VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1828.3         	|  100 %          	|
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run_training_epoch                 	|  26.158         	|63             	|  1647.9         	|  90.135         	|
run_training_batch                 	|  0.20161        	|8000           	|  1612.9         	|  88.217         	|
training_step_and_backward         	|  0.19022        	|8000           	|  1521.7         	|  83.232         	|
model_forward                      	|  0.10717        	|8000           	|  857.37         	|  46.895         	|
training_step                      	|  0.10704        	|8000           	|  856.31         	|  46.837         	|
backward                           	|  0.082862       	|8000           	|  662.9          	|  36.258         	|
optimizer_step_with_closure_0      	|  0.24885        	|1000           	|  248.85         	|  13.611         	|
run_validate_evaluation            	|  137.45         	|1              	|  137.45         	|  7.5181         	|
evaluation_step_and_end            	|  0.13549        	|1000           	|  135.49         	|  7.4107         	|
validation_step                    	|  0.13544        	|1000           	|  135.44         	|  7.408          	|
get_train_batch                    	|  0.0022735      	|8063           	|  18.331         	|  1.0026         	|
fetch_next_train_batch             	|  0.002257       	|8063           	|  18.198         	|  0.99538        	|
on_train_batch_end                 	|  0.0010824      	|8000           	|  8.6595         	|  0.47364        	|
training_batch_to_device           	|  0.00021525     	|8000           	|  1.722          	|  0.094186       	|
get_validate_batch                 	|  0.0014413      	|1001           	|  1.4428         	|  0.078913       	|
fetch_next_validate_batch          	|  0.0014273      	|1001           	|  1.4288         	|  0.078148       	|
zero_grad                          	|  0.0013072      	|1000           	|  1.3072         	|  0.071496       	|
on_train_batch_start               	|  9.0003e-05     	|8000           	|  0.72003        	|  0.039382       	|
evaluation_batch_to_device         	|  0.00020296     	|1000           	|  0.20296        	|  0.011101       	|
on_batch_start                     	|  1.4909e-05     	|8000           	|  0.11927        	|  0.0065236      	|
on_batch_end                       	|  1.3415e-05     	|8000           	|  0.10732        	|  0.0058701      	|
on_before_backward                 	|  1.2758e-05     	|8000           	|  0.10206        	|  0.0055824      	|
on_after_backward                  	|  1.1309e-05     	|8000           	|  0.090471       	|  0.0049484      	|
training_step_end                  	|  5.7063e-06     	|8000           	|  0.04565        	|  0.0024969      	|
on_train_end                       	|  0.02554        	|1              	|  0.02554        	|  0.0013969      	|
on_pretrain_routine_start          	|  0.023264       	|1              	|  0.023264       	|  0.0012724      	|
on_train_epoch_start               	|  0.00029443     	|63             	|  0.018549       	|  0.0010146      	|
on_validation_batch_end            	|  1.8534e-05     	|1000           	|  0.018534       	|  0.0010137      	|
on_train_epoch_end                 	|  0.00028663     	|63             	|  0.018057       	|  0.00098767     	|
on_before_zero_grad                	|  1.3583e-05     	|1000           	|  0.013583       	|  0.00074294     	|
on_before_optimizer_step           	|  1.1388e-05     	|1000           	|  0.011388       	|  0.00062288     	|
on_validation_batch_start          	|  9.5691e-06     	|1000           	|  0.0095691      	|  0.00052339     	|
configure_optimizers               	|  0.0083041      	|1              	|  0.0083041      	|  0.0004542      	|
validation_step_end                	|  4.4453e-06     	|1000           	|  0.0044453      	|  0.00024314     	|
on_validation_model_eval           	|  0.0038954      	|1              	|  0.0038954      	|  0.00021306     	|
on_train_start                     	|  0.00082109     	|1              	|  0.00082109     	|  4.491e-05      	|
on_epoch_end                       	|  1.0906e-05     	|64             	|  0.00069798     	|  3.8176e-05     	|
on_epoch_start                     	|  1.0624e-05     	|64             	|  0.00067994     	|  3.719e-05      	|
on_validation_start                	|  0.00031917     	|1              	|  0.00031917     	|  1.7457e-05     	|
on_validation_end                  	|  0.00012514     	|1              	|  0.00012514     	|  6.8448e-06     	|
setup                              	|  2.4832e-05     	|2              	|  4.9663e-05     	|  2.7164e-06     	|
on_before_accelerator_backend_setup	|  1.892e-05      	|2              	|  3.7841e-05     	|  2.0697e-06     	|
on_configure_sharded_model         	|  1.626e-05      	|2              	|  3.252e-05      	|  1.7787e-06     	|
teardown                           	|  1.5134e-05     	|2              	|  3.0267e-05     	|  1.6555e-06     	|
on_fit_end                         	|  2.2321e-05     	|1              	|  2.2321e-05     	|  1.2209e-06     	|
on_validation_epoch_end            	|  1.8455e-05     	|1              	|  1.8455e-05     	|  1.0094e-06     	|
on_fit_start                       	|  1.6111e-05     	|1              	|  1.6111e-05     	|  8.812e-07      	|
prepare_data                       	|  6.5869e-06     	|2              	|  1.3174e-05     	|  7.2055e-07     	|
on_val_dataloader                  	|  5.901e-06      	|2              	|  1.1802e-05     	|  6.4552e-07     	|
configure_sharded_model            	|  5.4705e-06     	|2              	|  1.0941e-05     	|  5.9842e-07     	|
configure_callbacks                	|  5.465e-06      	|2              	|  1.093e-05      	|  5.9783e-07     	|
on_validation_epoch_start          	|  9.658e-06      	|1              	|  9.658e-06      	|  5.2826e-07     	|
on_pretrain_routine_end            	|  9.5582e-06     	|1              	|  9.5582e-06     	|  5.2279e-07     	|
on_train_dataloader                	|  4.8699e-06     	|1              	|  4.8699e-06     	|  2.6636e-07     	|
