VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1833.5         	|  100 %          	|
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run_training_epoch                 	|  26.234         	|63             	|  1652.8         	|  90.141         	|
run_training_batch                 	|  0.20222        	|8000           	|  1617.7         	|  88.23          	|
training_step_and_backward         	|  0.19071        	|8000           	|  1525.7         	|  83.209         	|
model_forward                      	|  0.10771        	|8000           	|  861.69         	|  46.996         	|
training_step                      	|  0.10758        	|8000           	|  860.63         	|  46.938         	|
backward                           	|  0.082815       	|8000           	|  662.52         	|  36.133         	|
optimizer_step_with_closure_0      	|  0.24931        	|1000           	|  249.31         	|  13.597         	|
run_validate_evaluation            	|  137.58         	|1              	|  137.58         	|  7.5036         	|
evaluation_step_and_end            	|  0.13556        	|1000           	|  135.56         	|  7.3934         	|
validation_step                    	|  0.13551        	|1000           	|  135.51         	|  7.3906         	|
get_train_batch                    	|  0.0022579      	|8063           	|  18.205         	|  0.99291        	|
fetch_next_train_batch             	|  0.0022413      	|8063           	|  18.072         	|  0.98562        	|
on_train_batch_end                 	|  0.0010947      	|8000           	|  8.7577         	|  0.47764        	|
training_batch_to_device           	|  0.00021276     	|8000           	|  1.7021         	|  0.09283        	|
get_validate_batch                 	|  0.0014721      	|1001           	|  1.4736         	|  0.080368       	|
fetch_next_validate_batch          	|  0.0014583      	|1001           	|  1.4598         	|  0.079617       	|
zero_grad                          	|  0.0013096      	|1000           	|  1.3096         	|  0.071424       	|
on_train_batch_start               	|  8.9195e-05     	|8000           	|  0.71356        	|  0.038917       	|
evaluation_batch_to_device         	|  0.0002124      	|1000           	|  0.2124         	|  0.011584       	|
on_batch_start                     	|  1.4704e-05     	|8000           	|  0.11763        	|  0.0064156      	|
on_batch_end                       	|  1.3207e-05     	|8000           	|  0.10566        	|  0.0057626      	|
on_before_backward                 	|  1.2299e-05     	|8000           	|  0.098396       	|  0.0053665      	|
on_after_backward                  	|  1.1654e-05     	|8000           	|  0.093235       	|  0.005085       	|
training_step_end                  	|  6.2132e-06     	|8000           	|  0.049706       	|  0.0027109      	|
on_train_end                       	|  0.026315       	|1              	|  0.026315       	|  0.0014352      	|
on_pretrain_routine_start          	|  0.022532       	|1              	|  0.022532       	|  0.0012289      	|
on_validation_batch_end            	|  1.9214e-05     	|1000           	|  0.019214       	|  0.0010479      	|
on_train_epoch_start               	|  0.00030061     	|63             	|  0.018938       	|  0.0010329      	|
on_train_epoch_end                 	|  0.00028384     	|63             	|  0.017882       	|  0.00097528     	|
on_before_zero_grad                	|  1.429e-05      	|1000           	|  0.01429        	|  0.00077935     	|
on_before_optimizer_step           	|  1.1289e-05     	|1000           	|  0.011289       	|  0.00061571     	|
on_validation_batch_start          	|  9.7074e-06     	|1000           	|  0.0097074      	|  0.00052944     	|
configure_optimizers               	|  0.0081592      	|1              	|  0.0081592      	|  0.000445       	|
validation_step_end                	|  4.7781e-06     	|1000           	|  0.0047781      	|  0.0002606      	|
on_validation_model_eval           	|  0.0038637      	|1              	|  0.0038637      	|  0.00021072     	|
on_train_start                     	|  0.00072558     	|1              	|  0.00072558     	|  3.9573e-05     	|
on_epoch_start                     	|  1.0503e-05     	|64             	|  0.00067218     	|  3.666e-05      	|
on_epoch_end                       	|  1.0165e-05     	|64             	|  0.00065054     	|  3.548e-05      	|
on_validation_start                	|  0.00032375     	|1              	|  0.00032375     	|  1.7657e-05     	|
on_validation_end                  	|  0.00011706     	|1              	|  0.00011706     	|  6.3843e-06     	|
setup                              	|  2.4751e-05     	|2              	|  4.9502e-05     	|  2.6998e-06     	|
on_before_accelerator_backend_setup	|  1.7949e-05     	|2              	|  3.5897e-05     	|  1.9578e-06     	|
on_configure_sharded_model         	|  1.6676e-05     	|2              	|  3.3352e-05     	|  1.819e-06      	|
teardown                           	|  1.6335e-05     	|2              	|  3.2671e-05     	|  1.7819e-06     	|
on_fit_end                         	|  2.2462e-05     	|1              	|  2.2462e-05     	|  1.2251e-06     	|
on_validation_epoch_end            	|  1.7863e-05     	|1              	|  1.7863e-05     	|  9.7424e-07     	|
on_fit_start                       	|  1.5389e-05     	|1              	|  1.5389e-05     	|  8.3931e-07     	|
prepare_data                       	|  6.1764e-06     	|2              	|  1.2353e-05     	|  6.7372e-07     	|
on_val_dataloader                  	|  6.1471e-06     	|2              	|  1.2294e-05     	|  6.7052e-07     	|
configure_sharded_model            	|  5.7759e-06     	|2              	|  1.1552e-05     	|  6.3004e-07     	|
configure_callbacks                	|  5.6506e-06     	|2              	|  1.1301e-05     	|  6.1636e-07     	|
on_pretrain_routine_end            	|  1.0339e-05     	|1              	|  1.0339e-05     	|  5.6389e-07     	|
on_validation_epoch_start          	|  9.7679e-06     	|1              	|  9.7679e-06     	|  5.3274e-07     	|
on_train_dataloader                	|  4.068e-06      	|1              	|  4.068e-06      	|  2.2187e-07     	|
