VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  394.16         	|  100 %          	|
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run_training_epoch                 	|  15.937         	|21             	|  334.68         	|  84.909         	|
run_training_batch                 	|  0.2875         	|1000           	|  287.5          	|  72.94          	|
optimizer_step_with_closure_0      	|  0.28417        	|1000           	|  284.17         	|  72.095         	|
training_step_and_backward         	|  0.21882        	|1000           	|  218.82         	|  55.516         	|
backward                           	|  0.10974        	|1000           	|  109.74         	|  27.84          	|
model_forward                      	|  0.10752        	|1000           	|  107.52         	|  27.279         	|
training_step                      	|  0.10732        	|1000           	|  107.32         	|  27.229         	|
run_validate_evaluation            	|  16.332         	|1              	|  16.332         	|  4.1434         	|
evaluation_step_and_end            	|  0.10842        	|125            	|  13.553         	|  3.4384         	|
validation_step                    	|  0.10831        	|125            	|  13.539         	|  3.4349         	|
get_train_batch                    	|  0.0093304      	|1021           	|  9.5264         	|  2.4169         	|
fetch_next_train_batch             	|  0.0093049      	|1021           	|  9.5003         	|  2.4103         	|
on_train_batch_end                 	|  0.0025218      	|1000           	|  2.5218         	|  0.63979        	|
zero_grad                          	|  0.0015327      	|1000           	|  1.5327         	|  0.38886        	|
get_validate_batch                 	|  0.0064571      	|126            	|  0.8136         	|  0.20641        	|
fetch_next_validate_batch          	|  0.0064326      	|126            	|  0.8105         	|  0.20563        	|
training_batch_to_device           	|  0.00029022     	|1000           	|  0.29022        	|  0.073631       	|
on_train_batch_start               	|  9.5653e-05     	|1000           	|  0.095653       	|  0.024267       	|
on_train_end                       	|  0.083713       	|1              	|  0.083713       	|  0.021238       	|
evaluation_batch_to_device         	|  0.00028989     	|125            	|  0.036237       	|  0.0091934      	|
on_after_backward                  	|  2.6151e-05     	|1000           	|  0.026151       	|  0.0066347      	|
on_pretrain_routine_start          	|  0.023337       	|1              	|  0.023337       	|  0.0059207      	|
on_batch_start                     	|  2.1943e-05     	|1000           	|  0.021943       	|  0.0055669      	|
on_before_zero_grad                	|  1.6834e-05     	|1000           	|  0.016834       	|  0.0042708      	|
on_batch_end                       	|  1.5947e-05     	|1000           	|  0.015947       	|  0.0040458      	|
on_before_backward                 	|  1.3739e-05     	|1000           	|  0.013739       	|  0.0034857      	|
configure_optimizers               	|  0.013458       	|1              	|  0.013458       	|  0.0034144      	|
on_before_optimizer_step           	|  1.2855e-05     	|1000           	|  0.012855       	|  0.0032613      	|
on_train_epoch_end                 	|  0.00049968     	|21             	|  0.010493       	|  0.0026622      	|
on_train_epoch_start               	|  0.00042042     	|21             	|  0.0088289      	|  0.0022399      	|
training_step_end                  	|  6.7397e-06     	|1000           	|  0.0067397      	|  0.0017099      	|
on_validation_batch_end            	|  3.9234e-05     	|125            	|  0.0049042      	|  0.0012442      	|
on_validation_model_eval           	|  0.0046087      	|1              	|  0.0046087      	|  0.0011692      	|
on_validation_batch_start          	|  1.6726e-05     	|125            	|  0.0020908      	|  0.00053044     	|
validation_step_end                	|  8.6167e-06     	|125            	|  0.0010771      	|  0.00027326     	|
on_train_start                     	|  0.0010724      	|1              	|  0.0010724      	|  0.00027206     	|
on_validation_start                	|  0.00065154     	|1              	|  0.00065154     	|  0.0001653      	|
on_epoch_end                       	|  1.207e-05      	|22             	|  0.00026553     	|  6.7367e-05     	|
on_epoch_start                     	|  1.1397e-05     	|22             	|  0.00025072     	|  6.3609e-05     	|
on_validation_end                  	|  0.00017086     	|1              	|  0.00017086     	|  4.3348e-05     	|
on_before_accelerator_backend_setup	|  3.0279e-05     	|2              	|  6.0558e-05     	|  1.5364e-05     	|
on_configure_sharded_model         	|  2.6792e-05     	|2              	|  5.3585e-05     	|  1.3595e-05     	|
setup                              	|  2.5076e-05     	|2              	|  5.0152e-05     	|  1.2724e-05     	|
on_fit_start                       	|  4.4189e-05     	|1              	|  4.4189e-05     	|  1.1211e-05     	|
teardown                           	|  2.1651e-05     	|2              	|  4.3303e-05     	|  1.0986e-05     	|
on_validation_epoch_end            	|  4.0244e-05     	|1              	|  4.0244e-05     	|  1.021e-05      	|
on_fit_end                         	|  3.1708e-05     	|1              	|  3.1708e-05     	|  8.0444e-06     	|
on_val_dataloader                  	|  1.2928e-05     	|2              	|  2.5855e-05     	|  6.5596e-06     	|
configure_sharded_model            	|  9.0618e-06     	|2              	|  1.8124e-05     	|  4.598e-06      	|
configure_callbacks                	|  8.6967e-06     	|2              	|  1.7393e-05     	|  4.4128e-06     	|
prepare_data                       	|  8.503e-06      	|2              	|  1.7006e-05     	|  4.3145e-06     	|
on_pretrain_routine_end            	|  1.2783e-05     	|1              	|  1.2783e-05     	|  3.2432e-06     	|
on_validation_epoch_start          	|  1.1744e-05     	|1              	|  1.1744e-05     	|  2.9795e-06     	|
on_train_dataloader                	|  6.6832e-06     	|1              	|  6.6832e-06     	|  1.6955e-06     	|
