VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  633.7          	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  1.0401         	|500            	|  520.06         	|  82.068         	|
run_training_batch                 	|  0.36885        	|1000           	|  368.85         	|  58.206         	|
optimizer_step_with_closure_0      	|  0.36614        	|1000           	|  366.14         	|  57.778         	|
training_step_and_backward         	|  0.27671        	|1000           	|  276.71         	|  43.666         	|
model_forward                      	|  0.16947        	|1000           	|  169.47         	|  26.743         	|
training_step                      	|  0.1693         	|1000           	|  169.3          	|  26.717         	|
backward                           	|  0.10585        	|1000           	|  105.85         	|  16.704         	|
run_validate_evaluation            	|  70.374         	|1              	|  70.374         	|  11.105         	|
evaluation_step_and_end            	|  0.21964        	|313            	|  68.747         	|  10.849         	|
validation_step                    	|  0.21959        	|313            	|  68.731         	|  10.846         	|
get_train_batch                    	|  0.029001       	|1500           	|  43.502         	|  6.8647         	|
fetch_next_train_batch             	|  0.028968       	|1500           	|  43.452         	|  6.8569         	|
zero_grad                          	|  0.0013539      	|1000           	|  1.3539         	|  0.21365        	|
on_train_batch_end                 	|  0.0013315      	|1000           	|  1.3315         	|  0.21012        	|
training_batch_to_device           	|  0.00059549     	|1000           	|  0.59549        	|  0.09397        	|
get_validate_batch                 	|  0.0018092      	|314            	|  0.5681         	|  0.089649       	|
fetch_next_validate_batch          	|  0.0017953      	|314            	|  0.56371        	|  0.088956       	|
on_train_epoch_start               	|  0.00027495     	|500            	|  0.13747        	|  0.021694       	|
on_train_epoch_end                 	|  0.00027442     	|500            	|  0.13721        	|  0.021652       	|
on_train_batch_start               	|  0.00010753     	|1000           	|  0.10753        	|  0.016969       	|
evaluation_batch_to_device         	|  0.00022334     	|313            	|  0.069905       	|  0.011031       	|
on_batch_start                     	|  3.3882e-05     	|1000           	|  0.033882       	|  0.0053468      	|
on_train_end                       	|  0.024081       	|1              	|  0.024081       	|  0.0038001      	|
on_pretrain_routine_start          	|  0.022818       	|1              	|  0.022818       	|  0.0036007      	|
on_before_zero_grad                	|  2.1151e-05     	|1000           	|  0.021151       	|  0.0033377      	|
on_batch_end                       	|  1.423e-05      	|1000           	|  0.01423        	|  0.0022456      	|
on_before_optimizer_step           	|  1.2955e-05     	|1000           	|  0.012955       	|  0.0020443      	|
on_after_backward                  	|  1.1497e-05     	|1000           	|  0.011497       	|  0.0018143      	|
on_before_backward                 	|  1.11e-05       	|1000           	|  0.0111         	|  0.0017517      	|
configure_optimizers               	|  0.0082586      	|1              	|  0.0082586      	|  0.0013032      	|
training_step_end                  	|  7.7768e-06     	|1000           	|  0.0077768      	|  0.0012272      	|
on_validation_batch_end            	|  1.8683e-05     	|313            	|  0.0058476      	|  0.00092278     	|
on_epoch_end                       	|  1.0875e-05     	|501            	|  0.0054483      	|  0.00085976     	|
on_epoch_start                     	|  1.0717e-05     	|501            	|  0.0053692      	|  0.00084729     	|
on_validation_model_eval           	|  0.0042408      	|1              	|  0.0042408      	|  0.00066921     	|
on_validation_batch_start          	|  9.9635e-06     	|313            	|  0.0031186      	|  0.00049212     	|
validation_step_end                	|  4.8442e-06     	|313            	|  0.0015162      	|  0.00023927     	|
on_train_start                     	|  0.00072581     	|1              	|  0.00072581     	|  0.00011454     	|
on_validation_start                	|  0.00033167     	|1              	|  0.00033167     	|  5.2339e-05     	|
on_validation_end                  	|  0.00010686     	|1              	|  0.00010686     	|  1.6863e-05     	|
on_before_accelerator_backend_setup	|  1.8164e-05     	|2              	|  3.6328e-05     	|  5.7327e-06     	|
teardown                           	|  1.6706e-05     	|2              	|  3.3413e-05     	|  5.2727e-06     	|
on_validation_epoch_end            	|  3.2961e-05     	|1              	|  3.2961e-05     	|  5.2014e-06     	|
setup                              	|  1.5069e-05     	|2              	|  3.0137e-05     	|  4.7557e-06     	|
on_configure_sharded_model         	|  1.3766e-05     	|2              	|  2.7531e-05     	|  4.3445e-06     	|
on_fit_end                         	|  2.5548e-05     	|1              	|  2.5548e-05     	|  4.0316e-06     	|
on_fit_start                       	|  1.571e-05      	|1              	|  1.571e-05      	|  2.4791e-06     	|
on_val_dataloader                  	|  6.497e-06      	|2              	|  1.2994e-05     	|  2.0505e-06     	|
prepare_data                       	|  5.8511e-06     	|2              	|  1.1702e-05     	|  1.8466e-06     	|
on_pretrain_routine_end            	|  1.0239e-05     	|1              	|  1.0239e-05     	|  1.6158e-06     	|
configure_callbacks                	|  5.085e-06      	|2              	|  1.017e-05      	|  1.6049e-06     	|
configure_sharded_model            	|  4.9345e-06     	|2              	|  9.869e-06      	|  1.5574e-06     	|
on_validation_epoch_start          	|  9.799e-06      	|1              	|  9.799e-06      	|  1.5463e-06     	|
on_train_dataloader                	|  4.1181e-06     	|1              	|  4.1181e-06     	|  6.4985e-07     	|
