VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  447.05         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  14.677         	|25             	|  366.91         	|  82.074         	|
run_training_batch                 	|  0.35436        	|1000           	|  354.36         	|  79.266         	|
optimizer_step_with_closure_0      	|  0.35165        	|1000           	|  351.65         	|  78.66          	|
training_step_and_backward         	|  0.27385        	|1000           	|  273.85         	|  61.257         	|
model_forward                      	|  0.16189        	|1000           	|  161.89         	|  36.214         	|
training_step                      	|  0.16176        	|1000           	|  161.76         	|  36.183         	|
backward                           	|  0.11063        	|1000           	|  110.63         	|  24.746         	|
run_validate_evaluation            	|  35.994         	|1              	|  35.994         	|  8.0514         	|
evaluation_step_and_end            	|  0.25421        	|139            	|  35.336         	|  7.9041         	|
validation_step                    	|  0.25416        	|139            	|  35.329         	|  7.9026         	|
get_train_batch                    	|  0.0042709      	|1025           	|  4.3777         	|  0.97924        	|
fetch_next_train_batch             	|  0.0042536      	|1025           	|  4.3599         	|  0.97526        	|
zero_grad                          	|  0.0013041      	|1000           	|  1.3041         	|  0.29172        	|
on_train_batch_end                 	|  0.0012196      	|1000           	|  1.2196         	|  0.2728         	|
get_validate_batch                 	|  0.0024593      	|140            	|  0.3443         	|  0.077017       	|
fetch_next_validate_batch          	|  0.0024456      	|140            	|  0.34238        	|  0.076587       	|
training_batch_to_device           	|  0.00024463     	|1000           	|  0.24463        	|  0.05472        	|
on_train_batch_start               	|  9.236e-05      	|1000           	|  0.09236        	|  0.02066        	|
evaluation_batch_to_device         	|  0.00022662     	|139            	|  0.0315         	|  0.0070462      	|
on_train_end                       	|  0.023426       	|1              	|  0.023426       	|  0.0052402      	|
on_pretrain_routine_start          	|  0.022731       	|1              	|  0.022731       	|  0.0050846      	|
on_batch_start                     	|  1.5357e-05     	|1000           	|  0.015357       	|  0.0034351      	|
on_before_zero_grad                	|  1.3975e-05     	|1000           	|  0.013975       	|  0.0031261      	|
on_batch_end                       	|  1.3949e-05     	|1000           	|  0.013949       	|  0.0031202      	|
on_after_backward                  	|  1.1592e-05     	|1000           	|  0.011592       	|  0.0025929      	|
on_before_backward                 	|  1.1279e-05     	|1000           	|  0.011279       	|  0.0025229      	|
on_before_optimizer_step           	|  1.0325e-05     	|1000           	|  0.010325       	|  0.0023095      	|
configure_optimizers               	|  0.008814       	|1              	|  0.008814       	|  0.0019716      	|
on_train_epoch_start               	|  0.00030352     	|25             	|  0.0075881      	|  0.0016974      	|
on_train_epoch_end                 	|  0.00028641     	|25             	|  0.0071602      	|  0.0016017      	|
training_step_end                  	|  5.9473e-06     	|1000           	|  0.0059473      	|  0.0013303      	|
on_validation_model_eval           	|  0.0058437      	|1              	|  0.0058437      	|  0.0013072      	|
on_validation_batch_end            	|  1.9636e-05     	|139            	|  0.0027294      	|  0.00061053     	|
on_validation_batch_start          	|  1.0388e-05     	|139            	|  0.0014439      	|  0.00032298     	|
on_train_start                     	|  0.00069354     	|1              	|  0.00069354     	|  0.00015514     	|
validation_step_end                	|  4.8651e-06     	|139            	|  0.00067624     	|  0.00015127     	|
on_validation_start                	|  0.00032559     	|1              	|  0.00032559     	|  7.283e-05      	|
on_epoch_start                     	|  1.0719e-05     	|26             	|  0.00027871     	|  6.2343e-05     	|
on_epoch_end                       	|  1.0547e-05     	|26             	|  0.00027423     	|  6.1341e-05     	|
on_validation_end                  	|  0.00011486     	|1              	|  0.00011486     	|  2.5692e-05     	|
on_before_accelerator_backend_setup	|  1.9045e-05     	|2              	|  3.8091e-05     	|  8.5205e-06     	|
teardown                           	|  1.621e-05      	|2              	|  3.2421e-05     	|  7.2522e-06     	|
setup                              	|  1.3486e-05     	|2              	|  2.6972e-05     	|  6.0333e-06     	|
on_configure_sharded_model         	|  1.3029e-05     	|2              	|  2.6059e-05     	|  5.8291e-06     	|
on_fit_end                         	|  2.3674e-05     	|1              	|  2.3674e-05     	|  5.2956e-06     	|
on_validation_epoch_end            	|  2.0418e-05     	|1              	|  2.0418e-05     	|  4.5672e-06     	|
on_fit_start                       	|  1.7833e-05     	|1              	|  1.7833e-05     	|  3.989e-06      	|
prepare_data                       	|  6.357e-06      	|2              	|  1.2714e-05     	|  2.844e-06      	|
on_val_dataloader                  	|  6.0665e-06     	|2              	|  1.2133e-05     	|  2.714e-06      	|
on_validation_epoch_start          	|  1.1632e-05     	|1              	|  1.1632e-05     	|  2.6019e-06     	|
configure_callbacks                	|  5.4855e-06     	|2              	|  1.0971e-05     	|  2.4541e-06     	|
on_pretrain_routine_end            	|  1.047e-05      	|1              	|  1.047e-05      	|  2.342e-06      	|
configure_sharded_model            	|  5.0394e-06     	|2              	|  1.0079e-05     	|  2.2545e-06     	|
on_train_dataloader                	|  4.689e-06      	|1              	|  4.689e-06      	|  1.0489e-06     	|
