VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  446.46         	|  100 %          	|
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run_training_epoch                 	|  5.2836         	|63             	|  332.87         	|  74.557         	|
run_training_batch                 	|  0.30961        	|1000           	|  309.61         	|  69.349         	|
optimizer_step_with_closure_0      	|  0.30698        	|1000           	|  306.98         	|  68.758         	|
training_step_and_backward         	|  0.231          	|1000           	|  231.0          	|  51.74          	|
model_forward                      	|  0.14255        	|1000           	|  142.55         	|  31.928         	|
training_step                      	|  0.14241        	|1000           	|  142.41         	|  31.897         	|
backward                           	|  0.08714        	|1000           	|  87.14          	|  19.518         	|
run_validate_evaluation            	|  70.421         	|1              	|  70.421         	|  15.773         	|
evaluation_step_and_end            	|  0.21951        	|313            	|  68.707         	|  15.389         	|
validation_step                    	|  0.21946        	|313            	|  68.691         	|  15.386         	|
get_train_batch                    	|  0.0074395      	|1063           	|  7.9082         	|  1.7713         	|
fetch_next_train_batch             	|  0.0074202      	|1063           	|  7.8877         	|  1.7667         	|
zero_grad                          	|  0.0012829      	|1000           	|  1.2829         	|  0.28735        	|
on_train_batch_end                 	|  0.0011851      	|1000           	|  1.1851         	|  0.26544        	|
get_validate_batch                 	|  0.0018069      	|314            	|  0.56736        	|  0.12708        	|
fetch_next_validate_batch          	|  0.0017931      	|314            	|  0.56303        	|  0.12611        	|
training_batch_to_device           	|  0.00022662     	|1000           	|  0.22662        	|  0.050761       	|
on_train_batch_start               	|  9.1106e-05     	|1000           	|  0.091106       	|  0.020406       	|
evaluation_batch_to_device         	|  0.00021798     	|313            	|  0.068227       	|  0.015282       	|
on_train_end                       	|  0.024877       	|1              	|  0.024877       	|  0.0055721      	|
on_pretrain_routine_start          	|  0.022629       	|1              	|  0.022629       	|  0.0050685      	|
on_train_epoch_end                 	|  0.00029283     	|63             	|  0.018448       	|  0.0041322      	|
on_train_epoch_start               	|  0.0002764      	|63             	|  0.017413       	|  0.0039003      	|
on_batch_start                     	|  1.603e-05      	|1000           	|  0.01603        	|  0.0035904      	|
on_before_zero_grad                	|  1.3886e-05     	|1000           	|  0.013886       	|  0.0031102      	|
on_batch_end                       	|  1.3236e-05     	|1000           	|  0.013236       	|  0.0029646      	|
on_after_backward                  	|  1.1329e-05     	|1000           	|  0.011329       	|  0.0025375      	|
on_before_optimizer_step           	|  1.0786e-05     	|1000           	|  0.010786       	|  0.002416       	|
on_before_backward                 	|  1.0436e-05     	|1000           	|  0.010436       	|  0.0023375      	|
configure_optimizers               	|  0.0082554      	|1              	|  0.0082554      	|  0.0018491      	|
on_validation_batch_end            	|  2.0184e-05     	|313            	|  0.0063176      	|  0.0014151      	|
training_step_end                  	|  5.9577e-06     	|1000           	|  0.0059577      	|  0.0013344      	|
on_validation_model_eval           	|  0.0045522      	|1              	|  0.0045522      	|  0.0010196      	|
on_validation_batch_start          	|  1.0129e-05     	|313            	|  0.0031703      	|  0.00071009     	|
validation_step_end                	|  5.0801e-06     	|313            	|  0.0015901      	|  0.00035615     	|
on_train_start                     	|  0.00073257     	|1              	|  0.00073257     	|  0.00016409     	|
on_epoch_start                     	|  1.0737e-05     	|64             	|  0.00068715     	|  0.00015391     	|
on_epoch_end                       	|  1.0296e-05     	|64             	|  0.00065892     	|  0.00014759     	|
on_validation_start                	|  0.0003289      	|1              	|  0.0003289      	|  7.367e-05      	|
on_validation_end                  	|  0.00012328     	|1              	|  0.00012328     	|  2.7613e-05     	|
on_before_accelerator_backend_setup	|  1.7192e-05     	|2              	|  3.4383e-05     	|  7.7013e-06     	|
on_validation_epoch_end            	|  3.4134e-05     	|1              	|  3.4134e-05     	|  7.6455e-06     	|
teardown                           	|  1.5559e-05     	|2              	|  3.1118e-05     	|  6.97e-06       	|
setup                              	|  1.4091e-05     	|2              	|  2.8182e-05     	|  6.3124e-06     	|
on_configure_sharded_model         	|  1.349e-05      	|2              	|  2.6981e-05     	|  6.0434e-06     	|
on_fit_end                         	|  2.181e-05      	|1              	|  2.181e-05      	|  4.8851e-06     	|
on_fit_start                       	|  1.7031e-05     	|1              	|  1.7031e-05     	|  3.8147e-06     	|
on_val_dataloader                  	|  6.0665e-06     	|2              	|  1.2133e-05     	|  2.7176e-06     	|
configure_callbacks                	|  5.4649e-06     	|2              	|  1.093e-05      	|  2.4481e-06     	|
prepare_data                       	|  5.435e-06      	|2              	|  1.087e-05      	|  2.4347e-06     	|
configure_sharded_model            	|  4.8435e-06     	|2              	|  9.687e-06      	|  2.1698e-06     	|
on_pretrain_routine_end            	|  9.638e-06      	|1              	|  9.638e-06      	|  2.1588e-06     	|
on_validation_epoch_start          	|  9.4681e-06     	|1              	|  9.4681e-06     	|  2.1207e-06     	|
on_train_dataloader                	|  4.187e-06      	|1              	|  4.187e-06      	|  9.3783e-07     	|
