VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  655.94         	|  100 %          	|
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run_training_epoch                 	|  3.5976         	|167            	|  600.8          	|  91.594         	|
run_training_batch                 	|  0.24487        	|1000           	|  244.87         	|  37.332         	|
optimizer_step_with_closure_0      	|  0.24272        	|1000           	|  242.72         	|  37.003         	|
training_step_and_backward         	|  0.18178        	|1000           	|  181.78         	|  27.713         	|
model_forward                      	|  0.093752       	|1000           	|  93.752         	|  14.293         	|
training_step                      	|  0.093584       	|1000           	|  93.584         	|  14.267         	|
backward                           	|  0.086675       	|1000           	|  86.675         	|  13.214         	|
get_train_batch                    	|  0.064831       	|1167           	|  75.658         	|  11.534         	|
fetch_next_train_batch             	|  0.064806       	|1167           	|  75.629         	|  11.53          	|
run_validate_evaluation            	|  16.478         	|1              	|  16.478         	|  2.5122         	|
evaluation_step_and_end            	|  0.10562        	|125            	|  13.203         	|  2.0128         	|
validation_step                    	|  0.10555        	|125            	|  13.194         	|  2.0114         	|
on_train_batch_end                 	|  0.0016056      	|1000           	|  1.6056         	|  0.24478        	|
zero_grad                          	|  0.0013224      	|1000           	|  1.3224         	|  0.2016         	|
get_validate_batch                 	|  0.0071988      	|126            	|  0.90704        	|  0.13828        	|
fetch_next_validate_batch          	|  0.0071806      	|126            	|  0.90476        	|  0.13793        	|
training_batch_to_device           	|  0.00040858     	|1000           	|  0.40858        	|  0.06229        	|
on_train_batch_start               	|  9.536e-05      	|1000           	|  0.09536        	|  0.014538       	|
on_train_epoch_start               	|  0.00045879     	|167            	|  0.076618       	|  0.011681       	|
on_train_epoch_end                 	|  0.00031022     	|167            	|  0.051807       	|  0.0078981      	|
on_train_end                       	|  0.043331       	|1              	|  0.043331       	|  0.0066059      	|
evaluation_batch_to_device         	|  0.00022683     	|125            	|  0.028353       	|  0.0043225      	|
on_batch_start                     	|  2.7448e-05     	|1000           	|  0.027448       	|  0.0041845      	|
on_pretrain_routine_start          	|  0.021562       	|1              	|  0.021562       	|  0.0032872      	|
on_after_backward                  	|  1.8036e-05     	|1000           	|  0.018036       	|  0.0027497      	|
on_before_zero_grad                	|  1.5871e-05     	|1000           	|  0.015871       	|  0.0024196      	|
on_batch_end                       	|  1.5103e-05     	|1000           	|  0.015103       	|  0.0023024      	|
on_before_backward                 	|  1.1757e-05     	|1000           	|  0.011757       	|  0.0017924      	|
on_before_optimizer_step           	|  1.1743e-05     	|1000           	|  0.011743       	|  0.0017903      	|
configure_optimizers               	|  0.010197       	|1              	|  0.010197       	|  0.0015546      	|
training_step_end                  	|  6.4393e-06     	|1000           	|  0.0064393      	|  0.00098169     	|
on_validation_model_eval           	|  0.0038008      	|1              	|  0.0038008      	|  0.00057945     	|
on_validation_batch_end            	|  2.7731e-05     	|125            	|  0.0034664      	|  0.00052846     	|
on_epoch_end                       	|  1.1088e-05     	|168            	|  0.0018628      	|  0.00028399     	|
on_epoch_start                     	|  1.091e-05      	|168            	|  0.0018329      	|  0.00027943     	|
on_train_start                     	|  0.0017092      	|1              	|  0.0017092      	|  0.00026057     	|
on_validation_batch_start          	|  1.2966e-05     	|125            	|  0.0016208      	|  0.00024709     	|
validation_step_end                	|  6.4196e-06     	|125            	|  0.00080246     	|  0.00012234     	|
configure_callbacks                	|  0.00023846     	|2              	|  0.00047692     	|  7.2707e-05     	|
on_validation_start                	|  0.00045509     	|1              	|  0.00045509     	|  6.938e-05      	|
on_validation_end                  	|  0.00021425     	|1              	|  0.00021425     	|  3.2662e-05     	|
on_fit_end                         	|  6.2201e-05     	|1              	|  6.2201e-05     	|  9.4827e-06     	|
on_configure_sharded_model         	|  2.8738e-05     	|2              	|  5.7476e-05     	|  8.7623e-06     	|
teardown                           	|  2.5568e-05     	|2              	|  5.1135e-05     	|  7.7957e-06     	|
on_before_accelerator_backend_setup	|  2.5208e-05     	|2              	|  5.0416e-05     	|  7.6861e-06     	|
setup                              	|  2.4545e-05     	|2              	|  4.909e-05      	|  7.4839e-06     	|
on_fit_start                       	|  4.4711e-05     	|1              	|  4.4711e-05     	|  6.8163e-06     	|
on_validation_epoch_end            	|  3.0113e-05     	|1              	|  3.0113e-05     	|  4.5909e-06     	|
configure_sharded_model            	|  9.8124e-06     	|2              	|  1.9625e-05     	|  2.9919e-06     	|
on_val_dataloader                  	|  8.9072e-06     	|2              	|  1.7814e-05     	|  2.7158e-06     	|
prepare_data                       	|  8.2562e-06     	|2              	|  1.6512e-05     	|  2.5173e-06     	|
on_pretrain_routine_end            	|  1.1239e-05     	|1              	|  1.1239e-05     	|  1.7134e-06     	|
on_validation_epoch_start          	|  1.0913e-05     	|1              	|  1.0913e-05     	|  1.6638e-06     	|
on_train_dataloader                	|  6.1709e-06     	|1              	|  6.1709e-06     	|  9.4078e-07     	|
