VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  496.79         	|  100 %          	|
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run_training_epoch                 	|  7.1503         	|63             	|  450.47         	|  90.676         	|
run_training_batch                 	|  0.29768        	|1000           	|  297.68         	|  59.922         	|
optimizer_step_with_closure_0      	|  0.2938         	|1000           	|  293.8          	|  59.139         	|
training_step_and_backward         	|  0.22544        	|1000           	|  225.44         	|  45.38          	|
model_forward                      	|  0.11201        	|1000           	|  112.01         	|  22.547         	|
training_step                      	|  0.1118         	|1000           	|  111.8          	|  22.504         	|
backward                           	|  0.1117         	|1000           	|  111.7          	|  22.485         	|
get_train_batch                    	|  0.02992        	|1063           	|  31.805         	|  6.4021         	|
fetch_next_train_batch             	|  0.029894       	|1063           	|  31.778         	|  6.3966         	|
run_validate_evaluation            	|  8.2827         	|1              	|  8.2827         	|  1.6673         	|
evaluation_step_and_end            	|  0.10561        	|48             	|  5.0694         	|  1.0204         	|
validation_step                    	|  0.10548        	|48             	|  5.063          	|  1.0192         	|
on_train_batch_end                 	|  0.0024485      	|1000           	|  2.4485         	|  0.49286        	|
zero_grad                          	|  0.0016889      	|1000           	|  1.6889         	|  0.33996        	|
get_validate_batch                 	|  0.015036       	|49             	|  0.73679        	|  0.14831        	|
fetch_next_validate_batch          	|  0.015009       	|49             	|  0.73545        	|  0.14804        	|
training_batch_to_device           	|  0.0002878      	|1000           	|  0.2878         	|  0.057931       	|
on_train_batch_start               	|  0.00010364     	|1000           	|  0.10364        	|  0.020863       	|
on_train_end                       	|  0.057709       	|1              	|  0.057709       	|  0.011616       	|
on_after_backward                  	|  2.8568e-05     	|1000           	|  0.028568       	|  0.0057506      	|
on_train_epoch_end                 	|  0.000403       	|63             	|  0.025389       	|  0.0051106      	|
on_train_epoch_start               	|  0.00038117     	|63             	|  0.024014       	|  0.0048338      	|
on_batch_start                     	|  2.3745e-05     	|1000           	|  0.023745       	|  0.0047798      	|
on_pretrain_routine_start          	|  0.022448       	|1              	|  0.022448       	|  0.0045187      	|
on_before_zero_grad                	|  1.9931e-05     	|1000           	|  0.019931       	|  0.004012       	|
on_batch_end                       	|  1.7344e-05     	|1000           	|  0.017344       	|  0.0034913      	|
configure_optimizers               	|  0.016788       	|1              	|  0.016788       	|  0.0033793      	|
evaluation_batch_to_device         	|  0.00032384     	|48             	|  0.015544       	|  0.003129       	|
on_before_backward                 	|  1.4731e-05     	|1000           	|  0.014731       	|  0.0029652      	|
on_before_optimizer_step           	|  1.4265e-05     	|1000           	|  0.014265       	|  0.0028714      	|
on_validation_model_eval           	|  0.0090221      	|1              	|  0.0090221      	|  0.0018161      	|
training_step_end                  	|  8.1046e-06     	|1000           	|  0.0081046      	|  0.0016314      	|
on_validation_batch_end            	|  4.7356e-05     	|48             	|  0.0022731      	|  0.00045756     	|
on_train_start                     	|  0.0011105      	|1              	|  0.0011105      	|  0.00022354     	|
on_validation_batch_start          	|  2.0003e-05     	|48             	|  0.00096013     	|  0.00019327     	|
on_epoch_start                     	|  1.3178e-05     	|64             	|  0.00084339     	|  0.00016977     	|
on_epoch_end                       	|  1.2947e-05     	|64             	|  0.00082861     	|  0.00016679     	|
on_validation_start                	|  0.00064441     	|1              	|  0.00064441     	|  0.00012972     	|
validation_step_end                	|  1.1145e-05     	|48             	|  0.00053495     	|  0.00010768     	|
on_validation_end                  	|  0.00020787     	|1              	|  0.00020787     	|  4.1844e-05     	|
on_fit_end                         	|  9.3624e-05     	|1              	|  9.3624e-05     	|  1.8846e-05     	|
teardown                           	|  4.586e-05      	|2              	|  9.172e-05      	|  1.8463e-05     	|
on_before_accelerator_backend_setup	|  3.8761e-05     	|2              	|  7.7521e-05     	|  1.5605e-05     	|
on_configure_sharded_model         	|  3.5809e-05     	|2              	|  7.1619e-05     	|  1.4416e-05     	|
setup                              	|  2.662e-05      	|2              	|  5.324e-05      	|  1.0717e-05     	|
on_validation_epoch_end            	|  5.1145e-05     	|1              	|  5.1145e-05     	|  1.0295e-05     	|
on_fit_start                       	|  4.4923e-05     	|1              	|  4.4923e-05     	|  9.0428e-06     	|
on_val_dataloader                  	|  1.4844e-05     	|2              	|  2.9689e-05     	|  5.9761e-06     	|
configure_callbacks                	|  1.2804e-05     	|2              	|  2.5608e-05     	|  5.1547e-06     	|
prepare_data                       	|  1.2413e-05     	|2              	|  2.4825e-05     	|  4.9972e-06     	|
configure_sharded_model            	|  9.2601e-06     	|2              	|  1.852e-05      	|  3.728e-06      	|
on_pretrain_routine_end            	|  1.4164e-05     	|1              	|  1.4164e-05     	|  2.851e-06      	|
on_validation_epoch_start          	|  1.1856e-05     	|1              	|  1.1856e-05     	|  2.3865e-06     	|
on_train_dataloader                	|  7.1935e-06     	|1              	|  7.1935e-06     	|  1.448e-06      	|
