VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  517.91         	|  100 %          	|
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run_training_epoch                 	|  7.5015         	|63             	|  472.59         	|  91.251         	|
run_training_batch                 	|  0.28685        	|1000           	|  286.85         	|  55.387         	|
optimizer_step_with_closure_0      	|  0.28349        	|1000           	|  283.49         	|  54.738         	|
training_step_and_backward         	|  0.21834        	|1000           	|  218.34         	|  42.159         	|
model_forward                      	|  0.10858        	|1000           	|  108.58         	|  20.965         	|
training_step                      	|  0.10835        	|1000           	|  108.35         	|  20.922         	|
backward                           	|  0.1082         	|1000           	|  108.2          	|  20.892         	|
get_train_batch                    	|  0.032125       	|1063           	|  34.149         	|  6.5936         	|
fetch_next_train_batch             	|  0.032098       	|1063           	|  34.12          	|  6.5881         	|
run_validate_evaluation            	|  8.2289         	|1              	|  8.2289         	|  1.5889         	|
evaluation_step_and_end            	|  0.10483        	|48             	|  5.0317         	|  0.97155        	|
validation_step                    	|  0.10469        	|48             	|  5.0253         	|  0.97031        	|
on_train_batch_end                 	|  0.0025713      	|1000           	|  2.5713         	|  0.49649        	|
zero_grad                          	|  0.0015307      	|1000           	|  1.5307         	|  0.29556        	|
get_validate_batch                 	|  0.017038       	|49             	|  0.83488        	|  0.1612         	|
fetch_next_validate_batch          	|  0.017014       	|49             	|  0.83367        	|  0.16097        	|
training_batch_to_device           	|  0.00028438     	|1000           	|  0.28438        	|  0.054909       	|
on_train_batch_start               	|  9.6659e-05     	|1000           	|  0.096659       	|  0.018663       	|
on_train_end                       	|  0.075702       	|1              	|  0.075702       	|  0.014617       	|
on_train_epoch_end                 	|  0.0004534      	|63             	|  0.028564       	|  0.0055154      	|
on_train_epoch_start               	|  0.00044038     	|63             	|  0.027744       	|  0.0053569      	|
on_after_backward                  	|  2.619e-05      	|1000           	|  0.02619        	|  0.005057       	|
on_batch_start                     	|  2.4164e-05     	|1000           	|  0.024164       	|  0.0046656      	|
on_pretrain_routine_start          	|  0.023988       	|1              	|  0.023988       	|  0.0046317      	|
on_before_zero_grad                	|  1.8418e-05     	|1000           	|  0.018418       	|  0.0035562      	|
on_batch_end                       	|  1.6833e-05     	|1000           	|  0.016833       	|  0.0032502      	|
evaluation_batch_to_device         	|  0.00030488     	|48             	|  0.014634       	|  0.0028256      	|
on_before_optimizer_step           	|  1.3909e-05     	|1000           	|  0.013909       	|  0.0026856      	|
configure_optimizers               	|  0.013601       	|1              	|  0.013601       	|  0.0026262      	|
on_before_backward                 	|  1.33e-05       	|1000           	|  0.0133         	|  0.0025681      	|
training_step_end                  	|  8.1053e-06     	|1000           	|  0.0081053      	|  0.001565       	|
on_validation_model_eval           	|  0.0049359      	|1              	|  0.0049359      	|  0.00095306     	|
on_validation_batch_end            	|  5.1111e-05     	|48             	|  0.0024533      	|  0.0004737      	|
on_epoch_end                       	|  1.5526e-05     	|64             	|  0.00099369     	|  0.00019187     	|
on_validation_batch_start          	|  1.7858e-05     	|48             	|  0.00085718     	|  0.00016551     	|
on_train_start                     	|  0.00078135     	|1              	|  0.00078135     	|  0.00015087     	|
on_epoch_start                     	|  1.182e-05      	|64             	|  0.00075648     	|  0.00014607     	|
on_validation_start                	|  0.00066857     	|1              	|  0.00066857     	|  0.00012909     	|
validation_step_end                	|  1.1752e-05     	|48             	|  0.00056412     	|  0.00010892     	|
on_validation_end                  	|  0.00033194     	|1              	|  0.00033194     	|  6.4092e-05     	|
on_before_accelerator_backend_setup	|  2.6877e-05     	|2              	|  5.3754e-05     	|  1.0379e-05     	|
on_configure_sharded_model         	|  2.4755e-05     	|2              	|  4.9511e-05     	|  9.5598e-06     	|
teardown                           	|  2.3994e-05     	|2              	|  4.7987e-05     	|  9.2656e-06     	|
on_validation_epoch_end            	|  4.3266e-05     	|1              	|  4.3266e-05     	|  8.3539e-06     	|
setup                              	|  2.0973e-05     	|2              	|  4.1947e-05     	|  8.0993e-06     	|
on_fit_end                         	|  3.7778e-05     	|1              	|  3.7778e-05     	|  7.2944e-06     	|
on_val_dataloader                  	|  1.627e-05      	|2              	|  3.254e-05      	|  6.2831e-06     	|
on_fit_start                       	|  2.6619e-05     	|1              	|  2.6619e-05     	|  5.1397e-06     	|
configure_sharded_model            	|  8.2022e-06     	|2              	|  1.6404e-05     	|  3.1674e-06     	|
prepare_data                       	|  7.6629e-06     	|2              	|  1.5326e-05     	|  2.9592e-06     	|
configure_callbacks                	|  7.4757e-06     	|2              	|  1.4951e-05     	|  2.8869e-06     	|
on_pretrain_routine_end            	|  1.3145e-05     	|1              	|  1.3145e-05     	|  2.538e-06      	|
on_validation_epoch_start          	|  1.1612e-05     	|1              	|  1.1612e-05     	|  2.2421e-06     	|
on_train_dataloader                	|  6.5323e-06     	|1              	|  6.5323e-06     	|  1.2613e-06     	|
