VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1659.0         	|  100 %          	|
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run_training_epoch                 	|  72.091         	|21             	|  1513.9         	|  91.252         	|
run_training_batch                 	|  0.1855         	|8000           	|  1484.0         	|  89.449         	|
training_step_and_backward         	|  0.17556        	|8000           	|  1404.5         	|  84.655         	|
model_forward                      	|  0.093901       	|8000           	|  751.21         	|  45.28          	|
training_step                      	|  0.093771       	|8000           	|  750.17         	|  45.217         	|
backward                           	|  0.081479       	|8000           	|  651.84         	|  39.29          	|
optimizer_step_with_closure_0      	|  0.23264        	|1000           	|  232.64         	|  14.023         	|
run_validate_evaluation            	|  101.54         	|1              	|  101.54         	|  6.1207         	|
evaluation_step_and_end            	|  0.099564       	|1000           	|  99.564         	|  6.0013         	|
validation_step                    	|  0.099515       	|1000           	|  99.515         	|  5.9983         	|
get_train_batch                    	|  0.0018219      	|8021           	|  14.614         	|  0.88086        	|
fetch_next_train_batch             	|  0.0018063      	|8021           	|  14.488         	|  0.87329        	|
on_train_batch_end                 	|  0.0010596      	|8000           	|  8.4765         	|  0.51093        	|
training_batch_to_device           	|  0.00020858     	|8000           	|  1.6686         	|  0.10058        	|
get_validate_batch                 	|  0.0014519      	|1001           	|  1.4534         	|  0.087604       	|
fetch_next_validate_batch          	|  0.0014386      	|1001           	|  1.4401         	|  0.0868         	|
zero_grad                          	|  0.0012885      	|1000           	|  1.2885         	|  0.077667       	|
on_train_batch_start               	|  8.8045e-05     	|8000           	|  0.70436        	|  0.042456       	|
evaluation_batch_to_device         	|  0.00020258     	|1000           	|  0.20258        	|  0.012211       	|
on_batch_start                     	|  1.4383e-05     	|8000           	|  0.11506        	|  0.0069355      	|
on_before_backward                 	|  1.2855e-05     	|8000           	|  0.10284        	|  0.0061989      	|
on_batch_end                       	|  1.2758e-05     	|8000           	|  0.10206        	|  0.0061519      	|
on_after_backward                  	|  1.1788e-05     	|8000           	|  0.094307       	|  0.0056844      	|
training_step_end                  	|  5.8922e-06     	|8000           	|  0.047137       	|  0.0028412      	|
on_train_end                       	|  0.026321       	|1              	|  0.026321       	|  0.0015865      	|
on_pretrain_routine_start          	|  0.022199       	|1              	|  0.022199       	|  0.001338       	|
on_validation_batch_end            	|  1.8457e-05     	|1000           	|  0.018457       	|  0.0011125      	|
on_before_zero_grad                	|  1.4569e-05     	|1000           	|  0.014569       	|  0.00087816     	|
on_before_optimizer_step           	|  1.1045e-05     	|1000           	|  0.011045       	|  0.00066573     	|
on_validation_batch_start          	|  9.6872e-06     	|1000           	|  0.0096872      	|  0.0005839      	|
configure_optimizers               	|  0.0081975      	|1              	|  0.0081975      	|  0.00049411     	|
on_train_epoch_start               	|  0.00030021     	|21             	|  0.0063044      	|  0.00038        	|
on_train_epoch_end                 	|  0.00026975     	|21             	|  0.0056647      	|  0.00034144     	|
validation_step_end                	|  4.6324e-06     	|1000           	|  0.0046324      	|  0.00027922     	|
on_validation_model_eval           	|  0.0042836      	|1              	|  0.0042836      	|  0.0002582      	|
on_train_start                     	|  0.00065257     	|1              	|  0.00065257     	|  3.9334e-05     	|
on_validation_start                	|  0.00032136     	|1              	|  0.00032136     	|  1.937e-05      	|
on_epoch_start                     	|  1.0791e-05     	|22             	|  0.0002374      	|  1.4309e-05     	|
on_epoch_end                       	|  1.0412e-05     	|22             	|  0.00022906     	|  1.3807e-05     	|
on_validation_end                  	|  0.0001003      	|1              	|  0.0001003      	|  6.0455e-06     	|
on_before_accelerator_backend_setup	|  1.8214e-05     	|2              	|  3.6428e-05     	|  2.1957e-06     	|
teardown                           	|  1.6741e-05     	|2              	|  3.3482e-05     	|  2.0182e-06     	|
setup                              	|  1.3395e-05     	|2              	|  2.6791e-05     	|  1.6148e-06     	|
on_configure_sharded_model         	|  1.334e-05      	|2              	|  2.668e-05      	|  1.6082e-06     	|
on_fit_end                         	|  2.4937e-05     	|1              	|  2.4937e-05     	|  1.5031e-06     	|
on_validation_epoch_end            	|  2.0999e-05     	|1              	|  2.0999e-05     	|  1.2657e-06     	|
on_fit_start                       	|  1.5749e-05     	|1              	|  1.5749e-05     	|  9.4928e-07     	|
prepare_data                       	|  5.6454e-06     	|2              	|  1.1291e-05     	|  6.8057e-07     	|
on_validation_epoch_start          	|  1.1231e-05     	|1              	|  1.1231e-05     	|  6.7695e-07     	|
on_val_dataloader                  	|  5.4205e-06     	|2              	|  1.0841e-05     	|  6.5345e-07     	|
configure_callbacks                	|  4.9835e-06     	|2              	|  9.967e-06      	|  6.0077e-07     	|
on_pretrain_routine_end            	|  9.7479e-06     	|1              	|  9.7479e-06     	|  5.8756e-07     	|
configure_sharded_model            	|  4.829e-06      	|2              	|  9.658e-06      	|  5.8215e-07     	|
on_train_dataloader                	|  4.088e-06      	|1              	|  4.088e-06      	|  2.4641e-07     	|
