VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  385.1          	|  100 %          	|
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run_training_epoch                 	|  13.418         	|25             	|  335.46         	|  87.11          	|
run_training_batch                 	|  0.28159        	|1000           	|  281.59         	|  73.123         	|
optimizer_step_with_closure_0      	|  0.27835        	|1000           	|  278.35         	|  72.282         	|
training_step_and_backward         	|  0.21533        	|1000           	|  215.33         	|  55.917         	|
backward                           	|  0.1071         	|1000           	|  107.1          	|  27.812         	|
model_forward                      	|  0.10675        	|1000           	|  106.75         	|  27.721         	|
training_step                      	|  0.10655        	|1000           	|  106.55         	|  27.669         	|
run_validate_evaluation            	|  16.562         	|1              	|  16.562         	|  4.3009         	|
evaluation_step_and_end            	|  0.10168        	|139            	|  14.133         	|  3.67           	|
validation_step                    	|  0.10156        	|139            	|  14.117         	|  3.6659         	|
get_train_batch                    	|  0.010581       	|1025           	|  10.845         	|  2.8163         	|
fetch_next_train_batch             	|  0.010556       	|1025           	|  10.82          	|  2.8096         	|
on_train_batch_end                 	|  0.0024538      	|1000           	|  2.4538         	|  0.63719        	|
zero_grad                          	|  0.0014449      	|1000           	|  1.4449         	|  0.37522        	|
get_validate_batch                 	|  0.0052641      	|140            	|  0.73697        	|  0.19137        	|
fetch_next_validate_batch          	|  0.0052384      	|140            	|  0.73338        	|  0.19044        	|
training_batch_to_device           	|  0.00028122     	|1000           	|  0.28122        	|  0.073027       	|
on_train_batch_start               	|  0.00010086     	|1000           	|  0.10086        	|  0.02619        	|
on_train_end                       	|  0.043681       	|1              	|  0.043681       	|  0.011343       	|
evaluation_batch_to_device         	|  0.00028        	|139            	|  0.03892        	|  0.010107       	|
on_after_backward                  	|  2.4757e-05     	|1000           	|  0.024757       	|  0.0064288      	|
on_pretrain_routine_start          	|  0.023613       	|1              	|  0.023613       	|  0.0061316      	|
on_batch_start                     	|  2.2644e-05     	|1000           	|  0.022644       	|  0.0058801      	|
on_batch_end                       	|  1.7804e-05     	|1000           	|  0.017804       	|  0.0046234      	|
on_before_zero_grad                	|  1.715e-05      	|1000           	|  0.01715        	|  0.0044535      	|
on_before_backward                 	|  1.3507e-05     	|1000           	|  0.013507       	|  0.0035073      	|
on_before_optimizer_step           	|  1.3414e-05     	|1000           	|  0.013414       	|  0.0034834      	|
on_train_epoch_end                 	|  0.00051677     	|25             	|  0.012919       	|  0.0033548      	|
on_train_epoch_start               	|  0.00044766     	|25             	|  0.011192       	|  0.0029062      	|
configure_optimizers               	|  0.010058       	|1              	|  0.010058       	|  0.0026118      	|
training_step_end                  	|  7.1724e-06     	|1000           	|  0.0071724      	|  0.0018625      	|
on_validation_batch_end            	|  4.1898e-05     	|139            	|  0.0058239      	|  0.0015123      	|
on_validation_model_eval           	|  0.0042218      	|1              	|  0.0042218      	|  0.0010963      	|
on_validation_batch_start          	|  1.7489e-05     	|139            	|  0.002431       	|  0.00063126     	|
validation_step_end                	|  9.3181e-06     	|139            	|  0.0012952      	|  0.00033634     	|
on_train_start                     	|  0.00090469     	|1              	|  0.00090469     	|  0.00023493     	|
on_validation_start                	|  0.00039042     	|1              	|  0.00039042     	|  0.00010138     	|
on_epoch_end                       	|  1.357e-05      	|26             	|  0.00035282     	|  9.1619e-05     	|
on_epoch_start                     	|  1.2743e-05     	|26             	|  0.00033132     	|  8.6037e-05     	|
on_validation_end                  	|  0.00020425     	|1              	|  0.00020425     	|  5.3039e-05     	|
teardown                           	|  4.2887e-05     	|2              	|  8.5775e-05     	|  2.2274e-05     	|
on_configure_sharded_model         	|  2.8832e-05     	|2              	|  5.7664e-05     	|  1.4974e-05     	|
setup                              	|  2.7549e-05     	|2              	|  5.5097e-05     	|  1.4307e-05     	|
on_before_accelerator_backend_setup	|  2.4223e-05     	|2              	|  4.8446e-05     	|  1.258e-05      	|
on_fit_start                       	|  4.2034e-05     	|1              	|  4.2034e-05     	|  1.0915e-05     	|
on_validation_epoch_end            	|  3.7415e-05     	|1              	|  3.7415e-05     	|  9.7158e-06     	|
on_fit_end                         	|  3.5668e-05     	|1              	|  3.5668e-05     	|  9.2621e-06     	|
configure_sharded_model            	|  9.9922e-06     	|2              	|  1.9984e-05     	|  5.1895e-06     	|
on_val_dataloader                  	|  8.8084e-06     	|2              	|  1.7617e-05     	|  4.5747e-06     	|
prepare_data                       	|  7.4282e-06     	|2              	|  1.4856e-05     	|  3.8579e-06     	|
on_pretrain_routine_end            	|  1.3938e-05     	|1              	|  1.3938e-05     	|  3.6194e-06     	|
configure_callbacks                	|  6.5984e-06     	|2              	|  1.3197e-05     	|  3.4269e-06     	|
on_validation_epoch_start          	|  1.06e-05       	|1              	|  1.06e-05       	|  2.7526e-06     	|
on_train_dataloader                	|  1.017e-05      	|1              	|  1.017e-05      	|  2.6409e-06     	|
