VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  558.33         	|  100 %          	|
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run_training_epoch                 	|  7.7398         	|63             	|  487.61         	|  87.333         	|
run_training_batch                 	|  0.37353        	|1000           	|  373.53         	|  66.901         	|
optimizer_step_with_closure_0      	|  0.37053        	|1000           	|  370.53         	|  66.363         	|
training_step_and_backward         	|  0.26643        	|1000           	|  266.43         	|  47.718         	|
model_forward                      	|  0.13517        	|1000           	|  135.17         	|  24.209         	|
training_step                      	|  0.13498        	|1000           	|  134.98         	|  24.175         	|
backward                           	|  0.12982        	|1000           	|  129.82         	|  23.252         	|
run_validate_evaluation            	|  30.208         	|1              	|  30.208         	|  5.4105         	|
evaluation_step_and_end            	|  0.22132        	|125            	|  27.665         	|  4.955          	|
validation_step                    	|  0.22121        	|125            	|  27.651         	|  4.9524         	|
get_train_batch                    	|  0.024238       	|1063           	|  25.765         	|  4.6146         	|
fetch_next_train_batch             	|  0.024179       	|1063           	|  25.702         	|  4.6035         	|
on_train_batch_end                 	|  0.0021553      	|1000           	|  2.1553         	|  0.38603        	|
zero_grad                          	|  0.0013998      	|1000           	|  1.3998         	|  0.25072        	|
get_validate_batch                 	|  0.0060486      	|126            	|  0.76212        	|  0.1365         	|
fetch_next_validate_batch          	|  0.0060254      	|126            	|  0.7592         	|  0.13598        	|
training_batch_to_device           	|  0.00031258     	|1000           	|  0.31258        	|  0.055986       	|
on_train_batch_start               	|  9.6153e-05     	|1000           	|  0.096153       	|  0.017222       	|
on_train_end                       	|  0.047096       	|1              	|  0.047096       	|  0.0084352      	|
evaluation_batch_to_device         	|  0.00031081     	|125            	|  0.038851       	|  0.0069585      	|
on_train_epoch_start               	|  0.00040599     	|63             	|  0.025577       	|  0.004581       	|
on_train_epoch_end                 	|  0.00039915     	|63             	|  0.025147       	|  0.0045039      	|
on_after_backward                  	|  2.428e-05      	|1000           	|  0.02428        	|  0.0043487      	|
on_pretrain_routine_start          	|  0.022874       	|1              	|  0.022874       	|  0.0040969      	|
on_batch_start                     	|  2.1044e-05     	|1000           	|  0.021044       	|  0.0037692      	|
on_before_zero_grad                	|  1.7172e-05     	|1000           	|  0.017172       	|  0.0030756      	|
on_batch_end                       	|  1.59e-05       	|1000           	|  0.0159         	|  0.0028477      	|
on_before_optimizer_step           	|  1.3809e-05     	|1000           	|  0.013809       	|  0.0024733      	|
on_before_backward                 	|  1.2663e-05     	|1000           	|  0.012663       	|  0.002268       	|
configure_optimizers               	|  0.010339       	|1              	|  0.010339       	|  0.0018518      	|
training_step_end                  	|  7.2062e-06     	|1000           	|  0.0072062      	|  0.0012907      	|
on_validation_batch_end            	|  4.0308e-05     	|125            	|  0.0050385      	|  0.00090243     	|
on_validation_model_eval           	|  0.0045952      	|1              	|  0.0045952      	|  0.00082303     	|
on_validation_batch_start          	|  1.8135e-05     	|125            	|  0.0022668      	|  0.000406       	|
on_train_start                     	|  0.001766       	|1              	|  0.001766       	|  0.0003163      	|
validation_step_end                	|  9.1167e-06     	|125            	|  0.0011396      	|  0.00020411     	|
on_epoch_end                       	|  1.2545e-05     	|64             	|  0.00080291     	|  0.00014381     	|
on_epoch_start                     	|  1.1546e-05     	|64             	|  0.00073891     	|  0.00013234     	|
on_validation_start                	|  0.00069438     	|1              	|  0.00069438     	|  0.00012437     	|
on_validation_end                  	|  0.00016076     	|1              	|  0.00016076     	|  2.8793e-05     	|
setup                              	|  4.8608e-05     	|2              	|  9.7215e-05     	|  1.7412e-05     	|
teardown                           	|  3.6681e-05     	|2              	|  7.3362e-05     	|  1.314e-05      	|
on_before_accelerator_backend_setup	|  2.7603e-05     	|2              	|  5.5207e-05     	|  9.8879e-06     	|
on_fit_end                         	|  4.9938e-05     	|1              	|  4.9938e-05     	|  8.9441e-06     	|
on_configure_sharded_model         	|  2.4882e-05     	|2              	|  4.9764e-05     	|  8.9131e-06     	|
on_fit_start                       	|  4.256e-05      	|1              	|  4.256e-05      	|  7.6227e-06     	|
on_validation_epoch_end            	|  2.7947e-05     	|1              	|  2.7947e-05     	|  5.0055e-06     	|
on_val_dataloader                  	|  1.3836e-05     	|2              	|  2.7671e-05     	|  4.9561e-06     	|
prepare_data                       	|  1.0702e-05     	|2              	|  2.1404e-05     	|  3.8335e-06     	|
configure_sharded_model            	|  8.1062e-06     	|2              	|  1.6212e-05     	|  2.9037e-06     	|
configure_callbacks                	|  7.5437e-06     	|2              	|  1.5087e-05     	|  2.7022e-06     	|
on_validation_epoch_start          	|  1.3664e-05     	|1              	|  1.3664e-05     	|  2.4474e-06     	|
on_pretrain_routine_end            	|  1.2893e-05     	|1              	|  1.2893e-05     	|  2.3093e-06     	|
on_train_dataloader                	|  7.2494e-06     	|1              	|  7.2494e-06     	|  1.2984e-06     	|
