VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  699.19         	|  100 %          	|
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run_training_epoch                 	|  3.8941         	|167            	|  650.32         	|  93.011         	|
run_training_batch                 	|  0.28506        	|1000           	|  285.06         	|  40.771         	|
optimizer_step_with_closure_0      	|  0.28239        	|1000           	|  282.39         	|  40.388         	|
training_step_and_backward         	|  0.21453        	|1000           	|  214.53         	|  30.683         	|
model_forward                      	|  0.11449        	|1000           	|  114.49         	|  16.375         	|
training_step                      	|  0.1143         	|1000           	|  114.3          	|  16.347         	|
backward                           	|  0.098461       	|1000           	|  98.461         	|  14.082         	|
get_train_batch                    	|  0.06636        	|1167           	|  77.442         	|  11.076         	|
fetch_next_train_batch             	|  0.06633        	|1167           	|  77.407         	|  11.071         	|
run_validate_evaluation            	|  16.777         	|1              	|  16.777         	|  2.3995         	|
evaluation_step_and_end            	|  0.10728        	|125            	|  13.41          	|  1.9179         	|
validation_step                    	|  0.10719        	|125            	|  13.399         	|  1.9164         	|
on_train_batch_end                 	|  0.0018363      	|1000           	|  1.8363         	|  0.26263        	|
zero_grad                          	|  0.0015472      	|1000           	|  1.5472         	|  0.22128        	|
get_validate_batch                 	|  0.0064177      	|126            	|  0.80863        	|  0.11565        	|
fetch_next_validate_batch          	|  0.0063966      	|126            	|  0.80598        	|  0.11527        	|
training_batch_to_device           	|  0.00043163     	|1000           	|  0.43163        	|  0.061734       	|
on_train_batch_start               	|  0.00010133     	|1000           	|  0.10133        	|  0.014492       	|
on_train_epoch_start               	|  0.00044347     	|167            	|  0.07406        	|  0.010592       	|
on_train_end                       	|  0.067257       	|1              	|  0.067257       	|  0.0096193      	|
on_batch_start                     	|  6.5259e-05     	|1000           	|  0.065259       	|  0.0093336      	|
on_train_epoch_end                 	|  0.00031371     	|167            	|  0.052389       	|  0.0074929      	|
evaluation_batch_to_device         	|  0.00025334     	|125            	|  0.031667       	|  0.0045292      	|
on_pretrain_routine_start          	|  0.022386       	|1              	|  0.022386       	|  0.0032016      	|
on_after_backward                  	|  2.0899e-05     	|1000           	|  0.020899       	|  0.002989       	|
on_before_zero_grad                	|  1.7612e-05     	|1000           	|  0.017612       	|  0.0025189      	|
on_batch_end                       	|  1.514e-05      	|1000           	|  0.01514        	|  0.0021653      	|
on_before_optimizer_step           	|  1.2218e-05     	|1000           	|  0.012218       	|  0.0017475      	|
on_before_backward                 	|  1.1623e-05     	|1000           	|  0.011623       	|  0.0016624      	|
configure_optimizers               	|  0.011209       	|1              	|  0.011209       	|  0.0016032      	|
training_step_end                  	|  7.5821e-06     	|1000           	|  0.0075821      	|  0.0010844      	|
on_validation_batch_end            	|  3.3562e-05     	|125            	|  0.0041952      	|  0.00060001     	|
on_validation_model_eval           	|  0.0040405      	|1              	|  0.0040405      	|  0.00057789     	|
on_epoch_end                       	|  1.145e-05      	|168            	|  0.0019237      	|  0.00027513     	|
on_epoch_start                     	|  1.1301e-05     	|168            	|  0.0018985      	|  0.00027153     	|
on_train_start                     	|  0.0018383      	|1              	|  0.0018383      	|  0.00026292     	|
on_validation_batch_start          	|  1.4657e-05     	|125            	|  0.0018321      	|  0.00026203     	|
validation_step_end                	|  7.5016e-06     	|125            	|  0.00093771     	|  0.00013411     	|
on_validation_start                	|  0.00046896     	|1              	|  0.00046896     	|  6.7072e-05     	|
on_validation_end                  	|  0.00019925     	|1              	|  0.00019925     	|  2.8497e-05     	|
on_fit_end                         	|  5.9947e-05     	|1              	|  5.9947e-05     	|  8.5739e-06     	|
teardown                           	|  2.6472e-05     	|2              	|  5.2944e-05     	|  7.5722e-06     	|
on_before_accelerator_backend_setup	|  2.6263e-05     	|2              	|  5.2527e-05     	|  7.5125e-06     	|
on_configure_sharded_model         	|  2.3915e-05     	|2              	|  4.7829e-05     	|  6.8406e-06     	|
setup                              	|  2.3161e-05     	|2              	|  4.6322e-05     	|  6.6251e-06     	|
on_fit_start                       	|  3.8732e-05     	|1              	|  3.8732e-05     	|  5.5395e-06     	|
on_validation_epoch_end            	|  3.1488e-05     	|1              	|  3.1488e-05     	|  4.5035e-06     	|
configure_callbacks                	|  1.0058e-05     	|2              	|  2.0117e-05     	|  2.8771e-06     	|
on_val_dataloader                  	|  8.5328e-06     	|2              	|  1.7066e-05     	|  2.4408e-06     	|
prepare_data                       	|  7.9283e-06     	|2              	|  1.5857e-05     	|  2.2679e-06     	|
configure_sharded_model            	|  6.5025e-06     	|2              	|  1.3005e-05     	|  1.86e-06       	|
on_pretrain_routine_end            	|  1.2275e-05     	|1              	|  1.2275e-05     	|  1.7556e-06     	|
on_validation_epoch_start          	|  1.1086e-05     	|1              	|  1.1086e-05     	|  1.5856e-06     	|
on_train_dataloader                	|  6.6701e-06     	|1              	|  6.6701e-06     	|  9.5398e-07     	|
