VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  394.7          	|  100 %          	|
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run_training_epoch                 	|  16.245         	|21             	|  341.14         	|  86.431         	|
run_training_batch                 	|  0.29383        	|1000           	|  293.83         	|  74.445         	|
optimizer_step_with_closure_0      	|  0.29052        	|1000           	|  290.52         	|  73.605         	|
training_step_and_backward         	|  0.22407        	|1000           	|  224.07         	|  56.769         	|
backward                           	|  0.11232        	|1000           	|  112.32         	|  28.456         	|
model_forward                      	|  0.11018        	|1000           	|  110.18         	|  27.915         	|
training_step                      	|  0.10998        	|1000           	|  109.98         	|  27.864         	|
run_validate_evaluation            	|  16.784         	|1              	|  16.784         	|  4.2523         	|
evaluation_step_and_end            	|  0.10937        	|125            	|  13.671         	|  3.4638         	|
validation_step                    	|  0.10926        	|125            	|  13.657         	|  3.4602         	|
get_train_batch                    	|  0.009257       	|1021           	|  9.4514         	|  2.3946         	|
fetch_next_train_batch             	|  0.0092309      	|1021           	|  9.4247         	|  2.3878         	|
on_train_batch_end                 	|  0.0025156      	|1000           	|  2.5156         	|  0.63735        	|
zero_grad                          	|  0.0015376      	|1000           	|  1.5376         	|  0.38958        	|
get_validate_batch                 	|  0.006316       	|126            	|  0.79582        	|  0.20163        	|
fetch_next_validate_batch          	|  0.0062909      	|126            	|  0.79265        	|  0.20082        	|
training_batch_to_device           	|  0.0002831      	|1000           	|  0.2831         	|  0.071726       	|
on_train_batch_start               	|  9.6199e-05     	|1000           	|  0.096199       	|  0.024373       	|
on_train_end                       	|  0.061825       	|1              	|  0.061825       	|  0.015664       	|
evaluation_batch_to_device         	|  0.00026653     	|125            	|  0.033316       	|  0.008441       	|
on_after_backward                  	|  2.5933e-05     	|1000           	|  0.025933       	|  0.0065703      	|
on_pretrain_routine_start          	|  0.023937       	|1              	|  0.023937       	|  0.0060647      	|
on_batch_start                     	|  2.2343e-05     	|1000           	|  0.022343       	|  0.0056609      	|
configure_optimizers               	|  0.019515       	|1              	|  0.019515       	|  0.0049443      	|
on_before_zero_grad                	|  1.7009e-05     	|1000           	|  0.017009       	|  0.0043093      	|
on_batch_end                       	|  1.6207e-05     	|1000           	|  0.016207       	|  0.0041062      	|
on_before_backward                 	|  1.4167e-05     	|1000           	|  0.014167       	|  0.0035894      	|
on_before_optimizer_step           	|  1.3901e-05     	|1000           	|  0.013901       	|  0.0035219      	|
on_train_epoch_end                 	|  0.00046199     	|21             	|  0.0097017      	|  0.002458       	|
on_train_epoch_start               	|  0.00038711     	|21             	|  0.0081292      	|  0.0020596      	|
training_step_end                  	|  7.3358e-06     	|1000           	|  0.0073358      	|  0.0018586      	|
on_validation_batch_end            	|  4e-05          	|125            	|  0.0050001      	|  0.0012668      	|
on_validation_model_eval           	|  0.0040387      	|1              	|  0.0040387      	|  0.0010232      	|
on_validation_batch_start          	|  1.7857e-05     	|125            	|  0.0022321      	|  0.00056553     	|
on_train_start                     	|  0.0011484      	|1              	|  0.0011484      	|  0.00029095     	|
validation_step_end                	|  8.9119e-06     	|125            	|  0.001114       	|  0.00028224     	|
on_validation_start                	|  0.00053455     	|1              	|  0.00053455     	|  0.00013543     	|
on_epoch_start                     	|  1.2945e-05     	|22             	|  0.00028479     	|  7.2154e-05     	|
on_epoch_end                       	|  1.1435e-05     	|22             	|  0.00025156     	|  6.3735e-05     	|
on_validation_end                  	|  0.00021289     	|1              	|  0.00021289     	|  5.3938e-05     	|
on_fit_end                         	|  6.6999e-05     	|1              	|  6.6999e-05     	|  1.6975e-05     	|
on_before_accelerator_backend_setup	|  3.0843e-05     	|2              	|  6.1685e-05     	|  1.5629e-05     	|
on_configure_sharded_model         	|  2.7671e-05     	|2              	|  5.5341e-05     	|  1.4021e-05     	|
setup                              	|  2.7353e-05     	|2              	|  5.4706e-05     	|  1.386e-05      	|
teardown                           	|  2.3539e-05     	|2              	|  4.7078e-05     	|  1.1928e-05     	|
on_fit_start                       	|  4.5396e-05     	|1              	|  4.5396e-05     	|  1.1502e-05     	|
on_validation_epoch_end            	|  3.2058e-05     	|1              	|  3.2058e-05     	|  8.1222e-06     	|
configure_callbacks                	|  1.0245e-05     	|2              	|  2.0489e-05     	|  5.1911e-06     	|
on_val_dataloader                  	|  9.995e-06      	|2              	|  1.999e-05      	|  5.0646e-06     	|
configure_sharded_model            	|  8.7218e-06     	|2              	|  1.7444e-05     	|  4.4195e-06     	|
prepare_data                       	|  8.4583e-06     	|2              	|  1.6917e-05     	|  4.286e-06      	|
on_pretrain_routine_end            	|  1.4475e-05     	|1              	|  1.4475e-05     	|  3.6673e-06     	|
on_validation_epoch_start          	|  1.012e-05      	|1              	|  1.012e-05      	|  2.5639e-06     	|
on_train_dataloader                	|  9.4268e-06     	|1              	|  9.4268e-06     	|  2.3884e-06     	|
