VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  709.5          	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  3.946          	|167            	|  658.99         	|  92.88          	|
run_training_batch                 	|  0.2894         	|1000           	|  289.4          	|  40.789         	|
optimizer_step_with_closure_0      	|  0.28539        	|1000           	|  285.39         	|  40.225         	|
training_step_and_backward         	|  0.21494        	|1000           	|  214.94         	|  30.295         	|
model_forward                      	|  0.11524        	|1000           	|  115.24         	|  16.242         	|
training_step                      	|  0.11504        	|1000           	|  115.04         	|  16.214         	|
backward                           	|  0.098122       	|1000           	|  98.122         	|  13.83          	|
get_train_batch                    	|  0.069313       	|1167           	|  80.889         	|  11.401         	|
fetch_next_train_batch             	|  0.069285       	|1167           	|  80.855         	|  11.396         	|
run_validate_evaluation            	|  16.523         	|1              	|  16.523         	|  2.3288         	|
evaluation_step_and_end            	|  0.10661        	|125            	|  13.327         	|  1.8783         	|
validation_step                    	|  0.10652        	|125            	|  13.315         	|  1.8767         	|
on_train_batch_end                 	|  0.0020064      	|1000           	|  2.0064         	|  0.28279        	|
zero_grad                          	|  0.0015484      	|1000           	|  1.5484         	|  0.21824        	|
get_validate_batch                 	|  0.0059216      	|126            	|  0.74612        	|  0.10516        	|
fetch_next_validate_batch          	|  0.0059006      	|126            	|  0.74347        	|  0.10479        	|
training_batch_to_device           	|  0.0003647      	|1000           	|  0.3647         	|  0.051403       	|
on_train_batch_start               	|  9.8497e-05     	|1000           	|  0.098497       	|  0.013883       	|
on_train_epoch_start               	|  0.000333       	|167            	|  0.055611       	|  0.007838       	|
on_train_epoch_end                 	|  0.00033278     	|167            	|  0.055574       	|  0.0078328      	|
on_train_end                       	|  0.046322       	|1              	|  0.046322       	|  0.0065288      	|
evaluation_batch_to_device         	|  0.0002427      	|125            	|  0.030338       	|  0.004276       	|
on_batch_start                     	|  2.8028e-05     	|1000           	|  0.028028       	|  0.0039504      	|
on_pretrain_routine_start          	|  0.024845       	|1              	|  0.024845       	|  0.0035017      	|
on_after_backward                  	|  2.1919e-05     	|1000           	|  0.021919       	|  0.0030893      	|
on_before_zero_grad                	|  1.8451e-05     	|1000           	|  0.018451       	|  0.0026006      	|
on_batch_end                       	|  1.4951e-05     	|1000           	|  0.014951       	|  0.0021073      	|
on_before_backward                 	|  1.2404e-05     	|1000           	|  0.012404       	|  0.0017483      	|
on_before_optimizer_step           	|  1.2218e-05     	|1000           	|  0.012218       	|  0.0017221      	|
configure_optimizers               	|  0.011608       	|1              	|  0.011608       	|  0.0016361      	|
training_step_end                  	|  7.7056e-06     	|1000           	|  0.0077056      	|  0.0010861      	|
on_validation_model_eval           	|  0.004716       	|1              	|  0.004716       	|  0.0006647      	|
on_validation_batch_end            	|  3.4357e-05     	|125            	|  0.0042947      	|  0.00060531     	|
on_validation_batch_start          	|  1.5576e-05     	|125            	|  0.001947       	|  0.00027441     	|
on_epoch_end                       	|  1.1307e-05     	|168            	|  0.0018997      	|  0.00026775     	|
on_epoch_start                     	|  1.1155e-05     	|168            	|  0.001874       	|  0.00026413     	|
on_train_start                     	|  0.001556       	|1              	|  0.001556       	|  0.00021931     	|
validation_step_end                	|  7.6825e-06     	|125            	|  0.00096031     	|  0.00013535     	|
on_validation_start                	|  0.00055325     	|1              	|  0.00055325     	|  7.7977e-05     	|
on_validation_end                  	|  0.0002022      	|1              	|  0.0002022      	|  2.8499e-05     	|
teardown                           	|  3.8331e-05     	|2              	|  7.6663e-05     	|  1.0805e-05     	|
on_fit_end                         	|  5.7077e-05     	|1              	|  5.7077e-05     	|  8.0447e-06     	|
on_before_accelerator_backend_setup	|  2.5336e-05     	|2              	|  5.0671e-05     	|  7.1419e-06     	|
setup                              	|  2.4811e-05     	|2              	|  4.9623e-05     	|  6.9941e-06     	|
on_configure_sharded_model         	|  2.479e-05      	|2              	|  4.958e-05      	|  6.988e-06      	|
on_fit_start                       	|  4.4236e-05     	|1              	|  4.4236e-05     	|  6.2348e-06     	|
on_validation_epoch_end            	|  3.1371e-05     	|1              	|  3.1371e-05     	|  4.4215e-06     	|
on_val_dataloader                  	|  1.4482e-05     	|2              	|  2.8964e-05     	|  4.0823e-06     	|
on_pretrain_routine_end            	|  2.5425e-05     	|1              	|  2.5425e-05     	|  3.5835e-06     	|
configure_callbacks                	|  1.2542e-05     	|2              	|  2.5084e-05     	|  3.5355e-06     	|
configure_sharded_model            	|  8.6082e-06     	|2              	|  1.7216e-05     	|  2.4266e-06     	|
prepare_data                       	|  6.9588e-06     	|2              	|  1.3918e-05     	|  1.9616e-06     	|
on_validation_epoch_start          	|  1.0852e-05     	|1              	|  1.0852e-05     	|  1.5295e-06     	|
on_train_dataloader                	|  7.0576e-06     	|1              	|  7.0576e-06     	|  9.9473e-07     	|
