VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  448.35         	|  100 %          	|
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run_training_epoch                 	|  14.641         	|25             	|  366.03         	|  81.64          	|
run_training_batch                 	|  0.35342        	|1000           	|  353.42         	|  78.826         	|
optimizer_step_with_closure_0      	|  0.35069        	|1000           	|  350.69         	|  78.219         	|
training_step_and_backward         	|  0.27199        	|1000           	|  271.99         	|  60.664         	|
model_forward                      	|  0.16094        	|1000           	|  160.94         	|  35.896         	|
training_step                      	|  0.1608         	|1000           	|  160.8          	|  35.866         	|
backward                           	|  0.10974        	|1000           	|  109.74         	|  24.477         	|
run_validate_evaluation            	|  35.991         	|1              	|  35.991         	|  8.0273         	|
evaluation_step_and_end            	|  0.25421        	|139            	|  35.335         	|  7.8811         	|
validation_step                    	|  0.25416        	|139            	|  35.328         	|  7.8794         	|
get_train_batch                    	|  0.004284       	|1025           	|  4.3911         	|  0.9794         	|
fetch_next_train_batch             	|  0.0042668      	|1025           	|  4.3734         	|  0.97545        	|
zero_grad                          	|  0.0012822      	|1000           	|  1.2822         	|  0.28598        	|
on_train_batch_end                 	|  0.0011934      	|1000           	|  1.1934         	|  0.26619        	|
get_validate_batch                 	|  0.0024884      	|140            	|  0.34838        	|  0.077703       	|
fetch_next_validate_batch          	|  0.0024749      	|140            	|  0.34648        	|  0.077279       	|
training_batch_to_device           	|  0.000242       	|1000           	|  0.242          	|  0.053976       	|
on_train_batch_start               	|  9.1152e-05     	|1000           	|  0.091152       	|  0.02033        	|
evaluation_batch_to_device         	|  0.00021679     	|139            	|  0.030134       	|  0.006721       	|
on_train_end                       	|  0.024098       	|1              	|  0.024098       	|  0.0053748      	|
on_pretrain_routine_start          	|  0.022566       	|1              	|  0.022566       	|  0.0050331      	|
on_batch_start                     	|  1.4925e-05     	|1000           	|  0.014925       	|  0.0033289      	|
on_batch_end                       	|  1.3793e-05     	|1000           	|  0.013793       	|  0.0030765      	|
on_before_zero_grad                	|  1.3707e-05     	|1000           	|  0.013707       	|  0.0030571      	|
on_after_backward                  	|  1.1595e-05     	|1000           	|  0.011595       	|  0.002586       	|
on_before_backward                 	|  1.0544e-05     	|1000           	|  0.010544       	|  0.0023517      	|
on_before_optimizer_step           	|  1.0315e-05     	|1000           	|  0.010315       	|  0.0023007      	|
configure_optimizers               	|  0.0088936      	|1              	|  0.0088936      	|  0.0019836      	|
on_train_epoch_start               	|  0.00030685     	|25             	|  0.0076712      	|  0.001711       	|
on_train_epoch_end                 	|  0.00029007     	|25             	|  0.0072518      	|  0.0016174      	|
training_step_end                  	|  5.6674e-06     	|1000           	|  0.0056674      	|  0.0012641      	|
on_validation_model_eval           	|  0.0039847      	|1              	|  0.0039847      	|  0.00088875     	|
on_validation_batch_end            	|  2.0374e-05     	|139            	|  0.0028321      	|  0.00063166     	|
on_validation_batch_start          	|  1.0612e-05     	|139            	|  0.001475       	|  0.00032899     	|
on_train_start                     	|  0.00070833     	|1              	|  0.00070833     	|  0.00015799     	|
validation_step_end                	|  4.8382e-06     	|139            	|  0.00067251     	|  0.00015        	|
on_validation_start                	|  0.00031952     	|1              	|  0.00031952     	|  7.1265e-05     	|
on_epoch_start                     	|  1.094e-05      	|26             	|  0.00028445     	|  6.3444e-05     	|
on_epoch_end                       	|  1.0416e-05     	|26             	|  0.00027083     	|  6.0405e-05     	|
on_validation_end                  	|  0.00010921     	|1              	|  0.00010921     	|  2.4357e-05     	|
on_before_accelerator_backend_setup	|  2.0734e-05     	|2              	|  4.1468e-05     	|  9.249e-06      	|
teardown                           	|  1.6266e-05     	|2              	|  3.2531e-05     	|  7.2557e-06     	|
setup                              	|  1.3896e-05     	|2              	|  2.7792e-05     	|  6.1987e-06     	|
on_configure_sharded_model         	|  1.335e-05      	|2              	|  2.67e-05       	|  5.9552e-06     	|
on_fit_end                         	|  2.2853e-05     	|1              	|  2.2853e-05     	|  5.0971e-06     	|
on_fit_start                       	|  1.7893e-05     	|1              	|  1.7893e-05     	|  3.9908e-06     	|
on_validation_epoch_end            	|  1.7412e-05     	|1              	|  1.7412e-05     	|  3.8836e-06     	|
prepare_data                       	|  6.6024e-06     	|2              	|  1.3205e-05     	|  2.9452e-06     	|
on_val_dataloader                  	|  5.986e-06      	|2              	|  1.1972e-05     	|  2.6702e-06     	|
configure_callbacks                	|  5.4705e-06     	|2              	|  1.0941e-05     	|  2.4403e-06     	|
on_pretrain_routine_end            	|  1.017e-05      	|1              	|  1.017e-05      	|  2.2683e-06     	|
configure_sharded_model            	|  4.9645e-06     	|2              	|  9.9289e-06     	|  2.2145e-06     	|
on_validation_epoch_start          	|  9.578e-06      	|1              	|  9.578e-06      	|  2.1363e-06     	|
on_train_dataloader                	|  4.599e-06      	|1              	|  4.599e-06      	|  1.0258e-06     	|
