VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  575.47         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  0.92479        	|500            	|  462.39         	|  80.351         	|
run_training_batch                 	|  0.31191        	|1000           	|  311.91         	|  54.201         	|
optimizer_step_with_closure_0      	|  0.30922        	|1000           	|  309.22         	|  53.733         	|
training_step_and_backward         	|  0.23299        	|1000           	|  232.99         	|  40.487         	|
model_forward                      	|  0.14392        	|1000           	|  143.92         	|  25.009         	|
training_step                      	|  0.14375        	|1000           	|  143.75         	|  24.981         	|
backward                           	|  0.087703       	|1000           	|  87.703         	|  15.24          	|
run_validate_evaluation            	|  70.117         	|1              	|  70.117         	|  12.184         	|
evaluation_step_and_end            	|  0.21882        	|313            	|  68.491         	|  11.902         	|
validation_step                    	|  0.21877        	|313            	|  68.475         	|  11.899         	|
get_train_batch                    	|  0.028733       	|1500           	|  43.099         	|  7.4895         	|
fetch_next_train_batch             	|  0.0287         	|1500           	|  43.051         	|  7.481          	|
zero_grad                          	|  0.0013405      	|1000           	|  1.3405         	|  0.23293        	|
on_train_batch_end                 	|  0.0013333      	|1000           	|  1.3333         	|  0.2317         	|
training_batch_to_device           	|  0.00058708     	|1000           	|  0.58708        	|  0.10202        	|
get_validate_batch                 	|  0.0018161      	|314            	|  0.57026        	|  0.099096       	|
fetch_next_validate_batch          	|  0.0018018      	|314            	|  0.56578        	|  0.098317       	|
on_train_epoch_start               	|  0.00027682     	|500            	|  0.13841        	|  0.024052       	|
on_train_epoch_end                 	|  0.00027284     	|500            	|  0.13642        	|  0.023706       	|
on_train_batch_start               	|  0.0001042      	|1000           	|  0.1042         	|  0.018108       	|
evaluation_batch_to_device         	|  0.00021988     	|313            	|  0.068823       	|  0.01196        	|
on_batch_start                     	|  3.5063e-05     	|1000           	|  0.035063       	|  0.006093       	|
on_train_end                       	|  0.023738       	|1              	|  0.023738       	|  0.004125       	|
on_pretrain_routine_start          	|  0.022562       	|1              	|  0.022562       	|  0.0039207      	|
on_before_zero_grad                	|  2.0311e-05     	|1000           	|  0.020311       	|  0.0035295      	|
on_batch_end                       	|  1.3968e-05     	|1000           	|  0.013968       	|  0.0024272      	|
on_before_optimizer_step           	|  1.2318e-05     	|1000           	|  0.012318       	|  0.0021405      	|
on_after_backward                  	|  1.1193e-05     	|1000           	|  0.011193       	|  0.0019451      	|
on_before_backward                 	|  1.0872e-05     	|1000           	|  0.010872       	|  0.0018893      	|
configure_optimizers               	|  0.0087154      	|1              	|  0.0087154      	|  0.0015145      	|
training_step_end                  	|  7.5756e-06     	|1000           	|  0.0075756      	|  0.0013164      	|
on_validation_batch_end            	|  1.7875e-05     	|313            	|  0.0055949      	|  0.00097225     	|
on_epoch_start                     	|  1.0626e-05     	|501            	|  0.0053238      	|  0.00092512     	|
on_epoch_end                       	|  1.023e-05      	|501            	|  0.005125       	|  0.00089059     	|
on_validation_model_eval           	|  0.0039939      	|1              	|  0.0039939      	|  0.00069404     	|
on_validation_batch_start          	|  9.566e-06      	|313            	|  0.0029942      	|  0.0005203      	|
validation_step_end                	|  4.6264e-06     	|313            	|  0.0014481      	|  0.00025163     	|
on_train_start                     	|  0.00072926     	|1              	|  0.00072926     	|  0.00012673     	|
on_validation_start                	|  0.00035568     	|1              	|  0.00035568     	|  6.1807e-05     	|
on_validation_end                  	|  0.00010989     	|1              	|  0.00010989     	|  1.9095e-05     	|
on_before_accelerator_backend_setup	|  2.0188e-05     	|2              	|  4.0376e-05     	|  7.0162e-06     	|
teardown                           	|  1.6837e-05     	|2              	|  3.3673e-05     	|  5.8514e-06     	|
on_validation_epoch_end            	|  3.224e-05      	|1              	|  3.224e-05      	|  5.6024e-06     	|
setup                              	|  1.4321e-05     	|2              	|  2.8643e-05     	|  4.9774e-06     	|
on_configure_sharded_model         	|  1.3516e-05     	|2              	|  2.7032e-05     	|  4.6974e-06     	|
on_fit_end                         	|  2.2773e-05     	|1              	|  2.2773e-05     	|  3.9573e-06     	|
on_fit_start                       	|  1.7813e-05     	|1              	|  1.7813e-05     	|  3.0954e-06     	|
on_val_dataloader                  	|  6.352e-06      	|2              	|  1.2704e-05     	|  2.2076e-06     	|
prepare_data                       	|  6.2865e-06     	|2              	|  1.2573e-05     	|  2.1848e-06     	|
configure_sharded_model            	|  5.2101e-06     	|2              	|  1.042e-05      	|  1.8107e-06     	|
on_pretrain_routine_end            	|  9.9789e-06     	|1              	|  9.9789e-06     	|  1.7341e-06     	|
on_validation_epoch_start          	|  9.918e-06      	|1              	|  9.918e-06      	|  1.7235e-06     	|
configure_callbacks                	|  4.699e-06      	|2              	|  9.3981e-06     	|  1.6331e-06     	|
on_train_dataloader                	|  4.458e-06      	|1              	|  4.458e-06      	|  7.7468e-07     	|
