VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  611.05         	|  100 %          	|
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run_training_epoch                 	|  3.3637         	|167            	|  561.74         	|  91.931         	|
run_training_batch                 	|  0.24144        	|1000           	|  241.44         	|  39.513         	|
optimizer_step_with_closure_0      	|  0.23939        	|1000           	|  239.39         	|  39.177         	|
training_step_and_backward         	|  0.17957        	|1000           	|  179.57         	|  29.388         	|
model_forward                      	|  0.09259        	|1000           	|  92.59          	|  15.153         	|
training_step                      	|  0.092418       	|1000           	|  92.418         	|  15.125         	|
backward                           	|  0.085638       	|1000           	|  85.638         	|  14.015         	|
get_train_batch                    	|  0.05429        	|1167           	|  63.356         	|  10.368         	|
fetch_next_train_batch             	|  0.05426        	|1167           	|  63.322         	|  10.363         	|
run_validate_evaluation            	|  15.846         	|1              	|  15.846         	|  2.5933         	|
evaluation_step_and_end            	|  0.10572        	|125            	|  13.215         	|  2.1627         	|
validation_step                    	|  0.10565        	|125            	|  13.206         	|  2.1612         	|
on_train_batch_end                 	|  0.001601       	|1000           	|  1.601          	|  0.26201        	|
zero_grad                          	|  0.0013173      	|1000           	|  1.3173         	|  0.21558        	|
get_validate_batch                 	|  0.0056358      	|126            	|  0.71011        	|  0.11621        	|
fetch_next_validate_batch          	|  0.0056176      	|126            	|  0.70782        	|  0.11584        	|
training_batch_to_device           	|  0.00041494     	|1000           	|  0.41494        	|  0.067907       	|
on_train_batch_start               	|  9.5985e-05     	|1000           	|  0.095985       	|  0.015708       	|
on_train_epoch_start               	|  0.0003321      	|167            	|  0.055461       	|  0.0090764      	|
on_train_epoch_end                 	|  0.00032324     	|167            	|  0.053981       	|  0.0088342      	|
on_train_end                       	|  0.043726       	|1              	|  0.043726       	|  0.0071559      	|
evaluation_batch_to_device         	|  0.00024835     	|125            	|  0.031043       	|  0.0050804      	|
on_batch_start                     	|  2.8724e-05     	|1000           	|  0.028724       	|  0.0047009      	|
on_pretrain_routine_start          	|  0.021655       	|1              	|  0.021655       	|  0.0035439      	|
on_after_backward                  	|  1.8893e-05     	|1000           	|  0.018893       	|  0.003092       	|
on_before_zero_grad                	|  1.5981e-05     	|1000           	|  0.015981       	|  0.0026153      	|
on_batch_end                       	|  1.4294e-05     	|1000           	|  0.014294       	|  0.0023393      	|
on_before_optimizer_step           	|  1.1448e-05     	|1000           	|  0.011448       	|  0.0018734      	|
on_before_backward                 	|  1.143e-05      	|1000           	|  0.01143        	|  0.0018706      	|
configure_optimizers               	|  0.010635       	|1              	|  0.010635       	|  0.0017404      	|
training_step_end                  	|  6.7173e-06     	|1000           	|  0.0067173      	|  0.0010993      	|
on_validation_model_eval           	|  0.0039027      	|1              	|  0.0039027      	|  0.00063869     	|
on_validation_batch_end            	|  2.8816e-05     	|125            	|  0.003602       	|  0.00058948     	|
on_epoch_end                       	|  1.1823e-05     	|168            	|  0.0019863      	|  0.00032506     	|
on_epoch_start                     	|  1.0589e-05     	|168            	|  0.0017789      	|  0.00029112     	|
on_train_start                     	|  0.0016206      	|1              	|  0.0016206      	|  0.00026522     	|
on_validation_batch_start          	|  1.2927e-05     	|125            	|  0.0016158      	|  0.00026444     	|
validation_step_end                	|  6.7163e-06     	|125            	|  0.00083954     	|  0.00013739     	|
on_validation_start                	|  0.00060124     	|1              	|  0.00060124     	|  9.8395e-05     	|
on_validation_end                  	|  0.00014905     	|1              	|  0.00014905     	|  2.4393e-05     	|
setup                              	|  6.2433e-05     	|2              	|  0.00012487     	|  2.0435e-05     	|
on_configure_sharded_model         	|  2.9171e-05     	|2              	|  5.8342e-05     	|  9.5479e-06     	|
on_before_accelerator_backend_setup	|  2.4903e-05     	|2              	|  4.9805e-05     	|  8.1508e-06     	|
teardown                           	|  2.4625e-05     	|2              	|  4.925e-05      	|  8.06e-06       	|
on_fit_start                       	|  4.4063e-05     	|1              	|  4.4063e-05     	|  7.211e-06      	|
on_fit_end                         	|  3.7972e-05     	|1              	|  3.7972e-05     	|  6.2142e-06     	|
on_validation_epoch_end            	|  3.016e-05      	|1              	|  3.016e-05      	|  4.9358e-06     	|
on_val_dataloader                  	|  1.08e-05       	|2              	|  2.1599e-05     	|  3.5348e-06     	|
prepare_data                       	|  1.0731e-05     	|2              	|  2.1461e-05     	|  3.5122e-06     	|
configure_callbacks                	|  8.5477e-06     	|2              	|  1.7095e-05     	|  2.7977e-06     	|
configure_sharded_model            	|  7.9237e-06     	|2              	|  1.5847e-05     	|  2.5935e-06     	|
on_pretrain_routine_end            	|  1.2225e-05     	|1              	|  1.2225e-05     	|  2.0006e-06     	|
on_validation_epoch_start          	|  1.0323e-05     	|1              	|  1.0323e-05     	|  1.6894e-06     	|
on_train_dataloader                	|  7.5921e-06     	|1              	|  7.5921e-06     	|  1.2425e-06     	|
