VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  445.25         	|  100 %          	|
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run_training_epoch                 	|  5.2599         	|63             	|  331.37         	|  74.423         	|
run_training_batch                 	|  0.30816        	|1000           	|  308.16         	|  69.211         	|
optimizer_step_with_closure_0      	|  0.30542        	|1000           	|  305.42         	|  68.595         	|
training_step_and_backward         	|  0.22988        	|1000           	|  229.88         	|  51.629         	|
model_forward                      	|  0.14155        	|1000           	|  141.55         	|  31.791         	|
training_step                      	|  0.14141        	|1000           	|  141.41         	|  31.76          	|
backward                           	|  0.086989       	|1000           	|  86.989         	|  19.537         	|
run_validate_evaluation            	|  70.489         	|1              	|  70.489         	|  15.831         	|
evaluation_step_and_end            	|  0.21938        	|313            	|  68.666         	|  15.422         	|
validation_step                    	|  0.21933        	|313            	|  68.65          	|  15.418         	|
get_train_batch                    	|  0.0073433      	|1063           	|  7.8059         	|  1.7531         	|
fetch_next_train_batch             	|  0.0073247      	|1063           	|  7.7862         	|  1.7487         	|
zero_grad                          	|  0.0013144      	|1000           	|  1.3144         	|  0.29521        	|
on_train_batch_end                 	|  0.0011987      	|1000           	|  1.1987         	|  0.26922        	|
get_validate_batch                 	|  0.0018627      	|314            	|  0.58488        	|  0.13136        	|
fetch_next_validate_batch          	|  0.0018488      	|314            	|  0.58051        	|  0.13038        	|
training_batch_to_device           	|  0.00022453     	|1000           	|  0.22453        	|  0.050428       	|
on_train_batch_start               	|  9.1188e-05     	|1000           	|  0.091188       	|  0.02048        	|
evaluation_batch_to_device         	|  0.00022248     	|313            	|  0.069635       	|  0.015639       	|
on_train_end                       	|  0.025373       	|1              	|  0.025373       	|  0.0056986      	|
on_pretrain_routine_start          	|  0.022886       	|1              	|  0.022886       	|  0.0051399      	|
on_train_epoch_start               	|  0.00029322     	|63             	|  0.018473       	|  0.0041488      	|
on_train_epoch_end                 	|  0.00028718     	|63             	|  0.018092       	|  0.0040633      	|
on_batch_start                     	|  1.6858e-05     	|1000           	|  0.016858       	|  0.0037862      	|
on_before_zero_grad                	|  1.3216e-05     	|1000           	|  0.013216       	|  0.0029683      	|
on_batch_end                       	|  1.2871e-05     	|1000           	|  0.012871       	|  0.0028906      	|
on_after_backward                  	|  1.1222e-05     	|1000           	|  0.011222       	|  0.0025205      	|
on_before_backward                 	|  1.0396e-05     	|1000           	|  0.010396       	|  0.0023349      	|
on_before_optimizer_step           	|  9.9624e-06     	|1000           	|  0.0099624      	|  0.0022375      	|
configure_optimizers               	|  0.0082015      	|1              	|  0.0082015      	|  0.001842       	|
on_validation_batch_end            	|  1.9162e-05     	|313            	|  0.0059977      	|  0.001347       	|
training_step_end                  	|  5.8935e-06     	|1000           	|  0.0058935      	|  0.0013236      	|
on_validation_model_eval           	|  0.0040633      	|1              	|  0.0040633      	|  0.00091257     	|
on_validation_batch_start          	|  1.0463e-05     	|313            	|  0.0032748      	|  0.0007355      	|
validation_step_end                	|  4.6913e-06     	|313            	|  0.0014684      	|  0.00032979     	|
on_train_start                     	|  0.00073073     	|1              	|  0.00073073     	|  0.00016412     	|
on_epoch_end                       	|  1.0459e-05     	|64             	|  0.00066936     	|  0.00015033     	|
on_epoch_start                     	|  1.044e-05      	|64             	|  0.00066818     	|  0.00015007     	|
on_validation_start                	|  0.00033018     	|1              	|  0.00033018     	|  7.4155e-05     	|
on_validation_end                  	|  0.00010618     	|1              	|  0.00010618     	|  2.3847e-05     	|
on_validation_epoch_end            	|  3.7881e-05     	|1              	|  3.7881e-05     	|  8.5077e-06     	|
teardown                           	|  1.7799e-05     	|2              	|  3.5597e-05     	|  7.9948e-06     	|
on_before_accelerator_backend_setup	|  1.7443e-05     	|2              	|  3.4885e-05     	|  7.8348e-06     	|
setup                              	|  1.4397e-05     	|2              	|  2.8794e-05     	|  6.4668e-06     	|
on_configure_sharded_model         	|  1.3465e-05     	|2              	|  2.693e-05      	|  6.0482e-06     	|
on_fit_end                         	|  2.1971e-05     	|1              	|  2.1971e-05     	|  4.9345e-06     	|
on_fit_start                       	|  1.585e-05      	|1              	|  1.585e-05      	|  3.5597e-06     	|
on_val_dataloader                  	|  6.2565e-06     	|2              	|  1.2513e-05     	|  2.8103e-06     	|
prepare_data                       	|  5.405e-06      	|2              	|  1.081e-05      	|  2.4278e-06     	|
configure_sharded_model            	|  5.0645e-06     	|2              	|  1.0129e-05     	|  2.2749e-06     	|
configure_callbacks                	|  4.9845e-06     	|2              	|  9.969e-06      	|  2.2389e-06     	|
on_pretrain_routine_end            	|  9.939e-06      	|1              	|  9.939e-06      	|  2.2322e-06     	|
on_validation_epoch_start          	|  9.457e-06      	|1              	|  9.457e-06      	|  2.124e-06      	|
on_train_dataloader                	|  4.258e-06      	|1              	|  4.258e-06      	|  9.5631e-07     	|
