VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  687.61         	|  100 %          	|
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run_training_epoch                 	|  3.7563         	|167            	|  627.3          	|  91.229         	|
run_training_batch                 	|  0.25618        	|1000           	|  256.18         	|  37.257         	|
optimizer_step_with_closure_0      	|  0.2523         	|1000           	|  252.3          	|  36.692         	|
training_step_and_backward         	|  0.19172        	|1000           	|  191.72         	|  27.882         	|
model_forward                      	|  0.097472       	|1000           	|  97.472         	|  14.175         	|
training_step                      	|  0.097296       	|1000           	|  97.296         	|  14.15          	|
backward                           	|  0.092889       	|1000           	|  92.889         	|  13.509         	|
get_train_batch                    	|  0.064333       	|1167           	|  75.076         	|  10.918         	|
fetch_next_train_batch             	|  0.064305       	|1167           	|  75.044         	|  10.914         	|
run_validate_evaluation            	|  17.4           	|1              	|  17.4           	|  2.5305         	|
evaluation_step_and_end            	|  0.10623        	|125            	|  13.279         	|  1.9312         	|
validation_step                    	|  0.10616        	|125            	|  13.27          	|  1.9299         	|
on_train_batch_end                 	|  0.0019343      	|1000           	|  1.9343         	|  0.2813         	|
zero_grad                          	|  0.0013253      	|1000           	|  1.3253         	|  0.19274        	|
get_validate_batch                 	|  0.0074479      	|126            	|  0.93844        	|  0.13648        	|
fetch_next_validate_batch          	|  0.0074303      	|126            	|  0.93621        	|  0.13615        	|
training_batch_to_device           	|  0.00036689     	|1000           	|  0.36689        	|  0.053358       	|
on_train_batch_start               	|  9.5484e-05     	|1000           	|  0.095484       	|  0.013886       	|
on_train_epoch_start               	|  0.00033735     	|167            	|  0.056338       	|  0.0081933      	|
on_train_epoch_end                 	|  0.00031479     	|167            	|  0.05257        	|  0.0076452      	|
on_train_end                       	|  0.044997       	|1              	|  0.044997       	|  0.006544       	|
on_batch_start                     	|  2.8405e-05     	|1000           	|  0.028405       	|  0.0041309      	|
evaluation_batch_to_device         	|  0.00021757     	|125            	|  0.027197       	|  0.0039552      	|
on_pretrain_routine_start          	|  0.021842       	|1              	|  0.021842       	|  0.0031764      	|
on_after_backward                  	|  1.8691e-05     	|1000           	|  0.018691       	|  0.0027183      	|
on_before_zero_grad                	|  1.5999e-05     	|1000           	|  0.015999       	|  0.0023267      	|
on_batch_end                       	|  1.4655e-05     	|1000           	|  0.014655       	|  0.0021312      	|
on_before_optimizer_step           	|  1.2012e-05     	|1000           	|  0.012012       	|  0.0017469      	|
on_before_backward                 	|  1.181e-05      	|1000           	|  0.01181        	|  0.0017176      	|
configure_optimizers               	|  0.010388       	|1              	|  0.010388       	|  0.0015108      	|
training_step_end                  	|  6.6542e-06     	|1000           	|  0.0066542      	|  0.00096772     	|
on_validation_model_eval           	|  0.0039127      	|1              	|  0.0039127      	|  0.00056903     	|
on_validation_batch_end            	|  2.7071e-05     	|125            	|  0.0033839      	|  0.00049213     	|
on_epoch_start                     	|  1.1468e-05     	|168            	|  0.0019266      	|  0.00028019     	|
on_epoch_end                       	|  1.097e-05      	|168            	|  0.001843       	|  0.00026803     	|
on_train_start                     	|  0.0017603      	|1              	|  0.0017603      	|  0.00025601     	|
on_validation_batch_start          	|  1.2996e-05     	|125            	|  0.0016245      	|  0.00023626     	|
validation_step_end                	|  6.3024e-06     	|125            	|  0.0007878      	|  0.00011457     	|
on_validation_start                	|  0.00049147     	|1              	|  0.00049147     	|  7.1474e-05     	|
on_validation_end                  	|  0.00018984     	|1              	|  0.00018984     	|  2.7608e-05     	|
teardown                           	|  4.3658e-05     	|2              	|  8.7315e-05     	|  1.2698e-05     	|
on_validation_epoch_end            	|  6.4243e-05     	|1              	|  6.4243e-05     	|  9.3428e-06     	|
on_fit_end                         	|  6.0059e-05     	|1              	|  6.0059e-05     	|  8.7344e-06     	|
setup                              	|  2.8865e-05     	|2              	|  5.7731e-05     	|  8.3958e-06     	|
on_before_accelerator_backend_setup	|  2.8256e-05     	|2              	|  5.6513e-05     	|  8.2187e-06     	|
on_configure_sharded_model         	|  2.4318e-05     	|2              	|  4.8636e-05     	|  7.0731e-06     	|
on_fit_start                       	|  4.5719e-05     	|1              	|  4.5719e-05     	|  6.6489e-06     	|
configure_callbacks                	|  1.0921e-05     	|2              	|  2.1841e-05     	|  3.1764e-06     	|
prepare_data                       	|  8.1733e-06     	|2              	|  1.6347e-05     	|  2.3773e-06     	|
configure_sharded_model            	|  7.8296e-06     	|2              	|  1.5659e-05     	|  2.2773e-06     	|
on_val_dataloader                  	|  7.8259e-06     	|2              	|  1.5652e-05     	|  2.2763e-06     	|
on_pretrain_routine_end            	|  1.1591e-05     	|1              	|  1.1591e-05     	|  1.6857e-06     	|
on_validation_epoch_start          	|  1.158e-05      	|1              	|  1.158e-05      	|  1.6841e-06     	|
on_train_dataloader                	|  7.4841e-06     	|1              	|  7.4841e-06     	|  1.0884e-06     	|
