VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  710.95         	|  100 %          	|
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run_training_epoch                 	|  3.9112         	|167            	|  653.17         	|  91.873         	|
run_training_batch                 	|  0.2823         	|1000           	|  282.3          	|  39.707         	|
optimizer_step_with_closure_0      	|  0.27956        	|1000           	|  279.56         	|  39.322         	|
training_step_and_backward         	|  0.21288        	|1000           	|  212.88         	|  29.943         	|
model_forward                      	|  0.11229        	|1000           	|  112.29         	|  15.795         	|
training_step                      	|  0.11211        	|1000           	|  112.11         	|  15.769         	|
backward                           	|  0.099033       	|1000           	|  99.033         	|  13.93          	|
get_train_batch                    	|  0.070521       	|1167           	|  82.298         	|  11.576         	|
fetch_next_train_batch             	|  0.070438       	|1167           	|  82.201         	|  11.562         	|
run_validate_evaluation            	|  23.022         	|1              	|  23.022         	|  3.2382         	|
evaluation_step_and_end            	|  0.10666        	|125            	|  13.332         	|  1.8753         	|
validation_step                    	|  0.10658        	|125            	|  13.322         	|  1.8739         	|
on_train_batch_end                 	|  0.001862       	|1000           	|  1.862          	|  0.2619         	|
zero_grad                          	|  0.0015184      	|1000           	|  1.5184         	|  0.21358        	|
get_validate_batch                 	|  0.0076852      	|126            	|  0.96834        	|  0.1362         	|
fetch_next_validate_batch          	|  0.0076484      	|126            	|  0.9637         	|  0.13555        	|
training_batch_to_device           	|  0.00049452     	|1000           	|  0.49452        	|  0.069557       	|
on_train_batch_start               	|  9.9591e-05     	|1000           	|  0.099591       	|  0.014008       	|
on_train_epoch_start               	|  0.00032105     	|167            	|  0.053615       	|  0.0075413      	|
on_train_epoch_end                 	|  0.00030029     	|167            	|  0.050148       	|  0.0070537      	|
on_train_end                       	|  0.046812       	|1              	|  0.046812       	|  0.0065844      	|
evaluation_batch_to_device         	|  0.00028194     	|125            	|  0.035242       	|  0.0049571      	|
on_batch_start                     	|  3.2094e-05     	|1000           	|  0.032094       	|  0.0045142      	|
on_pretrain_routine_start          	|  0.026273       	|1              	|  0.026273       	|  0.0036955      	|
on_after_backward                  	|  2.2824e-05     	|1000           	|  0.022824       	|  0.0032104      	|
on_before_zero_grad                	|  1.8071e-05     	|1000           	|  0.018071       	|  0.0025418      	|
on_batch_end                       	|  1.5132e-05     	|1000           	|  0.015132       	|  0.0021285      	|
on_before_optimizer_step           	|  1.2951e-05     	|1000           	|  0.012951       	|  0.0018217      	|
configure_optimizers               	|  0.012309       	|1              	|  0.012309       	|  0.0017314      	|
on_before_backward                 	|  1.2266e-05     	|1000           	|  0.012266       	|  0.0017253      	|
training_step_end                  	|  6.7403e-06     	|1000           	|  0.0067403      	|  0.00094807     	|
on_validation_model_eval           	|  0.0045981      	|1              	|  0.0045981      	|  0.00064676     	|
on_validation_batch_end            	|  3.3471e-05     	|125            	|  0.0041839      	|  0.00058849     	|
on_epoch_end                       	|  1.0873e-05     	|168            	|  0.0018266      	|  0.00025693     	|
on_validation_batch_start          	|  1.4502e-05     	|125            	|  0.0018128      	|  0.00025498     	|
on_epoch_start                     	|  1.0672e-05     	|168            	|  0.0017928      	|  0.00025217     	|
on_train_start                     	|  0.0016626      	|1              	|  0.0016626      	|  0.00023386     	|
validation_step_end                	|  7.593e-06      	|125            	|  0.00094913     	|  0.0001335      	|
on_validation_start                	|  0.00056527     	|1              	|  0.00056527     	|  7.9509e-05     	|
on_validation_end                  	|  0.00013611     	|1              	|  0.00013611     	|  1.9144e-05     	|
teardown                           	|  4.1177e-05     	|2              	|  8.2355e-05     	|  1.1584e-05     	|
setup                              	|  2.7033e-05     	|2              	|  5.4065e-05     	|  7.6047e-06     	|
on_before_accelerator_backend_setup	|  2.6981e-05     	|2              	|  5.3963e-05     	|  7.5902e-06     	|
on_configure_sharded_model         	|  2.331e-05      	|2              	|  4.662e-05      	|  6.5575e-06     	|
on_fit_end                         	|  4.3489e-05     	|1              	|  4.3489e-05     	|  6.117e-06      	|
on_fit_start                       	|  4.2487e-05     	|1              	|  4.2487e-05     	|  5.9761e-06     	|
on_validation_epoch_end            	|  3.8812e-05     	|1              	|  3.8812e-05     	|  5.4592e-06     	|
on_val_dataloader                  	|  1.7299e-05     	|2              	|  3.4599e-05     	|  4.8665e-06     	|
configure_callbacks                	|  9.2071e-06     	|2              	|  1.8414e-05     	|  2.5901e-06     	|
prepare_data                       	|  9.0208e-06     	|2              	|  1.8042e-05     	|  2.5377e-06     	|
configure_sharded_model            	|  8.0504e-06     	|2              	|  1.6101e-05     	|  2.2647e-06     	|
on_pretrain_routine_end            	|  1.3862e-05     	|1              	|  1.3862e-05     	|  1.9498e-06     	|
on_validation_epoch_start          	|  1.191e-05      	|1              	|  1.191e-05      	|  1.6752e-06     	|
on_train_dataloader                	|  7.3761e-06     	|1              	|  7.3761e-06     	|  1.0375e-06     	|
