VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  444.73         	|  100 %          	|
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run_training_epoch                 	|  6.4159         	|63             	|  404.2          	|  90.888         	|
run_training_batch                 	|  0.27829        	|1000           	|  278.29         	|  62.576         	|
optimizer_step_with_closure_0      	|  0.27502        	|1000           	|  275.02         	|  61.839         	|
training_step_and_backward         	|  0.21014        	|1000           	|  210.14         	|  47.252         	|
model_forward                      	|  0.10615        	|1000           	|  106.15         	|  23.869         	|
training_step                      	|  0.10596        	|1000           	|  105.96         	|  23.825         	|
backward                           	|  0.10245        	|1000           	|  102.45         	|  23.036         	|
get_train_batch                    	|  0.026325       	|1063           	|  27.984         	|  6.2923         	|
fetch_next_train_batch             	|  0.0263         	|1063           	|  27.957         	|  6.2864         	|
run_validate_evaluation            	|  7.3139         	|1              	|  7.3139         	|  1.6446         	|
evaluation_step_and_end            	|  0.10265        	|48             	|  4.927          	|  1.1079         	|
validation_step                    	|  0.10253        	|48             	|  4.9216         	|  1.1066         	|
on_train_batch_end                 	|  0.0021563      	|1000           	|  2.1563         	|  0.48486        	|
zero_grad                          	|  0.0015077      	|1000           	|  1.5077         	|  0.33902        	|
get_validate_batch                 	|  0.01396        	|49             	|  0.68404        	|  0.15381        	|
fetch_next_validate_batch          	|  0.013936       	|49             	|  0.68286        	|  0.15355        	|
training_batch_to_device           	|  0.00027593     	|1000           	|  0.27593        	|  0.062045       	|
on_train_batch_start               	|  9.5253e-05     	|1000           	|  0.095253       	|  0.021418       	|
on_train_end                       	|  0.064836       	|1              	|  0.064836       	|  0.014579       	|
configure_optimizers               	|  0.035202       	|1              	|  0.035202       	|  0.0079154      	|
on_after_backward                  	|  2.8507e-05     	|1000           	|  0.028507       	|  0.0064099      	|
on_pretrain_routine_start          	|  0.024017       	|1              	|  0.024017       	|  0.0054005      	|
on_batch_start                     	|  2.289e-05      	|1000           	|  0.02289        	|  0.0051471      	|
on_train_epoch_end                 	|  0.0003467      	|63             	|  0.021842       	|  0.0049114      	|
on_train_epoch_start               	|  0.00034359     	|63             	|  0.021646       	|  0.0048673      	|
on_before_zero_grad                	|  2.0108e-05     	|1000           	|  0.020108       	|  0.0045214      	|
on_batch_end                       	|  1.563e-05      	|1000           	|  0.01563        	|  0.0035145      	|
on_before_backward                 	|  1.3086e-05     	|1000           	|  0.013086       	|  0.0029424      	|
on_before_optimizer_step           	|  1.2697e-05     	|1000           	|  0.012697       	|  0.002855       	|
evaluation_batch_to_device         	|  0.00025702     	|48             	|  0.012337       	|  0.002774       	|
training_step_end                  	|  7.5764e-06     	|1000           	|  0.0075764      	|  0.0017036      	|
on_validation_model_eval           	|  0.0045929      	|1              	|  0.0045929      	|  0.0010328      	|
on_validation_batch_end            	|  4.1016e-05     	|48             	|  0.0019688      	|  0.0004427      	|
on_train_start                     	|  0.0015639      	|1              	|  0.0015639      	|  0.00035166     	|
on_validation_batch_start          	|  1.6937e-05     	|48             	|  0.00081297     	|  0.0001828      	|
on_epoch_end                       	|  1.1784e-05     	|64             	|  0.00075418     	|  0.00016958     	|
on_epoch_start                     	|  1.1319e-05     	|64             	|  0.00072439     	|  0.00016288     	|
on_validation_start                	|  0.00070671     	|1              	|  0.00070671     	|  0.00015891     	|
validation_step_end                	|  9.0114e-06     	|48             	|  0.00043255     	|  9.7262e-05     	|
on_validation_end                  	|  0.00032056     	|1              	|  0.00032056     	|  7.208e-05      	|
on_fit_end                         	|  5.7651e-05     	|1              	|  5.7651e-05     	|  1.2963e-05     	|
on_configure_sharded_model         	|  2.8138e-05     	|2              	|  5.6276e-05     	|  1.2654e-05     	|
on_before_accelerator_backend_setup	|  2.4476e-05     	|2              	|  4.8952e-05     	|  1.1007e-05     	|
on_fit_start                       	|  4.6488e-05     	|1              	|  4.6488e-05     	|  1.0453e-05     	|
teardown                           	|  2.2475e-05     	|2              	|  4.4949e-05     	|  1.0107e-05     	|
setup                              	|  2.0407e-05     	|2              	|  4.0814e-05     	|  9.1774e-06     	|
on_val_dataloader                  	|  1.3902e-05     	|2              	|  2.7804e-05     	|  6.2519e-06     	|
on_validation_epoch_end            	|  2.7237e-05     	|1              	|  2.7237e-05     	|  6.1245e-06     	|
configure_callbacks                	|  8.6268e-06     	|2              	|  1.7254e-05     	|  3.8796e-06     	|
configure_sharded_model            	|  8.3111e-06     	|2              	|  1.6622e-05     	|  3.7376e-06     	|
on_pretrain_routine_end            	|  1.4242e-05     	|1              	|  1.4242e-05     	|  3.2024e-06     	|
prepare_data                       	|  6.8601e-06     	|2              	|  1.372e-05      	|  3.0851e-06     	|
on_validation_epoch_start          	|  9.7193e-06     	|1              	|  9.7193e-06     	|  2.1854e-06     	|
on_train_dataloader                	|  8.6892e-06     	|1              	|  8.6892e-06     	|  1.9538e-06     	|
