VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  489.65         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.0444         	|200            	|  408.87         	|  83.503         	|
run_training_batch                 	|  0.33809        	|1000           	|  338.09         	|  69.047         	|
optimizer_step_with_closure_0      	|  0.33543        	|1000           	|  335.43         	|  68.504         	|
training_step_and_backward         	|  0.25977        	|1000           	|  259.77         	|  53.052         	|
model_forward                      	|  0.15526        	|1000           	|  155.26         	|  31.708         	|
training_step                      	|  0.15511        	|1000           	|  155.11         	|  31.677         	|
backward                           	|  0.10317        	|1000           	|  103.17         	|  21.07          	|
run_validate_evaluation            	|  36.031         	|1              	|  36.031         	|  7.3586         	|
evaluation_step_and_end            	|  0.25445        	|139            	|  35.369         	|  7.2233         	|
validation_step                    	|  0.25439        	|139            	|  35.361         	|  7.2217         	|
get_train_batch                    	|  0.016631       	|1200           	|  19.957         	|  4.0757         	|
fetch_next_train_batch             	|  0.016606       	|1200           	|  19.927         	|  4.0696         	|
zero_grad                          	|  0.0013114      	|1000           	|  1.3114         	|  0.26783        	|
on_train_batch_end                 	|  0.001247       	|1000           	|  1.247          	|  0.25467        	|
get_validate_batch                 	|  0.0025208      	|140            	|  0.35291        	|  0.072075       	|
fetch_next_validate_batch          	|  0.0025053      	|140            	|  0.35075        	|  0.071633       	|
training_batch_to_device           	|  0.00033523     	|1000           	|  0.33523        	|  0.068463       	|
on_train_batch_start               	|  9.6468e-05     	|1000           	|  0.096468       	|  0.019701       	|
on_train_epoch_start               	|  0.00026602     	|200            	|  0.053203       	|  0.010866       	|
on_train_epoch_end                 	|  0.00025152     	|200            	|  0.050303       	|  0.010273       	|
evaluation_batch_to_device         	|  0.00023454     	|139            	|  0.032601       	|  0.006658       	|
on_train_end                       	|  0.024058       	|1              	|  0.024058       	|  0.0049133      	|
on_batch_start                     	|  2.345e-05      	|1000           	|  0.02345        	|  0.0047891      	|
on_pretrain_routine_start          	|  0.022683       	|1              	|  0.022683       	|  0.0046325      	|
on_before_zero_grad                	|  1.6355e-05     	|1000           	|  0.016355       	|  0.0033401      	|
on_batch_end                       	|  1.4089e-05     	|1000           	|  0.014089       	|  0.0028773      	|
on_after_backward                  	|  1.1328e-05     	|1000           	|  0.011328       	|  0.0023135      	|
on_before_backward                 	|  1.1161e-05     	|1000           	|  0.011161       	|  0.0022793      	|
on_before_optimizer_step           	|  1.0964e-05     	|1000           	|  0.010964       	|  0.0022392      	|
configure_optimizers               	|  0.0085247      	|1              	|  0.0085247      	|  0.001741       	|
training_step_end                  	|  6.729e-06      	|1000           	|  0.006729       	|  0.0013742      	|
on_validation_model_eval           	|  0.0040909      	|1              	|  0.0040909      	|  0.00083547     	|
on_validation_batch_end            	|  2.1775e-05     	|139            	|  0.0030267      	|  0.00061814     	|
on_epoch_start                     	|  1.0502e-05     	|201            	|  0.0021109      	|  0.0004311      	|
on_epoch_end                       	|  1.0296e-05     	|201            	|  0.0020695      	|  0.00042265     	|
on_validation_batch_start          	|  1.0452e-05     	|139            	|  0.0014528      	|  0.0002967      	|
on_train_start                     	|  0.00079936     	|1              	|  0.00079936     	|  0.00016325     	|
validation_step_end                	|  5.3894e-06     	|139            	|  0.00074912     	|  0.00015299     	|
on_validation_start                	|  0.00031901     	|1              	|  0.00031901     	|  6.515e-05      	|
on_validation_end                  	|  0.00010879     	|1              	|  0.00010879     	|  2.2219e-05     	|
on_before_accelerator_backend_setup	|  1.8429e-05     	|2              	|  3.6859e-05     	|  7.5276e-06     	|
teardown                           	|  1.6025e-05     	|2              	|  3.205e-05      	|  6.5455e-06     	|
on_configure_sharded_model         	|  1.4813e-05     	|2              	|  2.9625e-05     	|  6.0503e-06     	|
setup                              	|  1.375e-05      	|2              	|  2.7501e-05     	|  5.6165e-06     	|
on_fit_end                         	|  2.145e-05      	|1              	|  2.145e-05      	|  4.3807e-06     	|
on_validation_epoch_end            	|  1.8565e-05     	|1              	|  1.8565e-05     	|  3.7915e-06     	|
on_fit_start                       	|  1.7934e-05     	|1              	|  1.7934e-05     	|  3.6626e-06     	|
configure_callbacks                	|  5.996e-06      	|2              	|  1.1992e-05     	|  2.4491e-06     	|
on_val_dataloader                  	|  5.896e-06      	|2              	|  1.1792e-05     	|  2.4082e-06     	|
prepare_data                       	|  5.6411e-06     	|2              	|  1.1282e-05     	|  2.3041e-06     	|
configure_sharded_model            	|  5.295e-06      	|2              	|  1.059e-05      	|  2.1628e-06     	|
on_validation_epoch_start          	|  1.0309e-05     	|1              	|  1.0309e-05     	|  2.1054e-06     	|
on_pretrain_routine_end            	|  9.759e-06      	|1              	|  9.759e-06      	|  1.9931e-06     	|
on_train_dataloader                	|  4.228e-06      	|1              	|  4.228e-06      	|  8.6347e-07     	|
