VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1389.5         	|  100 %          	|
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run_training_epoch                 	|  2.6612         	|500            	|  1330.6         	|  95.763         	|
run_training_batch                 	|  0.26098        	|1000           	|  260.98         	|  18.783         	|
optimizer_step_with_closure_0      	|  0.25878        	|1000           	|  258.78         	|  18.624         	|
get_train_batch                    	|  0.14699        	|1500           	|  220.49         	|  15.868         	|
fetch_next_train_batch             	|  0.14695        	|1500           	|  220.43         	|  15.864         	|
training_step_and_backward         	|  0.19089        	|1000           	|  190.89         	|  13.738         	|
model_forward                      	|  0.10335        	|1000           	|  103.35         	|  7.4382         	|
training_step                      	|  0.10314        	|1000           	|  103.14         	|  7.4232         	|
backward                           	|  0.08596        	|1000           	|  85.96          	|  6.1865         	|
run_validate_evaluation            	|  31.442         	|1              	|  31.442         	|  2.2628         	|
evaluation_step_and_end            	|  0.08373        	|313            	|  26.207         	|  1.8861         	|
validation_step                    	|  0.083664       	|313            	|  26.187         	|  1.8847         	|
on_train_batch_end                 	|  0.0017027      	|1000           	|  1.7027         	|  0.12254        	|
zero_grad                          	|  0.0015388      	|1000           	|  1.5388         	|  0.11075        	|
get_validate_batch                 	|  0.0037785      	|314            	|  1.1864         	|  0.085387       	|
fetch_next_validate_batch          	|  0.0037616      	|314            	|  1.1812         	|  0.085007       	|
training_batch_to_device           	|  0.0007161      	|1000           	|  0.7161         	|  0.051537       	|
on_train_epoch_start               	|  0.00036297     	|500            	|  0.18148        	|  0.013061       	|
on_train_epoch_end                 	|  0.00031575     	|500            	|  0.15788        	|  0.011362       	|
on_train_batch_start               	|  0.00011049     	|1000           	|  0.11049        	|  0.0079517      	|
evaluation_batch_to_device         	|  0.00021827     	|313            	|  0.068318       	|  0.0049168      	|
on_batch_start                     	|  4.8463e-05     	|1000           	|  0.048463       	|  0.0034878      	|
on_train_end                       	|  0.040768       	|1              	|  0.040768       	|  0.002934       	|
on_pretrain_routine_start          	|  0.024902       	|1              	|  0.024902       	|  0.0017922      	|
on_before_zero_grad                	|  2.3348e-05     	|1000           	|  0.023348       	|  0.0016803      	|
on_after_backward                  	|  1.8679e-05     	|1000           	|  0.018679       	|  0.0013443      	|
on_batch_end                       	|  1.7672e-05     	|1000           	|  0.017672       	|  0.0012718      	|
on_before_optimizer_step           	|  1.329e-05      	|1000           	|  0.01329        	|  0.00095644     	|
on_before_backward                 	|  1.2251e-05     	|1000           	|  0.012251       	|  0.00088167     	|
configure_optimizers               	|  0.010754       	|1              	|  0.010754       	|  0.00077399     	|
training_step_end                  	|  8.0346e-06     	|1000           	|  0.0080346      	|  0.00057825     	|
on_validation_batch_end            	|  2.4833e-05     	|313            	|  0.0077727      	|  0.0005594      	|
on_epoch_start                     	|  1.1035e-05     	|501            	|  0.0055286      	|  0.00039789     	|
on_epoch_end                       	|  1.0984e-05     	|501            	|  0.0055029      	|  0.00039604     	|
on_validation_model_eval           	|  0.0039151      	|1              	|  0.0039151      	|  0.00028177     	|
on_validation_batch_start          	|  1.1912e-05     	|313            	|  0.0037284      	|  0.00026833     	|
validation_step_end                	|  5.6839e-06     	|313            	|  0.001779       	|  0.00012804     	|
on_train_start                     	|  0.0010945      	|1              	|  0.0010945      	|  7.8769e-05     	|
on_validation_start                	|  0.00035985     	|1              	|  0.00035985     	|  2.5898e-05     	|
on_validation_end                  	|  0.00017798     	|1              	|  0.00017798     	|  1.2809e-05     	|
teardown                           	|  3.9957e-05     	|2              	|  7.9915e-05     	|  5.7514e-06     	|
on_validation_epoch_end            	|  4.885e-05      	|1              	|  4.885e-05      	|  3.5157e-06     	|
on_before_accelerator_backend_setup	|  2.434e-05      	|2              	|  4.868e-05      	|  3.5035e-06     	|
on_fit_start                       	|  4.6831e-05     	|1              	|  4.6831e-05     	|  3.3704e-06     	|
setup                              	|  2.2938e-05     	|2              	|  4.5875e-05     	|  3.3016e-06     	|
on_configure_sharded_model         	|  2.1516e-05     	|2              	|  4.3033e-05     	|  3.097e-06      	|
on_fit_end                         	|  3.1801e-05     	|1              	|  3.1801e-05     	|  2.2887e-06     	|
prepare_data                       	|  8.8066e-06     	|2              	|  1.7613e-05     	|  1.2676e-06     	|
on_val_dataloader                  	|  8.4573e-06     	|2              	|  1.6915e-05     	|  1.2173e-06     	|
configure_sharded_model            	|  7.8231e-06     	|2              	|  1.5646e-05     	|  1.126e-06      	|
configure_callbacks                	|  6.6981e-06     	|2              	|  1.3396e-05     	|  9.6411e-07     	|
on_pretrain_routine_end            	|  1.2705e-05     	|1              	|  1.2705e-05     	|  9.1438e-07     	|
on_validation_epoch_start          	|  9.5665e-06     	|1              	|  9.5665e-06     	|  6.885e-07      	|
on_train_dataloader                	|  6.1803e-06     	|1              	|  6.1803e-06     	|  4.4479e-07     	|
