VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  809.3          	|  100 %          	|
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run_training_epoch                 	|  3.7365         	|200            	|  747.3          	|  92.339         	|
run_training_batch                 	|  0.30173        	|1000           	|  301.73         	|  37.282         	|
optimizer_step_with_closure_0      	|  0.29715        	|1000           	|  297.15         	|  36.717         	|
training_step_and_backward         	|  0.22958        	|1000           	|  229.58         	|  28.368         	|
model_forward                      	|  0.11712        	|1000           	|  117.12         	|  14.472         	|
training_step                      	|  0.11688        	|1000           	|  116.88         	|  14.442         	|
backward                           	|  0.11086        	|1000           	|  110.86         	|  13.698         	|
get_train_batch                    	|  0.070366       	|1200           	|  84.439         	|  10.434         	|
fetch_next_train_batch             	|  0.070319       	|1200           	|  84.383         	|  10.427         	|
run_validate_evaluation            	|  21.607         	|1              	|  21.607         	|  2.6698         	|
evaluation_step_and_end            	|  0.10061        	|139            	|  13.984         	|  1.728          	|
validation_step                    	|  0.10047        	|139            	|  13.965         	|  1.7256         	|
on_train_batch_end                 	|  0.0028517      	|1000           	|  2.8517         	|  0.35237        	|
zero_grad                          	|  0.0015541      	|1000           	|  1.5541         	|  0.19203        	|
get_validate_batch                 	|  0.0062293      	|140            	|  0.8721         	|  0.10776        	|
fetch_next_validate_batch          	|  0.0062006      	|140            	|  0.86808        	|  0.10726        	|
training_batch_to_device           	|  0.00044767     	|1000           	|  0.44767        	|  0.055316       	|
on_train_end                       	|  0.27636        	|1              	|  0.27636        	|  0.034148       	|
on_train_batch_start               	|  0.000109       	|1000           	|  0.109          	|  0.013469       	|
on_train_epoch_end                 	|  0.00042219     	|200            	|  0.084438       	|  0.010434       	|
on_train_epoch_start               	|  0.00041333     	|200            	|  0.082666       	|  0.010214       	|
evaluation_batch_to_device         	|  0.00033812     	|139            	|  0.046999       	|  0.0058073      	|
on_pretrain_routine_start          	|  0.046649       	|1              	|  0.046649       	|  0.0057642      	|
on_batch_start                     	|  3.461e-05      	|1000           	|  0.03461        	|  0.0042765      	|
on_after_backward                  	|  2.9519e-05     	|1000           	|  0.029519       	|  0.0036475      	|
configure_optimizers               	|  0.028636       	|1              	|  0.028636       	|  0.0035383      	|
on_before_zero_grad                	|  2.2064e-05     	|1000           	|  0.022064       	|  0.0027263      	|
on_batch_end                       	|  1.7166e-05     	|1000           	|  0.017166       	|  0.0021211      	|
on_before_optimizer_step           	|  1.5598e-05     	|1000           	|  0.015598       	|  0.0019273      	|
on_before_backward                 	|  1.4114e-05     	|1000           	|  0.014114       	|  0.001744       	|
training_step_end                  	|  8.7805e-06     	|1000           	|  0.0087805      	|  0.001085       	|
on_validation_batch_end            	|  4.7552e-05     	|139            	|  0.0066097      	|  0.00081672     	|
on_validation_model_eval           	|  0.0050303      	|1              	|  0.0050303      	|  0.00062157     	|
on_epoch_end                       	|  1.6014e-05     	|201            	|  0.0032189      	|  0.00039774     	|
on_validation_batch_start          	|  1.978e-05      	|139            	|  0.0027494      	|  0.00033973     	|
on_epoch_start                     	|  1.1842e-05     	|201            	|  0.0023802      	|  0.0002941      	|
on_train_start                     	|  0.0015814      	|1              	|  0.0015814      	|  0.0001954      	|
validation_step_end                	|  1.0108e-05     	|139            	|  0.0014051      	|  0.00017361     	|
on_validation_start                	|  0.00076776     	|1              	|  0.00076776     	|  9.4868e-05     	|
on_validation_end                  	|  0.00023082     	|1              	|  0.00023082     	|  2.8521e-05     	|
on_before_accelerator_backend_setup	|  4.2004e-05     	|2              	|  8.4007e-05     	|  1.038e-05      	|
teardown                           	|  3.5531e-05     	|2              	|  7.1062e-05     	|  8.7807e-06     	|
on_configure_sharded_model         	|  3.4083e-05     	|2              	|  6.8165e-05     	|  8.4228e-06     	|
setup                              	|  3.399e-05      	|2              	|  6.7979e-05     	|  8.3998e-06     	|
on_validation_epoch_end            	|  5.6038e-05     	|1              	|  5.6038e-05     	|  6.9242e-06     	|
on_fit_start                       	|  4.6493e-05     	|1              	|  4.6493e-05     	|  5.7449e-06     	|
on_fit_end                         	|  4.3828e-05     	|1              	|  4.3828e-05     	|  5.4156e-06     	|
on_val_dataloader                  	|  2.0842e-05     	|2              	|  4.1684e-05     	|  5.1507e-06     	|
on_pretrain_routine_end            	|  3.2106e-05     	|1              	|  3.2106e-05     	|  3.9672e-06     	|
configure_sharded_model            	|  1.2499e-05     	|2              	|  2.4999e-05     	|  3.0889e-06     	|
prepare_data                       	|  8.5458e-06     	|2              	|  1.7092e-05     	|  2.1119e-06     	|
on_train_dataloader                	|  1.69e-05       	|1              	|  1.69e-05       	|  2.0882e-06     	|
configure_callbacks                	|  8.1742e-06     	|2              	|  1.6348e-05     	|  2.0201e-06     	|
on_validation_epoch_start          	|  1.3275e-05     	|1              	|  1.3275e-05     	|  1.6403e-06     	|
