VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  570.44         	|  100 %          	|
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run_training_epoch                 	|  0.91392        	|500            	|  456.96         	|  80.107         	|
run_training_batch                 	|  0.30617        	|1000           	|  306.17         	|  53.673         	|
optimizer_step_with_closure_0      	|  0.30351        	|1000           	|  303.51         	|  53.206         	|
training_step_and_backward         	|  0.22883        	|1000           	|  228.83         	|  40.115         	|
model_forward                      	|  0.14181        	|1000           	|  141.81         	|  24.86          	|
training_step                      	|  0.14164        	|1000           	|  141.64         	|  24.83          	|
backward                           	|  0.085612       	|1000           	|  85.612         	|  15.008         	|
run_validate_evaluation            	|  70.473         	|1              	|  70.473         	|  12.354         	|
evaluation_step_and_end            	|  0.22016        	|313            	|  68.91          	|  12.08          	|
validation_step                    	|  0.22011        	|313            	|  68.894         	|  12.077         	|
get_train_batch                    	|  0.028756       	|1500           	|  43.134         	|  7.5616         	|
fetch_next_train_batch             	|  0.028722       	|1500           	|  43.083         	|  7.5526         	|
zero_grad                          	|  0.001379       	|1000           	|  1.379          	|  0.24175        	|
on_train_batch_end                 	|  0.0013125      	|1000           	|  1.3125         	|  0.23009        	|
training_batch_to_device           	|  0.00059709     	|1000           	|  0.59709        	|  0.10467        	|
get_validate_batch                 	|  0.0018224      	|314            	|  0.57222        	|  0.10031        	|
fetch_next_validate_batch          	|  0.0018083      	|314            	|  0.5678         	|  0.099538       	|
on_train_epoch_start               	|  0.00028131     	|500            	|  0.14065        	|  0.024657       	|
on_train_epoch_end                 	|  0.00026499     	|500            	|  0.1325         	|  0.023227       	|
on_train_batch_start               	|  0.00010845     	|1000           	|  0.10845        	|  0.019011       	|
evaluation_batch_to_device         	|  0.00022239     	|313            	|  0.069607       	|  0.012202       	|
on_batch_start                     	|  3.8366e-05     	|1000           	|  0.038366       	|  0.0067258      	|
on_train_end                       	|  0.023799       	|1              	|  0.023799       	|  0.004172       	|
on_pretrain_routine_start          	|  0.023029       	|1              	|  0.023029       	|  0.0040371      	|
on_before_zero_grad                	|  2.0462e-05     	|1000           	|  0.020462       	|  0.0035871      	|
on_batch_end                       	|  1.4076e-05     	|1000           	|  0.014076       	|  0.0024677      	|
on_before_optimizer_step           	|  1.254e-05      	|1000           	|  0.01254        	|  0.0021984      	|
on_after_backward                  	|  1.1535e-05     	|1000           	|  0.011535       	|  0.0020221      	|
on_before_backward                 	|  1.0716e-05     	|1000           	|  0.010716       	|  0.0018785      	|
configure_optimizers               	|  0.0082063      	|1              	|  0.0082063      	|  0.0014386      	|
training_step_end                  	|  7.2174e-06     	|1000           	|  0.0072174      	|  0.0012652      	|
on_validation_batch_end            	|  1.9465e-05     	|313            	|  0.0060926      	|  0.0010681      	|
on_epoch_start                     	|  1.0747e-05     	|501            	|  0.0053841      	|  0.00094385     	|
on_epoch_end                       	|  1.038e-05      	|501            	|  0.0052004      	|  0.00091165     	|
on_validation_model_eval           	|  0.0039218      	|1              	|  0.0039218      	|  0.00068751     	|
on_validation_batch_start          	|  9.8952e-06     	|313            	|  0.0030972      	|  0.00054295     	|
validation_step_end                	|  4.7389e-06     	|313            	|  0.0014833      	|  0.00026003     	|
on_train_start                     	|  0.00072065     	|1              	|  0.00072065     	|  0.00012633     	|
on_validation_start                	|  0.00032331     	|1              	|  0.00032331     	|  5.6677e-05     	|
on_validation_end                  	|  0.00010439     	|1              	|  0.00010439     	|  1.8299e-05     	|
on_before_accelerator_backend_setup	|  1.8484e-05     	|2              	|  3.6969e-05     	|  6.4808e-06     	|
teardown                           	|  1.6055e-05     	|2              	|  3.211e-05      	|  5.629e-06      	|
on_validation_epoch_end            	|  3.1249e-05     	|1              	|  3.1249e-05     	|  5.4781e-06     	|
setup                              	|  1.4392e-05     	|2              	|  2.8784e-05     	|  5.046e-06      	|
on_configure_sharded_model         	|  1.4318e-05     	|2              	|  2.8635e-05     	|  5.0198e-06     	|
on_fit_end                         	|  2.3063e-05     	|1              	|  2.3063e-05     	|  4.043e-06      	|
on_fit_start                       	|  1.5398e-05     	|1              	|  1.5398e-05     	|  2.6993e-06     	|
on_val_dataloader                  	|  5.846e-06      	|2              	|  1.1692e-05     	|  2.0497e-06     	|
prepare_data                       	|  5.6655e-06     	|2              	|  1.1331e-05     	|  1.9864e-06     	|
configure_sharded_model            	|  5.0345e-06     	|2              	|  1.0069e-05     	|  1.7651e-06     	|
on_pretrain_routine_end            	|  9.648e-06      	|1              	|  9.648e-06      	|  1.6913e-06     	|
on_validation_epoch_start          	|  9.377e-06      	|1              	|  9.377e-06      	|  1.6438e-06     	|
configure_callbacks                	|  4.5229e-06     	|2              	|  9.0458e-06     	|  1.5858e-06     	|
on_train_dataloader                	|  4.087e-06      	|1              	|  4.087e-06      	|  7.1647e-07     	|
