VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1805.0         	|  100 %          	|
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run_training_epoch                 	|  3.4773         	|500            	|  1738.6         	|  96.321         	|
run_training_batch                 	|  0.4065         	|1000           	|  406.5          	|  22.52          	|
optimizer_step_with_closure_0      	|  0.40288        	|1000           	|  402.88         	|  22.32          	|
training_step_and_backward         	|  0.29857        	|1000           	|  298.57         	|  16.541         	|
get_train_batch                    	|  0.14132        	|1500           	|  211.97         	|  11.743         	|
fetch_next_train_batch             	|  0.14127        	|1500           	|  211.91         	|  11.74          	|
model_forward                      	|  0.1632         	|1000           	|  163.2          	|  9.0411         	|
training_step                      	|  0.16295        	|1000           	|  162.95         	|  9.0274         	|
backward                           	|  0.13382        	|1000           	|  133.82         	|  7.4137         	|
run_validate_evaluation            	|  30.993         	|1              	|  30.993         	|  1.717          	|
evaluation_step_and_end            	|  0.22007        	|125            	|  27.509         	|  1.524          	|
validation_step                    	|  0.21991        	|125            	|  27.489         	|  1.5229         	|
on_train_batch_end                 	|  0.0023806      	|1000           	|  2.3806         	|  0.13189        	|
zero_grad                          	|  0.0015102      	|1000           	|  1.5102         	|  0.083664       	|
get_validate_batch                 	|  0.0066601      	|126            	|  0.83918        	|  0.046491       	|
fetch_next_validate_batch          	|  0.0066338      	|126            	|  0.83586        	|  0.046307       	|
training_batch_to_device           	|  0.00063671     	|1000           	|  0.63671        	|  0.035274       	|
on_train_epoch_end                 	|  0.00036511     	|500            	|  0.18256        	|  0.010114       	|
on_train_epoch_start               	|  0.000352       	|500            	|  0.176          	|  0.0097506      	|
on_train_batch_start               	|  0.00011169     	|1000           	|  0.11169        	|  0.0061878      	|
on_batch_start                     	|  4.4645e-05     	|1000           	|  0.044645       	|  0.0024734      	|
on_train_end                       	|  0.042833       	|1              	|  0.042833       	|  0.002373       	|
evaluation_batch_to_device         	|  0.0002832      	|125            	|  0.0354         	|  0.0019612      	|
on_after_backward                  	|  2.7064e-05     	|1000           	|  0.027064       	|  0.0014993      	|
on_before_zero_grad                	|  2.3739e-05     	|1000           	|  0.023739       	|  0.0013151      	|
on_pretrain_routine_start          	|  0.022045       	|1              	|  0.022045       	|  0.0012213      	|
on_before_optimizer_step           	|  1.75e-05       	|1000           	|  0.0175         	|  0.00096952     	|
on_before_backward                 	|  1.6571e-05     	|1000           	|  0.016571       	|  0.00091806     	|
on_batch_end                       	|  1.6342e-05     	|1000           	|  0.016342       	|  0.00090537     	|
configure_optimizers               	|  0.011264       	|1              	|  0.011264       	|  0.00062401     	|
training_step_end                  	|  9.0029e-06     	|1000           	|  0.0090029      	|  0.00049876     	|
on_epoch_end                       	|  1.1522e-05     	|501            	|  0.0057723      	|  0.00031979     	|
on_epoch_start                     	|  1.0867e-05     	|501            	|  0.0054444      	|  0.00030162     	|
on_validation_batch_end            	|  4.2743e-05     	|125            	|  0.0053428      	|  0.00029599     	|
on_validation_model_eval           	|  0.0036381      	|1              	|  0.0036381      	|  0.00020155     	|
on_train_start                     	|  0.0027496      	|1              	|  0.0027496      	|  0.00015233     	|
on_validation_batch_start          	|  1.7716e-05     	|125            	|  0.0022145      	|  0.00012269     	|
validation_step_end                	|  9.7863e-06     	|125            	|  0.0012233      	|  6.7771e-05     	|
on_validation_start                	|  0.00038387     	|1              	|  0.00038387     	|  2.1266e-05     	|
on_validation_end                  	|  0.00020318     	|1              	|  0.00020318     	|  1.1256e-05     	|
teardown                           	|  2.6601e-05     	|2              	|  5.3203e-05     	|  2.9474e-06     	|
on_before_accelerator_backend_setup	|  2.5882e-05     	|2              	|  5.1765e-05     	|  2.8678e-06     	|
setup                              	|  2.5461e-05     	|2              	|  5.0923e-05     	|  2.8211e-06     	|
on_configure_sharded_model         	|  2.3951e-05     	|2              	|  4.7902e-05     	|  2.6538e-06     	|
on_fit_start                       	|  4.1405e-05     	|1              	|  4.1405e-05     	|  2.2938e-06     	|
on_fit_end                         	|  3.7504e-05     	|1              	|  3.7504e-05     	|  2.0778e-06     	|
on_validation_epoch_end            	|  3.1788e-05     	|1              	|  3.1788e-05     	|  1.7611e-06     	|
configure_sharded_model            	|  9.3514e-06     	|2              	|  1.8703e-05     	|  1.0361e-06     	|
on_val_dataloader                  	|  8.7246e-06     	|2              	|  1.7449e-05     	|  9.6669e-07     	|
configure_callbacks                	|  7.9349e-06     	|2              	|  1.587e-05      	|  8.7919e-07     	|
prepare_data                       	|  7.4673e-06     	|2              	|  1.4935e-05     	|  8.2739e-07     	|
on_pretrain_routine_end            	|  1.2606e-05     	|1              	|  1.2606e-05     	|  6.984e-07      	|
on_validation_epoch_start          	|  9.6262e-06     	|1              	|  9.6262e-06     	|  5.3329e-07     	|
on_train_dataloader                	|  6.1449e-06     	|1              	|  6.1449e-06     	|  3.4043e-07     	|
