VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  454.46         	|  100 %          	|
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run_training_epoch                 	|  6.2762         	|63             	|  395.4          	|  87.005         	|
run_training_batch                 	|  0.26273        	|1000           	|  262.73         	|  57.811         	|
optimizer_step_with_closure_0      	|  0.2591         	|1000           	|  259.1          	|  57.013         	|
training_step_and_backward         	|  0.19928        	|1000           	|  199.28         	|  43.85          	|
backward                           	|  0.10952        	|1000           	|  109.52         	|  24.099         	|
model_forward                      	|  0.088454       	|1000           	|  88.454         	|  19.464         	|
training_step                      	|  0.088297       	|1000           	|  88.297         	|  19.429         	|
run_validate_evaluation            	|  30.208         	|1              	|  30.208         	|  6.6471         	|
get_train_batch                    	|  0.027608       	|1063           	|  29.348         	|  6.4578         	|
fetch_next_train_batch             	|  0.027587       	|1063           	|  29.325         	|  6.4527         	|
evaluation_step_and_end            	|  0.084188       	|313            	|  26.351         	|  5.7983         	|
validation_step                    	|  0.084124       	|313            	|  26.331         	|  5.7939         	|
on_train_batch_end                 	|  0.001879       	|1000           	|  1.879          	|  0.41346        	|
zero_grad                          	|  0.0012771      	|1000           	|  1.2771         	|  0.28101        	|
get_validate_batch                 	|  0.0031195      	|314            	|  0.97954        	|  0.21554        	|
fetch_next_validate_batch          	|  0.0031031      	|314            	|  0.97438        	|  0.2144         	|
training_batch_to_device           	|  0.00023022     	|1000           	|  0.23022        	|  0.050658       	|
on_train_batch_start               	|  8.9288e-05     	|1000           	|  0.089288       	|  0.019647       	|
evaluation_batch_to_device         	|  0.00020282     	|313            	|  0.063482       	|  0.013969       	|
on_train_end                       	|  0.046378       	|1              	|  0.046378       	|  0.010205       	|
on_pretrain_routine_start          	|  0.022          	|1              	|  0.022          	|  0.0048409      	|
on_train_epoch_start               	|  0.00032787     	|63             	|  0.020656       	|  0.0045452      	|
on_batch_start                     	|  2.042e-05      	|1000           	|  0.02042        	|  0.0044933      	|
on_train_epoch_end                 	|  0.00031178     	|63             	|  0.019642       	|  0.0043222      	|
on_after_backward                  	|  1.5458e-05     	|1000           	|  0.015458       	|  0.0034014      	|
on_batch_end                       	|  1.4607e-05     	|1000           	|  0.014607       	|  0.0032142      	|
on_before_zero_grad                	|  1.3237e-05     	|1000           	|  0.013237       	|  0.0029128      	|
on_before_optimizer_step           	|  1.2014e-05     	|1000           	|  0.012014       	|  0.0026437      	|
on_before_backward                 	|  1.1107e-05     	|1000           	|  0.011107       	|  0.0024439      	|
configure_optimizers               	|  0.010807       	|1              	|  0.010807       	|  0.0023779      	|
on_validation_batch_end            	|  2.3723e-05     	|313            	|  0.0074252      	|  0.0016339      	|
training_step_end                  	|  6.4477e-06     	|1000           	|  0.0064477      	|  0.0014188      	|
on_validation_model_eval           	|  0.0037603      	|1              	|  0.0037603      	|  0.00082744     	|
on_validation_batch_start          	|  1.1789e-05     	|313            	|  0.00369        	|  0.00081195     	|
validation_step_end                	|  5.6844e-06     	|313            	|  0.0017792      	|  0.00039151     	|
on_train_start                     	|  0.0012944      	|1              	|  0.0012944      	|  0.00028483     	|
on_epoch_end                       	|  1.0773e-05     	|64             	|  0.00068948     	|  0.00015172     	|
on_epoch_start                     	|  1.0471e-05     	|64             	|  0.00067014     	|  0.00014746     	|
on_validation_start                	|  0.00045651     	|1              	|  0.00045651     	|  0.00010045     	|
on_validation_end                  	|  0.00012891     	|1              	|  0.00012891     	|  2.8366e-05     	|
teardown                           	|  3.3082e-05     	|2              	|  6.6163e-05     	|  1.4559e-05     	|
on_fit_end                         	|  5.8552e-05     	|1              	|  5.8552e-05     	|  1.2884e-05     	|
setup                              	|  2.7043e-05     	|2              	|  5.4086e-05     	|  1.1901e-05     	|
on_before_accelerator_backend_setup	|  2.2479e-05     	|2              	|  4.4959e-05     	|  9.8928e-06     	|
on_fit_start                       	|  4.1727e-05     	|1              	|  4.1727e-05     	|  9.1817e-06     	|
on_configure_sharded_model         	|  2.0856e-05     	|2              	|  4.1712e-05     	|  9.1784e-06     	|
on_validation_epoch_end            	|  3.8126e-05     	|1              	|  3.8126e-05     	|  8.3895e-06     	|
on_pretrain_routine_end            	|  1.9429e-05     	|1              	|  1.9429e-05     	|  4.2753e-06     	|
on_val_dataloader                  	|  8.8271e-06     	|2              	|  1.7654e-05     	|  3.8847e-06     	|
prepare_data                       	|  7.2904e-06     	|2              	|  1.4581e-05     	|  3.2084e-06     	|
configure_callbacks                	|  6.8787e-06     	|2              	|  1.3757e-05     	|  3.0272e-06     	|
configure_sharded_model            	|  6.007e-06      	|2              	|  1.2014e-05     	|  2.6436e-06     	|
on_validation_epoch_start          	|  9.4958e-06     	|1              	|  9.4958e-06     	|  2.0895e-06     	|
on_train_dataloader                	|  7.3481e-06     	|1              	|  7.3481e-06     	|  1.6169e-06     	|
