|  1.0968e-05     	|1000           	|  0.010968       	|  0.0026709      	|
configure_optimizers               	|  0.0096688      	|1              	|  0.0096688      	|  0.0023546      	|
on_validation_batch_end            	|  2.2683e-05     	|313            	|  0.0070997      	|  0.0017289      	|
training_step_end                  	|  6.1523e-06     	|1000           	|  0.0061523      	|  0.0014982      	|
on_validation_model_eval           	|  0.003923       	|1              	|  0.003923       	|  0.00095533     	|
on_validation_batch_start          	|  1.235e-05      	|313            	|  0.0038656      	|  0.00094136     	|
validation_step_end                	|  5.3427e-06     	|313            	|  0.0016723      	|  0.00040724     	|
on_train_start                     	|  0.0011638      	|1              	|  0.0011638      	|  0.00028342     	|
on_epoch_end                       	|  1.1047e-05     	|64             	|  0.00070701     	|  0.00017217     	|
on_epoch_start                     	|  1.0763e-05     	|64             	|  0.00068881     	|  0.00016774     	|
on_validation_start                	|  0.00058185     	|1              	|  0.00058185     	|  0.00014169     	|
on_validation_end                  	|  0.0001348      	|1              	|  0.0001348      	|  3.2828e-05     	|
teardown                           	|  3.3025e-05     	|2              	|  6.6049e-05     	|  1.6085e-05     	|
on_configure_sharded_model         	|  2.7281e-05     	|2              	|  5.4562e-05     	|  1.3287e-05     	|
setup                              	|  2.6519e-05     	|2              	|  5.3039e-05     	|  1.2916e-05     	|
on_fit_end                         	|  4.6505e-05     	|1              	|  4.6505e-05     	|  1.1325e-05     	|
on_before_accelerator_backend_setup	|  2.163e-05      	|2              	|  4.326e-05      	|  1.0535e-05     	|
on_fit_start                       	|  3.8264e-05     	|1              	|  3.8264e-05     	|  9.3182e-06     	|
on_validation_epoch_end            	|  3.0233e-05     	|1              	|  3.0233e-05     	|  7.3623e-06     	|
on_val_dataloader                  	|  1.1774e-05     	|2              	|  2.3548e-05     	|  5.7344e-06     	|
on_pretrain_routine_end            	|  1.5892e-05     	|1              	|  1.5892e-05     	|  3.8701e-06     	|
configure_sharded_model            	|  7.5568e-06     	|2              	|  1.5114e-05     	|  3.6805e-06     	|
prepare_data                       	|  7.1088e-06     	|2              	|  1.4218e-05     	|  3.4623e-06     	|
configure_callbacks                	|  6.5127e-06     	|2              	|  1.3025e-05     	|  3.172e-06      	|
on_validation_epoch_start          	|  9.7081e-06     	|1              	|  9.7081e-06     	|  2.3641e-06     	|
on_train_dataloader                	|  6.0853e-06     	|1              	|  6.0853e-06     	|  1.4819e-06     	|
