VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  583.42         	|  100 %          	|
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run_training_epoch                 	|  8.1081         	|63             	|  510.81         	|  87.554         	|
run_training_batch                 	|  0.37528        	|1000           	|  375.28         	|  64.323         	|
optimizer_step_with_closure_0      	|  0.37265        	|1000           	|  372.65         	|  63.873         	|
training_step_and_backward         	|  0.26588        	|1000           	|  265.88         	|  45.573         	|
model_forward                      	|  0.13742        	|1000           	|  137.42         	|  23.554         	|
training_step                      	|  0.13725        	|1000           	|  137.25         	|  23.524         	|
backward                           	|  0.12695        	|1000           	|  126.95         	|  21.759         	|
run_validate_evaluation            	|  30.972         	|1              	|  30.972         	|  5.3087         	|
get_train_batch                    	|  0.028804       	|1063           	|  30.618         	|  5.2481         	|
fetch_next_train_batch             	|  0.028781       	|1063           	|  30.594         	|  5.2439         	|
evaluation_step_and_end            	|  0.22201        	|125            	|  27.751         	|  4.7566         	|
validation_step                    	|  0.2219         	|125            	|  27.738         	|  4.7543         	|
on_train_batch_end                 	|  0.0017998      	|1000           	|  1.7998         	|  0.30848        	|
zero_grad                          	|  0.0014797      	|1000           	|  1.4797         	|  0.25363        	|
get_validate_batch                 	|  0.005619       	|126            	|  0.70799        	|  0.12135        	|
fetch_next_validate_batch          	|  0.0055945      	|126            	|  0.7049         	|  0.12082        	|
training_batch_to_device           	|  0.00026895     	|1000           	|  0.26895        	|  0.046099       	|
on_train_batch_start               	|  9.6068e-05     	|1000           	|  0.096068       	|  0.016466       	|
on_train_end                       	|  0.043463       	|1              	|  0.043463       	|  0.0074498      	|
evaluation_batch_to_device         	|  0.00030074     	|125            	|  0.037592       	|  0.0064434      	|
on_train_epoch_start               	|  0.00035272     	|63             	|  0.022221       	|  0.0038088      	|
on_pretrain_routine_start          	|  0.022065       	|1              	|  0.022065       	|  0.003782       	|
on_train_epoch_end                 	|  0.00034892     	|63             	|  0.021982       	|  0.0037678      	|
on_batch_start                     	|  2.0426e-05     	|1000           	|  0.020426       	|  0.003501       	|
on_after_backward                  	|  1.968e-05      	|1000           	|  0.01968        	|  0.0033732      	|
on_before_zero_grad                	|  1.5349e-05     	|1000           	|  0.015349       	|  0.0026309      	|
on_batch_end                       	|  1.528e-05      	|1000           	|  0.01528        	|  0.002619       	|
on_before_optimizer_step           	|  1.2726e-05     	|1000           	|  0.012726       	|  0.0021813      	|
on_before_backward                 	|  1.2718e-05     	|1000           	|  0.012718       	|  0.00218        	|
configure_optimizers               	|  0.010781       	|1              	|  0.010781       	|  0.0018478      	|
training_step_end                  	|  7.1375e-06     	|1000           	|  0.0071375      	|  0.0012234      	|
on_validation_batch_end            	|  4.3506e-05     	|125            	|  0.0054382      	|  0.00093212     	|
on_validation_model_eval           	|  0.004281       	|1              	|  0.004281       	|  0.00073378     	|
on_validation_batch_start          	|  1.6677e-05     	|125            	|  0.0020846      	|  0.0003573      	|
on_train_start                     	|  0.0020197      	|1              	|  0.0020197      	|  0.00034618     	|
validation_step_end                	|  9.1742e-06     	|125            	|  0.0011468      	|  0.00019656     	|
on_epoch_end                       	|  1.1869e-05     	|64             	|  0.00075961     	|  0.0001302      	|
on_epoch_start                     	|  1.054e-05      	|64             	|  0.00067456     	|  0.00011562     	|
on_validation_start                	|  0.00051532     	|1              	|  0.00051532     	|  8.8326e-05     	|
on_validation_end                  	|  0.00017244     	|1              	|  0.00017244     	|  2.9556e-05     	|
on_fit_end                         	|  6.0415e-05     	|1              	|  6.0415e-05     	|  1.0355e-05     	|
on_before_accelerator_backend_setup	|  2.7335e-05     	|2              	|  5.467e-05      	|  9.3707e-06     	|
on_fit_start                       	|  5.326e-05      	|1              	|  5.326e-05      	|  9.129e-06      	|
setup                              	|  2.5135e-05     	|2              	|  5.0271e-05     	|  8.6166e-06     	|
teardown                           	|  2.2201e-05     	|2              	|  4.4402e-05     	|  7.6106e-06     	|
on_configure_sharded_model         	|  2.1588e-05     	|2              	|  4.3176e-05     	|  7.4005e-06     	|
on_validation_epoch_end            	|  3.4392e-05     	|1              	|  3.4392e-05     	|  5.8949e-06     	|
on_val_dataloader                  	|  1.1267e-05     	|2              	|  2.2534e-05     	|  3.8624e-06     	|
configure_callbacks                	|  8.1901e-06     	|2              	|  1.638e-05      	|  2.8076e-06     	|
prepare_data                       	|  7.418e-06      	|2              	|  1.4836e-05     	|  2.5429e-06     	|
configure_sharded_model            	|  6.7567e-06     	|2              	|  1.3513e-05     	|  2.3162e-06     	|
on_pretrain_routine_end            	|  1.2478e-05     	|1              	|  1.2478e-05     	|  2.1387e-06     	|
on_validation_epoch_start          	|  1.2001e-05     	|1              	|  1.2001e-05     	|  2.057e-06      	|
on_train_dataloader                	|  8.3335e-06     	|1              	|  8.3335e-06     	|  1.4284e-06     	|
