VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  394.5          	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  13.585         	|25             	|  339.62         	|  86.088         	|
run_training_batch                 	|  0.28143        	|1000           	|  281.43         	|  71.34          	|
optimizer_step_with_closure_0      	|  0.27766        	|1000           	|  277.66         	|  70.382         	|
training_step_and_backward         	|  0.21422        	|1000           	|  214.22         	|  54.303         	|
model_forward                      	|  0.10761        	|1000           	|  107.61         	|  27.277         	|
training_step                      	|  0.10741        	|1000           	|  107.41         	|  27.227         	|
backward                           	|  0.10509        	|1000           	|  105.09         	|  26.638         	|
run_validate_evaluation            	|  17.361         	|1              	|  17.361         	|  4.4009         	|
evaluation_step_and_end            	|  0.10095        	|139            	|  14.032         	|  3.557          	|
validation_step                    	|  0.10083        	|139            	|  14.015         	|  3.5526         	|
get_train_batch                    	|  0.012935       	|1025           	|  13.259         	|  3.3609         	|
fetch_next_train_batch             	|  0.012909       	|1025           	|  13.232         	|  3.3541         	|
on_train_batch_end                 	|  0.0024478      	|1000           	|  2.4478         	|  0.62049        	|
zero_grad                          	|  0.0014939      	|1000           	|  1.4939         	|  0.37869        	|
get_validate_batch                 	|  0.0055933      	|140            	|  0.78306        	|  0.19849        	|
fetch_next_validate_batch          	|  0.0055687      	|140            	|  0.77962        	|  0.19762        	|
training_batch_to_device           	|  0.00029892     	|1000           	|  0.29892        	|  0.075773       	|
on_train_batch_start               	|  9.6097e-05     	|1000           	|  0.096097       	|  0.024359       	|
on_batch_start                     	|  6.9444e-05     	|1000           	|  0.069444       	|  0.017603       	|
on_train_end                       	|  0.043975       	|1              	|  0.043975       	|  0.011147       	|
evaluation_batch_to_device         	|  0.00028057     	|139            	|  0.038999       	|  0.0098857      	|
on_after_backward                  	|  2.8827e-05     	|1000           	|  0.028827       	|  0.0073073      	|
on_pretrain_routine_start          	|  0.02313        	|1              	|  0.02313        	|  0.0058632      	|
on_before_zero_grad                	|  1.8211e-05     	|1000           	|  0.018211       	|  0.0046163      	|
on_batch_end                       	|  1.5961e-05     	|1000           	|  0.015961       	|  0.0040458      	|
on_before_backward                 	|  1.354e-05      	|1000           	|  0.01354        	|  0.0034322      	|
on_before_optimizer_step           	|  1.3378e-05     	|1000           	|  0.013378       	|  0.003391       	|
configure_optimizers               	|  0.010225       	|1              	|  0.010225       	|  0.002592       	|
on_train_epoch_end                 	|  0.00040728     	|25             	|  0.010182       	|  0.002581       	|
on_train_epoch_start               	|  0.00039251     	|25             	|  0.0098127      	|  0.0024874      	|
training_step_end                  	|  7.4344e-06     	|1000           	|  0.0074344      	|  0.0018845      	|
on_validation_batch_end            	|  4.4067e-05     	|139            	|  0.0061253      	|  0.0015527      	|
on_validation_model_eval           	|  0.0056841      	|1              	|  0.0056841      	|  0.0014408      	|
on_validation_batch_start          	|  1.6477e-05     	|139            	|  0.0022902      	|  0.00058054     	|
validation_step_end                	|  9.9376e-06     	|139            	|  0.0013813      	|  0.00035015     	|
on_train_start                     	|  0.0011419      	|1              	|  0.0011419      	|  0.00028946     	|
on_validation_start                	|  0.00091846     	|1              	|  0.00091846     	|  0.00023282     	|
on_epoch_end                       	|  1.3767e-05     	|26             	|  0.00035795     	|  9.0734e-05     	|
on_epoch_start                     	|  1.1743e-05     	|26             	|  0.00030531     	|  7.7391e-05     	|
on_validation_end                  	|  0.00023554     	|1              	|  0.00023554     	|  5.9707e-05     	|
teardown                           	|  4.1492e-05     	|2              	|  8.2985e-05     	|  2.1035e-05     	|
setup                              	|  3.2674e-05     	|2              	|  6.5347e-05     	|  1.6565e-05     	|
on_configure_sharded_model         	|  3.1557e-05     	|2              	|  6.3114e-05     	|  1.5998e-05     	|
on_fit_end                         	|  6.0501e-05     	|1              	|  6.0501e-05     	|  1.5336e-05     	|
on_before_accelerator_backend_setup	|  2.4854e-05     	|2              	|  4.9708e-05     	|  1.26e-05       	|
on_fit_start                       	|  4.0548e-05     	|1              	|  4.0548e-05     	|  1.0278e-05     	|
on_validation_epoch_end            	|  3.8309e-05     	|1              	|  3.8309e-05     	|  9.7108e-06     	|
on_val_dataloader                  	|  1.4883e-05     	|2              	|  2.9767e-05     	|  7.5455e-06     	|
configure_sharded_model            	|  1.0006e-05     	|2              	|  2.0012e-05     	|  5.0728e-06     	|
on_validation_epoch_start          	|  1.7785e-05     	|1              	|  1.7785e-05     	|  4.5081e-06     	|
configure_callbacks                	|  7.7831e-06     	|2              	|  1.5566e-05     	|  3.9458e-06     	|
on_pretrain_routine_end            	|  1.4661e-05     	|1              	|  1.4661e-05     	|  3.7163e-06     	|
prepare_data                       	|  7.2587e-06     	|2              	|  1.4517e-05     	|  3.68e-06       	|
on_train_dataloader                	|  8.7842e-06     	|1              	|  8.7842e-06     	|  2.2267e-06     	|
