VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  587.26         	|  100 %          	|
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run_training_epoch                 	|  8.2006         	|63             	|  516.64         	|  87.975         	|
run_training_batch                 	|  0.37673        	|1000           	|  376.73         	|  64.151         	|
optimizer_step_with_closure_0      	|  0.37253        	|1000           	|  372.53         	|  63.435         	|
training_step_and_backward         	|  0.26824        	|1000           	|  268.24         	|  45.677         	|
model_forward                      	|  0.13681        	|1000           	|  136.81         	|  23.296         	|
training_step                      	|  0.13661        	|1000           	|  136.61         	|  23.263         	|
backward                           	|  0.12988        	|1000           	|  129.88         	|  22.117         	|
get_train_batch                    	|  0.029704       	|1063           	|  31.575         	|  5.3767         	|
fetch_next_train_batch             	|  0.029675       	|1063           	|  31.545         	|  5.3715         	|
run_validate_evaluation            	|  31.21          	|1              	|  31.21          	|  5.3145         	|
evaluation_step_and_end            	|  0.2207         	|125            	|  27.588         	|  4.6977         	|
validation_step                    	|  0.22058        	|125            	|  27.573         	|  4.6952         	|
on_train_batch_end                 	|  0.0023707      	|1000           	|  2.3707         	|  0.40368        	|
zero_grad                          	|  0.0015155      	|1000           	|  1.5155         	|  0.25806        	|
get_validate_batch                 	|  0.0071991      	|126            	|  0.90709        	|  0.15446        	|
fetch_next_validate_batch          	|  0.0071737      	|126            	|  0.90389        	|  0.15392        	|
training_batch_to_device           	|  0.00027118     	|1000           	|  0.27118        	|  0.046177       	|
on_train_batch_start               	|  9.8519e-05     	|1000           	|  0.098519       	|  0.016776       	|
on_train_end                       	|  0.045433       	|1              	|  0.045433       	|  0.0077365      	|
evaluation_batch_to_device         	|  0.00032775     	|125            	|  0.040969       	|  0.0069763      	|
on_train_epoch_end                 	|  0.00040837     	|63             	|  0.025728       	|  0.004381       	|
on_after_backward                  	|  2.4436e-05     	|1000           	|  0.024436       	|  0.0041611      	|
on_train_epoch_start               	|  0.00037771     	|63             	|  0.023796       	|  0.004052       	|
on_batch_start                     	|  2.2288e-05     	|1000           	|  0.022288       	|  0.0037952      	|
on_pretrain_routine_start          	|  0.022132       	|1              	|  0.022132       	|  0.0037687      	|
on_before_zero_grad                	|  1.7027e-05     	|1000           	|  0.017027       	|  0.0028995      	|
on_batch_end                       	|  1.5782e-05     	|1000           	|  0.015782       	|  0.0026874      	|
on_before_optimizer_step           	|  1.3432e-05     	|1000           	|  0.013432       	|  0.0022872      	|
on_before_backward                 	|  1.2465e-05     	|1000           	|  0.012465       	|  0.0021225      	|
configure_optimizers               	|  0.010662       	|1              	|  0.010662       	|  0.0018156      	|
training_step_end                  	|  7.1315e-06     	|1000           	|  0.0071315      	|  0.0012144      	|
on_validation_batch_end            	|  4.1762e-05     	|125            	|  0.0052203      	|  0.00088892     	|
on_validation_model_eval           	|  0.0041021      	|1              	|  0.0041021      	|  0.00069851     	|
on_validation_batch_start          	|  1.6122e-05     	|125            	|  0.0020152      	|  0.00034316     	|
on_train_start                     	|  0.0015259      	|1              	|  0.0015259      	|  0.00025984     	|
validation_step_end                	|  9.0692e-06     	|125            	|  0.0011337      	|  0.00019304     	|
on_epoch_end                       	|  1.2006e-05     	|64             	|  0.00076838     	|  0.00013084     	|
on_epoch_start                     	|  1.1362e-05     	|64             	|  0.00072717     	|  0.00012382     	|
on_validation_start                	|  0.00054754     	|1              	|  0.00054754     	|  9.3237e-05     	|
on_validation_end                  	|  0.00021729     	|1              	|  0.00021729     	|  3.7001e-05     	|
setup                              	|  3.7604e-05     	|2              	|  7.5208e-05     	|  1.2807e-05     	|
teardown                           	|  3.3822e-05     	|2              	|  6.7644e-05     	|  1.1519e-05     	|
on_before_accelerator_backend_setup	|  3.3235e-05     	|2              	|  6.647e-05      	|  1.1319e-05     	|
on_configure_sharded_model         	|  3.1808e-05     	|2              	|  6.3617e-05     	|  1.0833e-05     	|
on_fit_end                         	|  6.281e-05      	|1              	|  6.281e-05      	|  1.0695e-05     	|
on_fit_start                       	|  4.488e-05      	|1              	|  4.488e-05      	|  7.6424e-06     	|
on_validation_epoch_end            	|  3.4284e-05     	|1              	|  3.4284e-05     	|  5.8379e-06     	|
configure_sharded_model            	|  1.1348e-05     	|2              	|  2.2696e-05     	|  3.8648e-06     	|
configure_callbacks                	|  1.0049e-05     	|2              	|  2.0098e-05     	|  3.4223e-06     	|
prepare_data                       	|  9.9251e-06     	|2              	|  1.985e-05      	|  3.3801e-06     	|
on_val_dataloader                  	|  8.3037e-06     	|2              	|  1.6607e-05     	|  2.8279e-06     	|
on_pretrain_routine_end            	|  1.3154e-05     	|1              	|  1.3154e-05     	|  2.2399e-06     	|
on_validation_epoch_start          	|  1.1172e-05     	|1              	|  1.1172e-05     	|  1.9024e-06     	|
on_train_dataloader                	|  6.6087e-06     	|1              	|  6.6087e-06     	|  1.1253e-06     	|
