VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  570.43         	|  100 %          	|
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run_training_epoch                 	|  0.90646        	|500            	|  453.23         	|  79.454         	|
run_training_batch                 	|  0.30067        	|1000           	|  300.67         	|  52.709         	|
optimizer_step_with_closure_0      	|  0.29802        	|1000           	|  298.02         	|  52.245         	|
training_step_and_backward         	|  0.22572        	|1000           	|  225.72         	|  39.571         	|
model_forward                      	|  0.13859        	|1000           	|  138.59         	|  24.297         	|
training_step                      	|  0.13843        	|1000           	|  138.43         	|  24.268         	|
backward                           	|  0.085766       	|1000           	|  85.766         	|  15.035         	|
run_validate_evaluation            	|  70.505         	|1              	|  70.505         	|  12.36          	|
evaluation_step_and_end            	|  0.21969        	|313            	|  68.764         	|  12.055         	|
validation_step                    	|  0.2196         	|313            	|  68.736         	|  12.05          	|
get_train_batch                    	|  0.029723       	|1500           	|  44.585         	|  7.816          	|
fetch_next_train_batch             	|  0.029691       	|1500           	|  44.537         	|  7.8076         	|
zero_grad                          	|  0.001331       	|1000           	|  1.331          	|  0.23334        	|
on_train_batch_end                 	|  0.0013085      	|1000           	|  1.3085         	|  0.22938        	|
get_validate_batch                 	|  0.0020877      	|314            	|  0.65555        	|  0.11492        	|
fetch_next_validate_batch          	|  0.0020699      	|314            	|  0.64994        	|  0.11394        	|
training_batch_to_device           	|  0.00060097     	|1000           	|  0.60097        	|  0.10535        	|
on_train_epoch_start               	|  0.00027396     	|500            	|  0.13698        	|  0.024013       	|
on_train_epoch_end                 	|  0.00025856     	|500            	|  0.12928        	|  0.022663       	|
on_train_batch_start               	|  0.00010873     	|1000           	|  0.10873        	|  0.019061       	|
evaluation_batch_to_device         	|  0.00028097     	|313            	|  0.087942       	|  0.015417       	|
on_batch_start                     	|  3.3623e-05     	|1000           	|  0.033623       	|  0.0058943      	|
on_pretrain_routine_start          	|  0.033592       	|1              	|  0.033592       	|  0.0058889      	|
on_train_end                       	|  0.023967       	|1              	|  0.023967       	|  0.0042015      	|
on_before_zero_grad                	|  2.0383e-05     	|1000           	|  0.020383       	|  0.0035732      	|
on_batch_end                       	|  1.3757e-05     	|1000           	|  0.013757       	|  0.0024117      	|
on_before_optimizer_step           	|  1.1915e-05     	|1000           	|  0.011915       	|  0.0020888      	|
on_after_backward                  	|  1.1611e-05     	|1000           	|  0.011611       	|  0.0020355      	|
on_before_backward                 	|  1.0525e-05     	|1000           	|  0.010525       	|  0.0018452      	|
on_validation_batch_end            	|  3.0069e-05     	|313            	|  0.0094116      	|  0.0016499      	|
configure_optimizers               	|  0.0082339      	|1              	|  0.0082339      	|  0.0014434      	|
training_step_end                  	|  7.7546e-06     	|1000           	|  0.0077546      	|  0.0013594      	|
on_epoch_start                     	|  1.104e-05      	|501            	|  0.0055309      	|  0.00096961     	|
on_epoch_end                       	|  1.0227e-05     	|501            	|  0.0051238      	|  0.00089823     	|
on_validation_batch_start          	|  1.289e-05      	|313            	|  0.0040344      	|  0.00070726     	|
on_validation_model_eval           	|  0.0040238      	|1              	|  0.0040238      	|  0.0007054      	|
validation_step_end                	|  7.0827e-06     	|313            	|  0.0022169      	|  0.00038863     	|
on_train_start                     	|  0.00072981     	|1              	|  0.00072981     	|  0.00012794     	|
on_validation_start                	|  0.00031722     	|1              	|  0.00031722     	|  5.5611e-05     	|
on_validation_end                  	|  0.00017422     	|1              	|  0.00017422     	|  3.0541e-05     	|
on_validation_epoch_end            	|  5.0324e-05     	|1              	|  5.0324e-05     	|  8.8221e-06     	|
on_before_accelerator_backend_setup	|  1.8068e-05     	|2              	|  3.6137e-05     	|  6.335e-06      	|
teardown                           	|  1.7418e-05     	|2              	|  3.4835e-05     	|  6.1068e-06     	|
setup                              	|  1.4146e-05     	|2              	|  2.8292e-05     	|  4.9598e-06     	|
on_configure_sharded_model         	|  1.3545e-05     	|2              	|  2.7091e-05     	|  4.7492e-06     	|
on_fit_end                         	|  2.2753e-05     	|1              	|  2.2753e-05     	|  3.9887e-06     	|
on_fit_start                       	|  1.7934e-05     	|1              	|  1.7934e-05     	|  3.1439e-06     	|
on_val_dataloader                  	|  6.372e-06      	|2              	|  1.2744e-05     	|  2.2341e-06     	|
prepare_data                       	|  5.7505e-06     	|2              	|  1.1501e-05     	|  2.0162e-06     	|
configure_callbacks                	|  5.1455e-06     	|2              	|  1.0291e-05     	|  1.8041e-06     	|
on_pretrain_routine_end            	|  9.8989e-06     	|1              	|  9.8989e-06     	|  1.7353e-06     	|
configure_sharded_model            	|  4.794e-06      	|2              	|  9.5881e-06     	|  1.6809e-06     	|
on_validation_epoch_start          	|  9.4679e-06     	|1              	|  9.4679e-06     	|  1.6598e-06     	|
on_train_dataloader                	|  3.8679e-06     	|1              	|  3.8679e-06     	|  6.7807e-07     	|
