VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  394.64         	|  100 %          	|
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run_training_epoch                 	|  13.459         	|25             	|  336.48         	|  85.261         	|
run_training_batch                 	|  0.2797         	|1000           	|  279.7          	|  70.874         	|
optimizer_step_with_closure_0      	|  0.27639        	|1000           	|  276.39         	|  70.037         	|
training_step_and_backward         	|  0.21378        	|1000           	|  213.78         	|  54.17          	|
model_forward                      	|  0.10629        	|1000           	|  106.29         	|  26.933         	|
training_step                      	|  0.10609        	|1000           	|  106.09         	|  26.882         	|
backward                           	|  0.10601        	|1000           	|  106.01         	|  26.863         	|
run_validate_evaluation            	|  17.685         	|1              	|  17.685         	|  4.4813         	|
evaluation_step_and_end            	|  0.10409        	|139            	|  14.468         	|  3.6662         	|
validation_step                    	|  0.10397        	|139            	|  14.452         	|  3.6622         	|
get_train_batch                    	|  0.011672       	|1025           	|  11.964         	|  3.0316         	|
fetch_next_train_batch             	|  0.011646       	|1025           	|  11.938         	|  3.0249         	|
on_train_batch_end                 	|  0.0024779      	|1000           	|  2.4779         	|  0.62788        	|
zero_grad                          	|  0.0014385      	|1000           	|  1.4385         	|  0.36451        	|
get_validate_batch                 	|  0.0051641      	|140            	|  0.72297        	|  0.1832         	|
fetch_next_validate_batch          	|  0.0051375      	|140            	|  0.71925        	|  0.18225        	|
training_batch_to_device           	|  0.00028703     	|1000           	|  0.28703        	|  0.072733       	|
on_train_batch_start               	|  0.00013205     	|1000           	|  0.13205        	|  0.03346        	|
on_train_end                       	|  0.041916       	|1              	|  0.041916       	|  0.010621       	|
evaluation_batch_to_device         	|  0.00027256     	|139            	|  0.037886       	|  0.0096001      	|
on_pretrain_routine_start          	|  0.025736       	|1              	|  0.025736       	|  0.0065212      	|
on_after_backward                  	|  2.5702e-05     	|1000           	|  0.025702       	|  0.0065127      	|
on_batch_start                     	|  2.274e-05      	|1000           	|  0.02274        	|  0.0057622      	|
on_batch_end                       	|  1.7692e-05     	|1000           	|  0.017692       	|  0.004483       	|
on_before_zero_grad                	|  1.7508e-05     	|1000           	|  0.017508       	|  0.0044364      	|
on_before_backward                 	|  1.4704e-05     	|1000           	|  0.014704       	|  0.003726       	|
on_before_optimizer_step           	|  1.341e-05      	|1000           	|  0.01341        	|  0.0033981      	|
on_train_epoch_end                 	|  0.00045925     	|25             	|  0.011481       	|  0.0029093      	|
on_train_epoch_start               	|  0.00045561     	|25             	|  0.01139        	|  0.0028863      	|
configure_optimizers               	|  0.010871       	|1              	|  0.010871       	|  0.0027546      	|
training_step_end                  	|  7.5597e-06     	|1000           	|  0.0075597      	|  0.0019156      	|
on_validation_batch_end            	|  4.0669e-05     	|139            	|  0.0056529      	|  0.0014324      	|
on_validation_model_eval           	|  0.0039337      	|1              	|  0.0039337      	|  0.00099677     	|
on_validation_batch_start          	|  1.8214e-05     	|139            	|  0.0025318      	|  0.00064155     	|
validation_step_end                	|  9.0089e-06     	|139            	|  0.0012522      	|  0.00031731     	|
on_train_start                     	|  0.0010887      	|1              	|  0.0010887      	|  0.00027587     	|
on_validation_start                	|  0.00037412     	|1              	|  0.00037412     	|  9.4799e-05     	|
on_epoch_end                       	|  1.3441e-05     	|26             	|  0.00034947     	|  8.8553e-05     	|
on_epoch_start                     	|  1.1667e-05     	|26             	|  0.00030334     	|  7.6864e-05     	|
on_validation_end                  	|  0.00016291     	|1              	|  0.00016291     	|  4.128e-05      	|
teardown                           	|  3.8915e-05     	|2              	|  7.7831e-05     	|  1.9722e-05     	|
setup                              	|  3.2413e-05     	|2              	|  6.4826e-05     	|  1.6426e-05     	|
on_configure_sharded_model         	|  2.9087e-05     	|2              	|  5.8174e-05     	|  1.4741e-05     	|
on_before_accelerator_backend_setup	|  2.2972e-05     	|2              	|  4.5944e-05     	|  1.1642e-05     	|
on_validation_epoch_end            	|  4.5214e-05     	|1              	|  4.5214e-05     	|  1.1457e-05     	|
on_fit_start                       	|  4.5111e-05     	|1              	|  4.5111e-05     	|  1.1431e-05     	|
on_fit_end                         	|  2.6716e-05     	|1              	|  2.6716e-05     	|  6.7697e-06     	|
configure_sharded_model            	|  1.1316e-05     	|2              	|  2.2631e-05     	|  5.7346e-06     	|
prepare_data                       	|  9.7426e-06     	|2              	|  1.9485e-05     	|  4.9374e-06     	|
on_val_dataloader                  	|  7.5316e-06     	|2              	|  1.5063e-05     	|  3.8169e-06     	|
on_pretrain_routine_end            	|  1.4158e-05     	|1              	|  1.4158e-05     	|  3.5876e-06     	|
configure_callbacks                	|  6.442e-06      	|2              	|  1.2884e-05     	|  3.2647e-06     	|
on_train_dataloader                	|  1.1666e-05     	|1              	|  1.1666e-05     	|  2.956e-06      	|
on_validation_epoch_start          	|  1.0017e-05     	|1              	|  1.0017e-05     	|  2.5383e-06     	|
