VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1342.5         	|  100 %          	|
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run_training_epoch                 	|  2.6159         	|500            	|  1308.0         	|  97.426         	|
run_training_batch                 	|  0.26966        	|1000           	|  269.66         	|  20.086         	|
optimizer_step_with_closure_0      	|  0.26616        	|1000           	|  266.16         	|  19.825         	|
get_train_batch                    	|  0.13818        	|1500           	|  207.27         	|  15.439         	|
fetch_next_train_batch             	|  0.13814        	|1500           	|  207.21         	|  15.434         	|
training_step_and_backward         	|  0.2029         	|1000           	|  202.9          	|  15.113         	|
model_forward                      	|  0.10495        	|1000           	|  104.95         	|  7.8177         	|
training_step                      	|  0.10472        	|1000           	|  104.72         	|  7.8            	|
backward                           	|  0.0964         	|1000           	|  96.4           	|  7.1805         	|
run_validate_evaluation            	|  7.8408         	|1              	|  7.8408         	|  0.58403        	|
evaluation_step_and_end            	|  0.097886       	|48             	|  4.6985         	|  0.34998        	|
validation_step                    	|  0.097771       	|48             	|  4.693          	|  0.34957        	|
on_train_batch_end                 	|  0.0023115      	|1000           	|  2.3115         	|  0.17217        	|
zero_grad                          	|  0.0015         	|1000           	|  1.5            	|  0.11173        	|
get_validate_batch                 	|  0.016457       	|49             	|  0.80638        	|  0.060064       	|
fetch_next_validate_batch          	|  0.016433       	|49             	|  0.80523        	|  0.059979       	|
training_batch_to_device           	|  0.00071102     	|1000           	|  0.71102        	|  0.052961       	|
on_train_epoch_start               	|  0.00032806     	|500            	|  0.16403        	|  0.012218       	|
on_train_epoch_end                 	|  0.00031948     	|500            	|  0.15974        	|  0.011899       	|
on_train_batch_start               	|  0.00011216     	|1000           	|  0.11216        	|  0.0083542      	|
on_batch_start                     	|  5.3396e-05     	|1000           	|  0.053396       	|  0.0039773      	|
on_train_end                       	|  0.044079       	|1              	|  0.044079       	|  0.0032833      	|
on_pretrain_routine_start          	|  0.039192       	|1              	|  0.039192       	|  0.0029193      	|
on_after_backward                  	|  2.9223e-05     	|1000           	|  0.029223       	|  0.0021767      	|
on_before_zero_grad                	|  2.3417e-05     	|1000           	|  0.023417       	|  0.0017442      	|
on_before_optimizer_step           	|  1.7411e-05     	|1000           	|  0.017411       	|  0.0012969      	|
on_before_backward                 	|  1.5416e-05     	|1000           	|  0.015416       	|  0.0011483      	|
on_batch_end                       	|  1.5044e-05     	|1000           	|  0.015044       	|  0.0011206      	|
evaluation_batch_to_device         	|  0.00028222     	|48             	|  0.013547       	|  0.001009       	|
training_step_end                  	|  1.0733e-05     	|1000           	|  0.010733       	|  0.00079949     	|
configure_optimizers               	|  0.0082728      	|1              	|  0.0082728      	|  0.00061621     	|
on_epoch_end                       	|  1.1712e-05     	|501            	|  0.0058676      	|  0.00043706     	|
on_epoch_start                     	|  1.0813e-05     	|501            	|  0.0054173      	|  0.00040352     	|
on_validation_model_eval           	|  0.0038495      	|1              	|  0.0038495      	|  0.00028674     	|
on_validation_batch_end            	|  4.0644e-05     	|48             	|  0.0019509      	|  0.00014532     	|
on_train_start                     	|  0.00089848     	|1              	|  0.00089848     	|  6.6925e-05     	|
on_validation_batch_start          	|  1.7448e-05     	|48             	|  0.00083751     	|  6.2384e-05     	|
on_validation_start                	|  0.00049248     	|1              	|  0.00049248     	|  3.6683e-05     	|
validation_step_end                	|  9.0419e-06     	|48             	|  0.00043401     	|  3.2328e-05     	|
on_validation_end                  	|  0.00031325     	|1              	|  0.00031325     	|  2.3333e-05     	|
on_fit_end                         	|  5.6395e-05     	|1              	|  5.6395e-05     	|  4.2007e-06     	|
on_before_accelerator_backend_setup	|  2.5326e-05     	|2              	|  5.0653e-05     	|  3.7729e-06     	|
setup                              	|  2.4424e-05     	|2              	|  4.8848e-05     	|  3.6385e-06     	|
on_configure_sharded_model         	|  2.382e-05      	|2              	|  4.7641e-05     	|  3.5486e-06     	|
teardown                           	|  2.2667e-05     	|2              	|  4.5335e-05     	|  3.3768e-06     	|
on_validation_epoch_end            	|  2.7521e-05     	|1              	|  2.7521e-05     	|  2.0499e-06     	|
on_fit_start                       	|  2.395e-05      	|1              	|  2.395e-05      	|  1.7839e-06     	|
on_pretrain_routine_end            	|  2.1776e-05     	|1              	|  2.1776e-05     	|  1.622e-06      	|
on_val_dataloader                  	|  8.8336e-06     	|2              	|  1.7667e-05     	|  1.316e-06      	|
configure_callbacks                	|  8.2022e-06     	|2              	|  1.6404e-05     	|  1.2219e-06     	|
configure_sharded_model            	|  7.255e-06      	|2              	|  1.451e-05      	|  1.0808e-06     	|
prepare_data                       	|  6.7549e-06     	|2              	|  1.351e-05      	|  1.0063e-06     	|
on_validation_epoch_start          	|  1.0867e-05     	|1              	|  1.0867e-05     	|  8.0942e-07     	|
on_train_dataloader                	|  9.3989e-06     	|1              	|  9.3989e-06     	|  7.0009e-07     	|
