VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1656.3         	|  100 %          	|
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run_training_epoch                 	|  71.974         	|21             	|  1511.5         	|  91.253         	|
run_training_batch                 	|  0.18513        	|8000           	|  1481.0         	|  89.414         	|
training_step_and_backward         	|  0.1751         	|8000           	|  1400.8         	|  84.572         	|
model_forward                      	|  0.093939       	|8000           	|  751.51         	|  45.372         	|
training_step                      	|  0.093808       	|8000           	|  750.47         	|  45.309         	|
backward                           	|  0.080979       	|8000           	|  647.83         	|  39.112         	|
optimizer_step_with_closure_0      	|  0.23248        	|1000           	|  232.48         	|  14.036         	|
run_validate_evaluation            	|  101.58         	|1              	|  101.58         	|  6.1327         	|
evaluation_step_and_end            	|  0.099579       	|1000           	|  99.579         	|  6.012          	|
validation_step                    	|  0.099529       	|1000           	|  99.529         	|  6.009          	|
get_train_batch                    	|  0.0018269      	|8021           	|  14.653         	|  0.88469        	|
fetch_next_train_batch             	|  0.0018108      	|8021           	|  14.524         	|  0.87689        	|
on_train_batch_end                 	|  0.0011124      	|8000           	|  8.899          	|  0.53727        	|
training_batch_to_device           	|  0.00021018     	|8000           	|  1.6814         	|  0.10151        	|
get_validate_batch                 	|  0.0014649      	|1001           	|  1.4664         	|  0.08853        	|
fetch_next_validate_batch          	|  0.00145        	|1001           	|  1.4515         	|  0.087633       	|
zero_grad                          	|  0.0013265      	|1000           	|  1.3265         	|  0.080085       	|
on_train_batch_start               	|  9.0107e-05     	|8000           	|  0.72086        	|  0.043521       	|
evaluation_batch_to_device         	|  0.00020719     	|1000           	|  0.20719        	|  0.012509       	|
on_batch_start                     	|  1.4467e-05     	|8000           	|  0.11574        	|  0.0069875      	|
on_batch_end                       	|  1.3324e-05     	|8000           	|  0.10659        	|  0.0064352      	|
on_before_backward                 	|  1.3035e-05     	|8000           	|  0.10428        	|  0.0062957      	|
on_after_backward                  	|  1.149e-05      	|8000           	|  0.091919       	|  0.0055495      	|
training_step_end                  	|  5.7363e-06     	|8000           	|  0.04589        	|  0.0027706      	|
on_train_end                       	|  0.026312       	|1              	|  0.026312       	|  0.0015886      	|
on_pretrain_routine_start          	|  0.023049       	|1              	|  0.023049       	|  0.0013916      	|
on_validation_batch_end            	|  1.8631e-05     	|1000           	|  0.018631       	|  0.0011248      	|
on_before_zero_grad                	|  1.3866e-05     	|1000           	|  0.013866       	|  0.00083713     	|
on_before_optimizer_step           	|  1.1704e-05     	|1000           	|  0.011704       	|  0.00070659     	|
on_validation_batch_start          	|  9.7345e-06     	|1000           	|  0.0097345      	|  0.00058771     	|
configure_optimizers               	|  0.0082119      	|1              	|  0.0082119      	|  0.00049579     	|
on_train_epoch_start               	|  0.00030587     	|21             	|  0.0064233      	|  0.0003878      	|
on_train_epoch_end                 	|  0.00028366     	|21             	|  0.0059569      	|  0.00035964     	|
validation_step_end                	|  4.7028e-06     	|1000           	|  0.0047028      	|  0.00028392     	|
on_validation_model_eval           	|  0.0046076      	|1              	|  0.0046076      	|  0.00027818     	|
on_train_start                     	|  0.0006838      	|1              	|  0.0006838      	|  4.1284e-05     	|
on_validation_start                	|  0.00034039     	|1              	|  0.00034039     	|  2.0551e-05     	|
on_epoch_start                     	|  1.0622e-05     	|22             	|  0.00023368     	|  1.4108e-05     	|
on_epoch_end                       	|  1.0407e-05     	|22             	|  0.00022896     	|  1.3823e-05     	|
on_validation_end                  	|  0.00011252     	|1              	|  0.00011252     	|  6.7933e-06     	|
on_before_accelerator_backend_setup	|  2.0063e-05     	|2              	|  4.0126e-05     	|  2.4226e-06     	|
teardown                           	|  1.608e-05      	|2              	|  3.216e-05      	|  1.9416e-06     	|
setup                              	|  1.3531e-05     	|2              	|  2.7062e-05     	|  1.6338e-06     	|
on_configure_sharded_model         	|  1.3209e-05     	|2              	|  2.6419e-05     	|  1.595e-06      	|
on_fit_end                         	|  2.5498e-05     	|1              	|  2.5498e-05     	|  1.5394e-06     	|
on_validation_epoch_end            	|  1.9176e-05     	|1              	|  1.9176e-05     	|  1.1577e-06     	|
on_fit_start                       	|  1.555e-05      	|1              	|  1.555e-05      	|  9.3882e-07     	|
on_val_dataloader                  	|  6.417e-06      	|2              	|  1.2834e-05     	|  7.7484e-07     	|
prepare_data                       	|  6.0159e-06     	|2              	|  1.2032e-05     	|  7.264e-07      	|
configure_callbacks                	|  5.9961e-06     	|2              	|  1.1992e-05     	|  7.2402e-07     	|
configure_sharded_model            	|  4.989e-06      	|2              	|  9.978e-06      	|  6.0241e-07     	|
on_pretrain_routine_end            	|  9.5379e-06     	|1              	|  9.5379e-06     	|  5.7584e-07     	|
on_validation_epoch_start          	|  9.4469e-06     	|1              	|  9.4469e-06     	|  5.7034e-07     	|
on_train_dataloader                	|  4.0869e-06     	|1              	|  4.0869e-06     	|  2.4674e-07     	|
