VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1671.0         	|  100 %          	|
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run_training_epoch                 	|  72.607         	|21             	|  1524.7         	|  91.247         	|
run_training_batch                 	|  0.18685        	|8000           	|  1494.8         	|  89.455         	|
training_step_and_backward         	|  0.17689        	|8000           	|  1415.2         	|  84.689         	|
model_forward                      	|  0.094041       	|8000           	|  752.33         	|  45.022         	|
training_step                      	|  0.093909       	|8000           	|  751.27         	|  44.959         	|
backward                           	|  0.082677       	|8000           	|  661.42         	|  39.582         	|
optimizer_step_with_closure_0      	|  0.23411        	|1000           	|  234.11         	|  14.01          	|
run_validate_evaluation            	|  101.73         	|1              	|  101.73         	|  6.0878         	|
evaluation_step_and_end            	|  0.099747       	|1000           	|  99.747         	|  5.9693         	|
validation_step                    	|  0.099697       	|1000           	|  99.697         	|  5.9662         	|
get_train_batch                    	|  0.0018119      	|8021           	|  14.533         	|  0.86971        	|
fetch_next_train_batch             	|  0.0017956      	|8021           	|  14.403         	|  0.86192        	|
on_train_batch_end                 	|  0.0010658      	|8000           	|  8.5263         	|  0.51025        	|
training_batch_to_device           	|  0.00021065     	|8000           	|  1.6852         	|  0.10085        	|
get_validate_batch                 	|  0.0014446      	|1001           	|  1.446          	|  0.086534       	|
fetch_next_validate_batch          	|  0.0014308      	|1001           	|  1.4322         	|  0.085709       	|
zero_grad                          	|  0.0012727      	|1000           	|  1.2727         	|  0.07616        	|
on_train_batch_start               	|  8.9344e-05     	|8000           	|  0.71475        	|  0.042774       	|
evaluation_batch_to_device         	|  0.00020519     	|1000           	|  0.20519        	|  0.012279       	|
on_batch_start                     	|  1.4654e-05     	|8000           	|  0.11723        	|  0.0070154      	|
on_batch_end                       	|  1.2741e-05     	|8000           	|  0.10192        	|  0.0060995      	|
on_before_backward                 	|  1.2257e-05     	|8000           	|  0.09806        	|  0.0058683      	|
on_after_backward                  	|  1.1862e-05     	|8000           	|  0.094894       	|  0.0056788      	|
training_step_end                  	|  5.7954e-06     	|8000           	|  0.046363       	|  0.0027746      	|
on_train_end                       	|  0.026165       	|1              	|  0.026165       	|  0.0015658      	|
on_pretrain_routine_start          	|  0.022659       	|1              	|  0.022659       	|  0.001356       	|
on_validation_batch_end            	|  1.8041e-05     	|1000           	|  0.018041       	|  0.0010796      	|
on_before_zero_grad                	|  1.3435e-05     	|1000           	|  0.013435       	|  0.00080403     	|
on_before_optimizer_step           	|  1.169e-05      	|1000           	|  0.01169        	|  0.00069956     	|
on_validation_batch_start          	|  9.6576e-06     	|1000           	|  0.0096576      	|  0.00057795     	|
configure_optimizers               	|  0.0084826      	|1              	|  0.0084826      	|  0.00050763     	|
on_train_epoch_end                 	|  0.00029595     	|21             	|  0.0062149      	|  0.00037192     	|
on_train_epoch_start               	|  0.0002856      	|21             	|  0.0059977      	|  0.00035892     	|
validation_step_end                	|  4.7719e-06     	|1000           	|  0.0047719      	|  0.00028557     	|
on_validation_model_eval           	|  0.0045083      	|1              	|  0.0045083      	|  0.00026979     	|
on_train_start                     	|  0.00068682     	|1              	|  0.00068682     	|  4.1102e-05     	|
on_validation_start                	|  0.00032941     	|1              	|  0.00032941     	|  1.9713e-05     	|
on_epoch_start                     	|  1.0664e-05     	|22             	|  0.0002346      	|  1.4039e-05     	|
on_epoch_end                       	|  1.0415e-05     	|22             	|  0.00022914     	|  1.3712e-05     	|
on_validation_end                  	|  0.0001117      	|1              	|  0.0001117      	|  6.6845e-06     	|
on_before_accelerator_backend_setup	|  1.9472e-05     	|2              	|  3.8943e-05     	|  2.3305e-06     	|
teardown                           	|  1.5263e-05     	|2              	|  3.0527e-05     	|  1.8269e-06     	|
on_configure_sharded_model         	|  1.4202e-05     	|2              	|  2.8404e-05     	|  1.6998e-06     	|
setup                              	|  1.3841e-05     	|2              	|  2.7682e-05     	|  1.6566e-06     	|
on_fit_end                         	|  2.3154e-05     	|1              	|  2.3154e-05     	|  1.3856e-06     	|
on_validation_epoch_end            	|  1.9306e-05     	|1              	|  1.9306e-05     	|  1.1554e-06     	|
on_fit_start                       	|  1.6822e-05     	|1              	|  1.6822e-05     	|  1.0067e-06     	|
prepare_data                       	|  6.3265e-06     	|2              	|  1.2653e-05     	|  7.572e-07      	|
configure_callbacks                	|  6.1564e-06     	|2              	|  1.2313e-05     	|  7.3685e-07     	|
on_val_dataloader                  	|  5.9304e-06     	|2              	|  1.1861e-05     	|  7.098e-07      	|
on_pretrain_routine_end            	|  1.048e-05      	|1              	|  1.048e-05      	|  6.2716e-07     	|
on_validation_epoch_start          	|  1.0199e-05     	|1              	|  1.0199e-05     	|  6.1034e-07     	|
configure_sharded_model            	|  4.9445e-06     	|2              	|  9.889e-06      	|  5.918e-07      	|
on_train_dataloader                	|  4.628e-06      	|1              	|  4.628e-06      	|  2.7696e-07     	|
