VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  473.79         	|  100 %          	|
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run_training_epoch                 	|  6.4233         	|63             	|  404.67         	|  85.411         	|
run_training_batch                 	|  0.27238        	|1000           	|  272.38         	|  57.489         	|
optimizer_step_with_closure_0      	|  0.26797        	|1000           	|  267.97         	|  56.559         	|
training_step_and_backward         	|  0.20221        	|1000           	|  202.21         	|  42.679         	|
model_forward                      	|  0.10594        	|1000           	|  105.94         	|  22.36          	|
training_step                      	|  0.10574        	|1000           	|  105.74         	|  22.319         	|
backward                           	|  0.094698       	|1000           	|  94.698         	|  19.987         	|
run_validate_evaluation            	|  30.431         	|1              	|  30.431         	|  6.4228         	|
get_train_batch                    	|  0.025215       	|1063           	|  26.803         	|  5.6572         	|
fetch_next_train_batch             	|  0.025189       	|1063           	|  26.776         	|  5.6515         	|
evaluation_step_and_end            	|  0.083965       	|313            	|  26.281         	|  5.547          	|
validation_step                    	|  0.083889       	|313            	|  26.257         	|  5.5419         	|
on_train_batch_end                 	|  0.0023441      	|1000           	|  2.3441         	|  0.49475        	|
zero_grad                          	|  0.0015369      	|1000           	|  1.5369         	|  0.32438        	|
get_validate_batch                 	|  0.0033307      	|314            	|  1.0458         	|  0.22074        	|
fetch_next_validate_batch          	|  0.0033124      	|314            	|  1.0401         	|  0.21952        	|
training_batch_to_device           	|  0.00026865     	|1000           	|  0.26865        	|  0.056703       	|
on_train_batch_start               	|  9.5755e-05     	|1000           	|  0.095755       	|  0.02021        	|
evaluation_batch_to_device         	|  0.00022356     	|313            	|  0.069976       	|  0.014769       	|
on_train_end                       	|  0.054054       	|1              	|  0.054054       	|  0.011409       	|
on_after_backward                  	|  2.5801e-05     	|1000           	|  0.025801       	|  0.0054456      	|
on_train_epoch_start               	|  0.00036837     	|63             	|  0.023207       	|  0.0048981      	|
on_pretrain_routine_start          	|  0.022501       	|1              	|  0.022501       	|  0.0047491      	|
on_batch_start                     	|  2.185e-05      	|1000           	|  0.02185        	|  0.0046116      	|
on_train_epoch_end                 	|  0.00033498     	|63             	|  0.021104       	|  0.0044542      	|
on_before_zero_grad                	|  1.8445e-05     	|1000           	|  0.018445       	|  0.0038931      	|
on_batch_end                       	|  1.6348e-05     	|1000           	|  0.016348       	|  0.0034505      	|
on_before_optimizer_step           	|  1.333e-05      	|1000           	|  0.01333        	|  0.0028135      	|
on_before_backward                 	|  1.2709e-05     	|1000           	|  0.012709       	|  0.0026824      	|
configure_optimizers               	|  0.010347       	|1              	|  0.010347       	|  0.0021838      	|
on_validation_batch_end            	|  2.8383e-05     	|313            	|  0.008884       	|  0.0018751      	|
training_step_end                  	|  7.0871e-06     	|1000           	|  0.0070871      	|  0.0014958      	|
on_validation_model_eval           	|  0.0040543      	|1              	|  0.0040543      	|  0.00085572     	|
on_validation_batch_start          	|  1.2541e-05     	|313            	|  0.0039253      	|  0.00082848     	|
validation_step_end                	|  6.3926e-06     	|313            	|  0.0020009      	|  0.00042231     	|
on_train_start                     	|  0.0012805      	|1              	|  0.0012805      	|  0.00027026     	|
on_epoch_end                       	|  1.167e-05      	|64             	|  0.00074686     	|  0.00015763     	|
on_epoch_start                     	|  1.1184e-05     	|64             	|  0.00071579     	|  0.00015108     	|
on_validation_start                	|  0.00057673     	|1              	|  0.00057673     	|  0.00012173     	|
on_validation_end                  	|  0.00012842     	|1              	|  0.00012842     	|  2.7104e-05     	|
teardown                           	|  3.8972e-05     	|2              	|  7.7944e-05     	|  1.6451e-05     	|
on_fit_end                         	|  7.2537e-05     	|1              	|  7.2537e-05     	|  1.531e-05      	|
setup                              	|  3.4328e-05     	|2              	|  6.8655e-05     	|  1.4491e-05     	|
on_before_accelerator_backend_setup	|  2.8199e-05     	|2              	|  5.6397e-05     	|  1.1903e-05     	|
on_configure_sharded_model         	|  2.4021e-05     	|2              	|  4.8041e-05     	|  1.014e-05      	|
on_fit_start                       	|  4.6114e-05     	|1              	|  4.6114e-05     	|  9.7328e-06     	|
on_validation_epoch_end            	|  3.4669e-05     	|1              	|  3.4669e-05     	|  7.3174e-06     	|
on_val_dataloader                  	|  1.353e-05      	|2              	|  2.7061e-05     	|  5.7115e-06     	|
prepare_data                       	|  9.7854e-06     	|2              	|  1.9571e-05     	|  4.1307e-06     	|
configure_callbacks                	|  9.1651e-06     	|2              	|  1.833e-05      	|  3.8688e-06     	|
on_pretrain_routine_end            	|  1.5689e-05     	|1              	|  1.5689e-05     	|  3.3114e-06     	|
configure_sharded_model            	|  7.4869e-06     	|2              	|  1.4974e-05     	|  3.1604e-06     	|
on_validation_epoch_start          	|  1.0304e-05     	|1              	|  1.0304e-05     	|  2.1748e-06     	|
on_train_dataloader                	|  9.0357e-06     	|1              	|  9.0357e-06     	|  1.9071e-06     	|
