VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  565.87         	|  100 %          	|
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run_training_epoch                 	|  1.0172         	|500            	|  508.6          	|  89.88          	|
run_training_batch                 	|  0.33412        	|1000           	|  334.12         	|  59.045         	|
optimizer_step_with_closure_0      	|  0.33141        	|1000           	|  331.41         	|  58.566         	|
training_step_and_backward         	|  0.24876        	|1000           	|  248.76         	|  43.961         	|
model_forward                      	|  0.15479        	|1000           	|  154.79         	|  27.355         	|
training_step                      	|  0.15462        	|1000           	|  154.62         	|  27.325         	|
backward                           	|  0.092559       	|1000           	|  92.559         	|  16.357         	|
get_train_batch                    	|  0.030666       	|1500           	|  45.998         	|  8.1288         	|
fetch_next_train_batch             	|  0.030632       	|1500           	|  45.948         	|  8.1198         	|
run_validate_evaluation            	|  12.393         	|1              	|  12.393         	|  2.19           	|
evaluation_step_and_end            	|  0.24788        	|48             	|  11.898         	|  2.1026         	|
validation_step                    	|  0.24782        	|48             	|  11.896         	|  2.1022         	|
zero_grad                          	|  0.0013761      	|1000           	|  1.3761         	|  0.24318        	|
on_train_batch_end                 	|  0.0012991      	|1000           	|  1.2991         	|  0.22957        	|
training_batch_to_device           	|  0.00062304     	|1000           	|  0.62304        	|  0.1101         	|
get_validate_batch                 	|  0.0045156      	|49             	|  0.22126        	|  0.039101       	|
fetch_next_validate_batch          	|  0.004501       	|49             	|  0.22055        	|  0.038975       	|
on_train_epoch_start               	|  0.00027402     	|500            	|  0.13701        	|  0.024212       	|
on_train_epoch_end                 	|  0.00025767     	|500            	|  0.12884        	|  0.022768       	|
on_train_batch_start               	|  0.00010605     	|1000           	|  0.10605        	|  0.018741       	|
on_batch_start                     	|  3.705e-05      	|1000           	|  0.03705        	|  0.0065474      	|
on_train_end                       	|  0.023737       	|1              	|  0.023737       	|  0.0041947      	|
on_pretrain_routine_start          	|  0.021969       	|1              	|  0.021969       	|  0.0038823      	|
on_before_zero_grad                	|  2.1187e-05     	|1000           	|  0.021187       	|  0.0037442      	|
on_batch_end                       	|  1.3263e-05     	|1000           	|  0.013263       	|  0.0023438      	|
on_before_backward                 	|  1.2268e-05     	|1000           	|  0.012268       	|  0.002168       	|
on_before_optimizer_step           	|  1.2151e-05     	|1000           	|  0.012151       	|  0.0021474      	|
on_after_backward                  	|  1.1848e-05     	|1000           	|  0.011848       	|  0.0020937      	|
evaluation_batch_to_device         	|  0.00020947     	|48             	|  0.010055       	|  0.0017769      	|
configure_optimizers               	|  0.0085265      	|1              	|  0.0085265      	|  0.0015068      	|
training_step_end                  	|  8.0193e-06     	|1000           	|  0.0080193      	|  0.0014172      	|
on_epoch_end                       	|  1.0823e-05     	|501            	|  0.0054221      	|  0.00095818     	|
on_epoch_start                     	|  1.0443e-05     	|501            	|  0.005232       	|  0.0009246      	|
on_validation_model_eval           	|  0.0045461      	|1              	|  0.0045461      	|  0.00080338     	|
on_validation_batch_end            	|  2.0032e-05     	|48             	|  0.00096152     	|  0.00016992     	|
on_train_start                     	|  0.00074281     	|1              	|  0.00074281     	|  0.00013127     	|
on_validation_batch_start          	|  1.0865e-05     	|48             	|  0.00052153     	|  9.2164e-05     	|
on_validation_start                	|  0.00031842     	|1              	|  0.00031842     	|  5.627e-05      	|
validation_step_end                	|  4.7856e-06     	|48             	|  0.00022971     	|  4.0594e-05     	|
on_validation_end                  	|  0.00011674     	|1              	|  0.00011674     	|  2.063e-05      	|
on_before_accelerator_backend_setup	|  1.848e-05      	|2              	|  3.6959e-05     	|  6.5314e-06     	|
teardown                           	|  1.5804e-05     	|2              	|  3.1609e-05     	|  5.5859e-06     	|
on_configure_sharded_model         	|  1.3866e-05     	|2              	|  2.7732e-05     	|  4.9007e-06     	|
setup                              	|  1.3065e-05     	|2              	|  2.6129e-05     	|  4.6175e-06     	|
on_fit_end                         	|  2.5407e-05     	|1              	|  2.5407e-05     	|  4.4899e-06     	|
on_validation_epoch_end            	|  1.6731e-05     	|1              	|  1.6731e-05     	|  2.9567e-06     	|
on_fit_start                       	|  1.6561e-05     	|1              	|  1.6561e-05     	|  2.9266e-06     	|
prepare_data                       	|  6.4725e-06     	|2              	|  1.2945e-05     	|  2.2876e-06     	|
on_val_dataloader                  	|  5.906e-06      	|2              	|  1.1812e-05     	|  2.0874e-06     	|
on_pretrain_routine_end            	|  1.035e-05      	|1              	|  1.035e-05      	|  1.829e-06      	|
configure_sharded_model            	|  5.1394e-06     	|2              	|  1.0279e-05     	|  1.8165e-06     	|
on_validation_epoch_start          	|  1.0038e-05     	|1              	|  1.0038e-05     	|  1.7739e-06     	|
configure_callbacks                	|  4.784e-06      	|2              	|  9.5681e-06     	|  1.6909e-06     	|
on_train_dataloader                	|  4.168e-06      	|1              	|  4.168e-06      	|  7.3657e-07     	|
