VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1336.7         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.599          	|500            	|  1299.5         	|  97.215         	|
run_training_batch                 	|  0.29985        	|1000           	|  299.85         	|  22.431         	|
optimizer_step_with_closure_0      	|  0.29539        	|1000           	|  295.39         	|  22.098         	|
training_step_and_backward         	|  0.22793        	|1000           	|  227.93         	|  17.051         	|
get_train_batch                    	|  0.13039        	|1500           	|  195.58         	|  14.632         	|
fetch_next_train_batch             	|  0.13035        	|1500           	|  195.52         	|  14.627         	|
backward                           	|  0.11368        	|1000           	|  113.68         	|  8.5041         	|
model_forward                      	|  0.1126         	|1000           	|  112.6          	|  8.4233         	|
training_step                      	|  0.11235        	|1000           	|  112.35         	|  8.4051         	|
run_validate_evaluation            	|  7.6645         	|1              	|  7.6645         	|  0.57337        	|
evaluation_step_and_end            	|  0.1058         	|48             	|  5.0783         	|  0.3799         	|
validation_step                    	|  0.10568        	|48             	|  5.0728         	|  0.37949        	|
on_train_batch_end                 	|  0.0024035      	|1000           	|  2.4035         	|  0.17981        	|
zero_grad                          	|  0.001607       	|1000           	|  1.607          	|  0.12022        	|
training_batch_to_device           	|  0.00074272     	|1000           	|  0.74272        	|  0.055562       	|
get_validate_batch                 	|  0.0095312      	|49             	|  0.46703        	|  0.034938       	|
fetch_next_validate_batch          	|  0.0095072      	|49             	|  0.46585        	|  0.03485        	|
on_train_epoch_end                 	|  0.00034198     	|500            	|  0.17099        	|  0.012792       	|
on_train_epoch_start               	|  0.0003274      	|500            	|  0.1637         	|  0.012246       	|
on_train_batch_start               	|  0.00011682     	|1000           	|  0.11682        	|  0.008739       	|
on_batch_start                     	|  5.4937e-05     	|1000           	|  0.054937       	|  0.0041098      	|
on_train_end                       	|  0.046036       	|1              	|  0.046036       	|  0.0034439      	|
on_after_backward                  	|  2.7539e-05     	|1000           	|  0.027539       	|  0.0020601      	|
on_before_zero_grad                	|  2.3624e-05     	|1000           	|  0.023624       	|  0.0017673      	|
on_pretrain_routine_start          	|  0.023372       	|1              	|  0.023372       	|  0.0017484      	|
on_before_optimizer_step           	|  1.7388e-05     	|1000           	|  0.017388       	|  0.0013008      	|
on_batch_end                       	|  1.5828e-05     	|1000           	|  0.015828       	|  0.0011841      	|
on_before_backward                 	|  1.5278e-05     	|1000           	|  0.015278       	|  0.0011429      	|
evaluation_batch_to_device         	|  0.00025982     	|48             	|  0.012471       	|  0.00093297     	|
training_step_end                  	|  1.0282e-05     	|1000           	|  0.010282       	|  0.00076915     	|
configure_optimizers               	|  0.0087649      	|1              	|  0.0087649      	|  0.0006557      	|
on_epoch_start                     	|  1.2082e-05     	|501            	|  0.0060532      	|  0.00045284     	|
on_epoch_end                       	|  1.1216e-05     	|501            	|  0.0056194      	|  0.00042038     	|
on_validation_model_eval           	|  0.0047827      	|1              	|  0.0047827      	|  0.00035779     	|
on_validation_batch_end            	|  4.2848e-05     	|48             	|  0.0020567      	|  0.00015386     	|
on_validation_batch_start          	|  1.7613e-05     	|48             	|  0.00084541     	|  6.3244e-05     	|
on_train_start                     	|  0.000832       	|1              	|  0.000832       	|  6.2241e-05     	|
on_validation_start                	|  0.00058447     	|1              	|  0.00058447     	|  4.3724e-05     	|
validation_step_end                	|  9.2018e-06     	|48             	|  0.00044169     	|  3.3042e-05     	|
on_validation_end                  	|  0.00011538     	|1              	|  0.00011538     	|  8.6314e-06     	|
on_fit_end                         	|  6.1529e-05     	|1              	|  6.1529e-05     	|  4.6029e-06     	|
on_before_accelerator_backend_setup	|  2.9598e-05     	|2              	|  5.9197e-05     	|  4.4285e-06     	|
teardown                           	|  2.4594e-05     	|2              	|  4.9189e-05     	|  3.6798e-06     	|
setup                              	|  2.3048e-05     	|2              	|  4.6097e-05     	|  3.4485e-06     	|
on_configure_sharded_model         	|  2.1482e-05     	|2              	|  4.2964e-05     	|  3.2141e-06     	|
on_validation_epoch_end            	|  2.8118e-05     	|1              	|  2.8118e-05     	|  2.1035e-06     	|
on_val_dataloader                  	|  1.3401e-05     	|2              	|  2.6802e-05     	|  2.005e-06      	|
on_fit_start                       	|  2.1383e-05     	|1              	|  2.1383e-05     	|  1.5997e-06     	|
configure_callbacks                	|  7.9162e-06     	|2              	|  1.5832e-05     	|  1.1844e-06     	|
prepare_data                       	|  7.6508e-06     	|2              	|  1.5302e-05     	|  1.1447e-06     	|
on_validation_epoch_start          	|  1.2677e-05     	|1              	|  1.2677e-05     	|  9.4837e-07     	|
configure_sharded_model            	|  6.1831e-06     	|2              	|  1.2366e-05     	|  9.251e-07      	|
on_pretrain_routine_end            	|  1.2349e-05     	|1              	|  1.2349e-05     	|  9.2384e-07     	|
on_train_dataloader                	|  7.0259e-06     	|1              	|  7.0259e-06     	|  5.256e-07      	|
