VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  761.9          	|  100 %          	|
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run_training_epoch                 	|  3.5704         	|200            	|  714.08         	|  93.724         	|
run_training_batch                 	|  0.29022        	|1000           	|  290.22         	|  38.092         	|
optimizer_step_with_closure_0      	|  0.28637        	|1000           	|  286.37         	|  37.587         	|
training_step_and_backward         	|  0.22058        	|1000           	|  220.58         	|  28.952         	|
model_forward                      	|  0.11254        	|1000           	|  112.54         	|  14.77          	|
training_step                      	|  0.11232        	|1000           	|  112.32         	|  14.742         	|
backward                           	|  0.10644        	|1000           	|  106.44         	|  13.971         	|
get_train_batch                    	|  0.069769       	|1200           	|  83.722         	|  10.989         	|
fetch_next_train_batch             	|  0.069736       	|1200           	|  83.684         	|  10.984         	|
run_validate_evaluation            	|  17.009         	|1              	|  17.009         	|  2.2324         	|
evaluation_step_and_end            	|  0.098135       	|139            	|  13.641         	|  1.7904         	|
validation_step                    	|  0.09801        	|139            	|  13.623         	|  1.7881         	|
on_train_batch_end                 	|  0.0024284      	|1000           	|  2.4284         	|  0.31873        	|
zero_grad                          	|  0.0015706      	|1000           	|  1.5706         	|  0.20614        	|
get_validate_batch                 	|  0.0064568      	|140            	|  0.90395        	|  0.11864        	|
fetch_next_validate_batch          	|  0.0064318      	|140            	|  0.90045        	|  0.11819        	|
training_batch_to_device           	|  0.00055498     	|1000           	|  0.55498        	|  0.072841       	|
on_train_batch_start               	|  0.00010741     	|1000           	|  0.10741        	|  0.014098       	|
on_train_end                       	|  0.10718        	|1              	|  0.10718        	|  0.014067       	|
on_train_epoch_start               	|  0.00033182     	|200            	|  0.066363       	|  0.0087102      	|
on_train_epoch_end                 	|  0.00032907     	|200            	|  0.065813       	|  0.0086381      	|
evaluation_batch_to_device         	|  0.00028423     	|139            	|  0.039509       	|  0.0051856      	|
on_batch_start                     	|  3.5802e-05     	|1000           	|  0.035802       	|  0.0046991      	|
on_after_backward                  	|  2.9267e-05     	|1000           	|  0.029267       	|  0.0038414      	|
on_pretrain_routine_start          	|  0.0228         	|1              	|  0.0228         	|  0.0029925      	|
on_before_zero_grad                	|  2.0909e-05     	|1000           	|  0.020909       	|  0.0027444      	|
configure_optimizers               	|  0.018904       	|1              	|  0.018904       	|  0.0024811      	|
on_batch_end                       	|  1.6249e-05     	|1000           	|  0.016249       	|  0.0021327      	|
on_before_optimizer_step           	|  1.4942e-05     	|1000           	|  0.014942       	|  0.0019612      	|
on_before_backward                 	|  1.4468e-05     	|1000           	|  0.014468       	|  0.001899       	|
training_step_end                  	|  8.8664e-06     	|1000           	|  0.0088664      	|  0.0011637      	|
on_validation_batch_end            	|  4.3192e-05     	|139            	|  0.0060037      	|  0.00078799     	|
on_validation_model_eval           	|  0.0039482      	|1              	|  0.0039482      	|  0.0005182      	|
on_epoch_end                       	|  1.3141e-05     	|201            	|  0.0026414      	|  0.00034669     	|
on_validation_batch_start          	|  1.797e-05      	|139            	|  0.0024978      	|  0.00032784     	|
on_epoch_start                     	|  1.1911e-05     	|201            	|  0.0023942      	|  0.00031424     	|
validation_step_end                	|  9.6227e-06     	|139            	|  0.0013376      	|  0.00017556     	|
on_train_start                     	|  0.001091       	|1              	|  0.001091       	|  0.00014319     	|
on_validation_start                	|  0.00050439     	|1              	|  0.00050439     	|  6.6202e-05     	|
on_validation_end                  	|  0.0002667      	|1              	|  0.0002667      	|  3.5005e-05     	|
on_fit_end                         	|  0.00010544     	|1              	|  0.00010544     	|  1.3839e-05     	|
on_before_accelerator_backend_setup	|  3.2339e-05     	|2              	|  6.4678e-05     	|  8.4892e-06     	|
setup                              	|  2.6188e-05     	|2              	|  5.2376e-05     	|  6.8744e-06     	|
on_configure_sharded_model         	|  2.43e-05       	|2              	|  4.86e-05       	|  6.3788e-06     	|
teardown                           	|  2.3077e-05     	|2              	|  4.6154e-05     	|  6.0578e-06     	|
on_fit_start                       	|  4.4689e-05     	|1              	|  4.4689e-05     	|  5.8654e-06     	|
on_validation_epoch_end            	|  4.4055e-05     	|1              	|  4.4055e-05     	|  5.7823e-06     	|
configure_callbacks                	|  1.4129e-05     	|2              	|  2.8258e-05     	|  3.7089e-06     	|
on_val_dataloader                  	|  1.3466e-05     	|2              	|  2.6932e-05     	|  3.5349e-06     	|
prepare_data                       	|  1.0909e-05     	|2              	|  2.1817e-05     	|  2.8635e-06     	|
configure_sharded_model            	|  7.8194e-06     	|2              	|  1.5639e-05     	|  2.0526e-06     	|
on_pretrain_routine_end            	|  1.2062e-05     	|1              	|  1.2062e-05     	|  1.5832e-06     	|
on_validation_epoch_start          	|  1.1563e-05     	|1              	|  1.1563e-05     	|  1.5177e-06     	|
on_train_dataloader                	|  6.8359e-06     	|1              	|  6.8359e-06     	|  8.9722e-07     	|
