VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  452.88         	|  100 %          	|
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run_training_epoch                 	|  6.5967         	|63             	|  415.59         	|  91.766         	|
run_training_batch                 	|  0.27693        	|1000           	|  276.93         	|  61.148         	|
optimizer_step_with_closure_0      	|  0.27364        	|1000           	|  273.64         	|  60.421         	|
training_step_and_backward         	|  0.20986        	|1000           	|  209.86         	|  46.339         	|
backward                           	|  0.10436        	|1000           	|  104.36         	|  23.043         	|
model_forward                      	|  0.104          	|1000           	|  104.0          	|  22.965         	|
training_step                      	|  0.10382        	|1000           	|  103.82         	|  22.923         	|
get_train_batch                    	|  0.031041       	|1063           	|  32.997         	|  7.286          	|
fetch_next_train_batch             	|  0.031018       	|1063           	|  32.972         	|  7.2804         	|
run_validate_evaluation            	|  7.9639         	|1              	|  7.9639         	|  1.7585         	|
evaluation_step_and_end            	|  0.1022         	|48             	|  4.9056         	|  1.0832         	|
validation_step                    	|  0.10209        	|48             	|  4.9002         	|  1.082          	|
on_train_batch_end                 	|  0.0021581      	|1000           	|  2.1581         	|  0.47653        	|
zero_grad                          	|  0.0014634      	|1000           	|  1.4634         	|  0.32312        	|
get_validate_batch                 	|  0.013968       	|49             	|  0.68444        	|  0.15113        	|
fetch_next_validate_batch          	|  0.013944       	|49             	|  0.68327        	|  0.15087        	|
training_batch_to_device           	|  0.00029049     	|1000           	|  0.29049        	|  0.064143       	|
on_train_batch_start               	|  9.6319e-05     	|1000           	|  0.096319       	|  0.021268       	|
on_train_end                       	|  0.057606       	|1              	|  0.057606       	|  0.01272        	|
on_after_backward                  	|  4.3917e-05     	|1000           	|  0.043917       	|  0.0096971      	|
configure_optimizers               	|  0.039837       	|1              	|  0.039837       	|  0.0087964      	|
on_before_backward                 	|  2.8633e-05     	|1000           	|  0.028633       	|  0.0063224      	|
on_pretrain_routine_start          	|  0.027096       	|1              	|  0.027096       	|  0.005983       	|
on_batch_start                     	|  2.2355e-05     	|1000           	|  0.022355       	|  0.0049362      	|
on_train_epoch_end                 	|  0.0003463      	|63             	|  0.021817       	|  0.0048174      	|
on_train_epoch_start               	|  0.0003194      	|63             	|  0.020122       	|  0.0044432      	|
on_before_zero_grad                	|  1.816e-05      	|1000           	|  0.01816        	|  0.0040099      	|
on_batch_end                       	|  1.7031e-05     	|1000           	|  0.017031       	|  0.0037606      	|
on_before_optimizer_step           	|  1.2978e-05     	|1000           	|  0.012978       	|  0.0028656      	|
evaluation_batch_to_device         	|  0.00025885     	|48             	|  0.012425       	|  0.0027435      	|
training_step_end                  	|  7.4812e-06     	|1000           	|  0.0074812      	|  0.0016519      	|
on_validation_model_eval           	|  0.0069675      	|1              	|  0.0069675      	|  0.0015385      	|
on_validation_batch_end            	|  4.1338e-05     	|48             	|  0.0019842      	|  0.00043813     	|
on_train_start                     	|  0.0011824      	|1              	|  0.0011824      	|  0.00026109     	|
on_validation_batch_start          	|  1.6885e-05     	|48             	|  0.00081046     	|  0.00017896     	|
on_epoch_end                       	|  1.1658e-05     	|64             	|  0.0007461      	|  0.00016474     	|
on_epoch_start                     	|  1.1072e-05     	|64             	|  0.00070861     	|  0.00015647     	|
on_validation_start                	|  0.00047837     	|1              	|  0.00047837     	|  0.00010563     	|
validation_step_end                	|  8.6207e-06     	|48             	|  0.00041379     	|  9.1368e-05     	|
on_validation_end                  	|  0.00028402     	|1              	|  0.00028402     	|  6.2714e-05     	|
on_fit_end                         	|  0.00014988     	|1              	|  0.00014988     	|  3.3095e-05     	|
teardown                           	|  4.2402e-05     	|2              	|  8.4804e-05     	|  1.8725e-05     	|
on_before_accelerator_backend_setup	|  2.6362e-05     	|2              	|  5.2724e-05     	|  1.1642e-05     	|
on_configure_sharded_model         	|  2.5271e-05     	|2              	|  5.0543e-05     	|  1.116e-05      	|
setup                              	|  2.5006e-05     	|2              	|  5.0012e-05     	|  1.1043e-05     	|
on_fit_start                       	|  4.2332e-05     	|1              	|  4.2332e-05     	|  9.3473e-06     	|
on_validation_epoch_end            	|  3.0309e-05     	|1              	|  3.0309e-05     	|  6.6924e-06     	|
on_val_dataloader                  	|  1.0084e-05     	|2              	|  2.0169e-05     	|  4.4534e-06     	|
prepare_data                       	|  9.3458e-06     	|2              	|  1.8692e-05     	|  4.1273e-06     	|
configure_callbacks                	|  9.045e-06      	|2              	|  1.809e-05      	|  3.9944e-06     	|
configure_sharded_model            	|  7.5549e-06     	|2              	|  1.511e-05      	|  3.3364e-06     	|
on_pretrain_routine_end            	|  1.4832e-05     	|1              	|  1.4832e-05     	|  3.2751e-06     	|
on_validation_epoch_start          	|  1.2392e-05     	|1              	|  1.2392e-05     	|  2.7363e-06     	|
on_train_dataloader                	|  7.4822e-06     	|1              	|  7.4822e-06     	|  1.6521e-06     	|
