VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  423.03         	|  100 %          	|
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run_training_epoch                 	|  5.7725         	|63             	|  363.67         	|  85.968         	|
run_training_batch                 	|  0.23105        	|1000           	|  231.05         	|  54.618         	|
optimizer_step_with_closure_0      	|  0.22923        	|1000           	|  229.23         	|  54.188         	|
training_step_and_backward         	|  0.17058        	|1000           	|  170.58         	|  40.324         	|
model_forward                      	|  0.085013       	|1000           	|  85.013         	|  20.096         	|
training_step                      	|  0.084857       	|1000           	|  84.857         	|  20.06          	|
backward                           	|  0.084247       	|1000           	|  84.247         	|  19.915         	|
run_validate_evaluation            	|  30.273         	|1              	|  30.273         	|  7.1563         	|
get_train_batch                    	|  0.02746        	|1063           	|  29.19          	|  6.9003         	|
fetch_next_train_batch             	|  0.027438       	|1063           	|  29.167         	|  6.8948         	|
evaluation_step_and_end            	|  0.083657       	|313            	|  26.185         	|  6.1898         	|
validation_step                    	|  0.083593       	|313            	|  26.165         	|  6.1851         	|
on_train_batch_end                 	|  0.0014723      	|1000           	|  1.4723         	|  0.34803        	|
zero_grad                          	|  0.0012944      	|1000           	|  1.2944         	|  0.306          	|
get_validate_batch                 	|  0.0034402      	|314            	|  1.0802         	|  0.25535        	|
fetch_next_validate_batch          	|  0.0034236      	|314            	|  1.075          	|  0.25413        	|
training_batch_to_device           	|  0.00022146     	|1000           	|  0.22146        	|  0.052352       	|
on_train_batch_start               	|  9.5674e-05     	|1000           	|  0.095674       	|  0.022617       	|
evaluation_batch_to_device         	|  0.00023936     	|313            	|  0.074921       	|  0.017711       	|
on_train_end                       	|  0.046962       	|1              	|  0.046962       	|  0.011102       	|
on_pretrain_routine_start          	|  0.025719       	|1              	|  0.025719       	|  0.0060799      	|
on_train_epoch_end                 	|  0.00032549     	|63             	|  0.020506       	|  0.0048475      	|
on_train_epoch_start               	|  0.00031919     	|63             	|  0.020109       	|  0.0047536      	|
on_batch_start                     	|  1.9862e-05     	|1000           	|  0.019862       	|  0.0046952      	|
on_after_backward                  	|  1.5645e-05     	|1000           	|  0.015645       	|  0.0036983      	|
on_batch_end                       	|  1.4754e-05     	|1000           	|  0.014754       	|  0.0034877      	|
on_before_zero_grad                	|  1.4366e-05     	|1000           	|  0.014366       	|  0.0033961      	|
on_before_backward                 	|  1.1465e-05     	|1000           	|  0.011465       	|  0.0027102      	|
on_before_optimizer_step           	|  1.0904e-05     	|1000           	|  0.010904       	|  0.0025777      	|
configure_optimizers               	|  0.010707       	|1              	|  0.010707       	|  0.002531       	|
on_validation_batch_end            	|  2.2404e-05     	|313            	|  0.0070124      	|  0.0016577      	|
training_step_end                  	|  5.8363e-06     	|1000           	|  0.0058363      	|  0.0013796      	|
on_validation_model_eval           	|  0.0038521      	|1              	|  0.0038521      	|  0.00091059     	|
on_validation_batch_start          	|  1.1133e-05     	|313            	|  0.0034848      	|  0.00082377     	|
validation_step_end                	|  5.71e-06       	|313            	|  0.0017872      	|  0.00042248     	|
on_train_start                     	|  0.0012562      	|1              	|  0.0012562      	|  0.00029695     	|
on_epoch_end                       	|  1.0695e-05     	|64             	|  0.0006845      	|  0.00016181     	|
on_epoch_start                     	|  1.0458e-05     	|64             	|  0.00066929     	|  0.00015822     	|
on_validation_start                	|  0.00045135     	|1              	|  0.00045135     	|  0.0001067      	|
on_validation_end                  	|  0.00012605     	|1              	|  0.00012605     	|  2.9798e-05     	|
setup                              	|  3.1537e-05     	|2              	|  6.3075e-05     	|  1.491e-05      	|
on_fit_end                         	|  6.1134e-05     	|1              	|  6.1134e-05     	|  1.4452e-05     	|
on_before_accelerator_backend_setup	|  2.4117e-05     	|2              	|  4.8233e-05     	|  1.1402e-05     	|
on_fit_start                       	|  4.4044e-05     	|1              	|  4.4044e-05     	|  1.0412e-05     	|
on_configure_sharded_model         	|  2.1802e-05     	|2              	|  4.3605e-05     	|  1.0308e-05     	|
teardown                           	|  2.1208e-05     	|2              	|  4.2416e-05     	|  1.0027e-05     	|
on_validation_epoch_end            	|  3.3699e-05     	|1              	|  3.3699e-05     	|  7.9661e-06     	|
prepare_data                       	|  8.4415e-06     	|2              	|  1.6883e-05     	|  3.991e-06      	|
configure_callbacks                	|  8.1547e-06     	|2              	|  1.6309e-05     	|  3.8554e-06     	|
configure_sharded_model            	|  8.0206e-06     	|2              	|  1.6041e-05     	|  3.792e-06      	|
on_val_dataloader                  	|  7.6331e-06     	|2              	|  1.5266e-05     	|  3.6088e-06     	|
on_pretrain_routine_end            	|  1.3534e-05     	|1              	|  1.3534e-05     	|  3.1993e-06     	|
on_validation_epoch_start          	|  9.2685e-06     	|1              	|  9.2685e-06     	|  2.191e-06      	|
on_train_dataloader                	|  6.6999e-06     	|1              	|  6.6999e-06     	|  1.5838e-06     	|
