VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  450.01         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  14.764         	|25             	|  369.1          	|  82.02          	|
run_training_batch                 	|  0.35648        	|1000           	|  356.48         	|  79.216         	|
optimizer_step_with_closure_0      	|  0.35365        	|1000           	|  353.65         	|  78.588         	|
training_step_and_backward         	|  0.27517        	|1000           	|  275.17         	|  61.147         	|
model_forward                      	|  0.16271        	|1000           	|  162.71         	|  36.158         	|
training_step                      	|  0.16258        	|1000           	|  162.58         	|  36.128         	|
backward                           	|  0.11112        	|1000           	|  111.12         	|  24.693         	|
run_validate_evaluation            	|  36.023         	|1              	|  36.023         	|  8.005          	|
evaluation_step_and_end            	|  0.25444        	|139            	|  35.367         	|  7.8593         	|
validation_step                    	|  0.25439        	|139            	|  35.36          	|  7.8576         	|
get_train_batch                    	|  0.0043096      	|1025           	|  4.4173         	|  0.98161        	|
fetch_next_train_batch             	|  0.0042919      	|1025           	|  4.3992         	|  0.97758        	|
zero_grad                          	|  0.0013079      	|1000           	|  1.3079         	|  0.29065        	|
on_train_batch_end                 	|  0.0012208      	|1000           	|  1.2208         	|  0.27128        	|
get_validate_batch                 	|  0.0024726      	|140            	|  0.34617        	|  0.076926       	|
fetch_next_validate_batch          	|  0.0024581      	|140            	|  0.34413        	|  0.076472       	|
training_batch_to_device           	|  0.00023556     	|1000           	|  0.23556        	|  0.052345       	|
on_train_batch_start               	|  9.0267e-05     	|1000           	|  0.090267       	|  0.020059       	|
evaluation_batch_to_device         	|  0.0002257      	|139            	|  0.031372       	|  0.0069715      	|
on_train_end                       	|  0.024159       	|1              	|  0.024159       	|  0.0053686      	|
on_pretrain_routine_start          	|  0.02241        	|1              	|  0.02241        	|  0.00498        	|
on_batch_start                     	|  1.5202e-05     	|1000           	|  0.015202       	|  0.0033782      	|
on_batch_end                       	|  1.3184e-05     	|1000           	|  0.013184       	|  0.0029298      	|
on_before_zero_grad                	|  1.3033e-05     	|1000           	|  0.013033       	|  0.0028961      	|
on_after_backward                  	|  1.1547e-05     	|1000           	|  0.011547       	|  0.002566       	|
on_before_backward                 	|  1.0872e-05     	|1000           	|  0.010872       	|  0.0024159      	|
on_before_optimizer_step           	|  9.9321e-06     	|1000           	|  0.0099321      	|  0.0022071      	|
configure_optimizers               	|  0.0084161      	|1              	|  0.0084161      	|  0.0018702      	|
on_train_epoch_start               	|  0.00028862     	|25             	|  0.0072155      	|  0.0016034      	|
on_train_epoch_end                 	|  0.00028166     	|25             	|  0.0070414      	|  0.0015647      	|
training_step_end                  	|  6.054e-06      	|1000           	|  0.006054       	|  0.0013453      	|
on_validation_model_eval           	|  0.0039981      	|1              	|  0.0039981      	|  0.00088846     	|
on_validation_batch_end            	|  2.1274e-05     	|139            	|  0.0029571      	|  0.00065711     	|
on_validation_batch_start          	|  1.0504e-05     	|139            	|  0.00146        	|  0.00032445     	|
validation_step_end                	|  5.5389e-06     	|139            	|  0.00076991     	|  0.00017109     	|
on_train_start                     	|  0.00069016     	|1              	|  0.00069016     	|  0.00015337     	|
on_validation_start                	|  0.00033137     	|1              	|  0.00033137     	|  7.3637e-05     	|
on_epoch_start                     	|  1.1013e-05     	|26             	|  0.00028633     	|  6.3627e-05     	|
on_epoch_end                       	|  1.0304e-05     	|26             	|  0.00026791     	|  5.9536e-05     	|
on_validation_end                  	|  0.00011146     	|1              	|  0.00011146     	|  2.4768e-05     	|
on_before_accelerator_backend_setup	|  1.9242e-05     	|2              	|  3.8483e-05     	|  8.5517e-06     	|
teardown                           	|  1.5439e-05     	|2              	|  3.0878e-05     	|  6.8617e-06     	|
on_configure_sharded_model         	|  1.4698e-05     	|2              	|  2.9395e-05     	|  6.5321e-06     	|
setup                              	|  1.4422e-05     	|2              	|  2.8844e-05     	|  6.4097e-06     	|
on_validation_epoch_end            	|  2.2943e-05     	|1              	|  2.2943e-05     	|  5.0984e-06     	|
on_fit_end                         	|  2.2813e-05     	|1              	|  2.2813e-05     	|  5.0695e-06     	|
on_fit_start                       	|  1.652e-05      	|1              	|  1.652e-05      	|  3.671e-06      	|
prepare_data                       	|  6.9325e-06     	|2              	|  1.3865e-05     	|  3.0811e-06     	|
on_val_dataloader                  	|  5.831e-06      	|2              	|  1.1662e-05     	|  2.5915e-06     	|
configure_sharded_model            	|  5.33e-06       	|2              	|  1.066e-05      	|  2.3689e-06     	|
configure_callbacks                	|  5.2e-06        	|2              	|  1.04e-05       	|  2.3111e-06     	|
on_pretrain_routine_end            	|  1.0269e-05     	|1              	|  1.0269e-05     	|  2.282e-06      	|
on_validation_epoch_start          	|  9.728e-06      	|1              	|  9.728e-06      	|  2.1617e-06     	|
on_train_dataloader                	|  4.127e-06      	|1              	|  4.127e-06      	|  9.1711e-07     	|
