VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  649.84         	|  100 %          	|
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run_training_epoch                 	|  3.5918         	|167            	|  599.82         	|  92.303         	|
run_training_batch                 	|  0.24526        	|1000           	|  245.26         	|  37.742         	|
optimizer_step_with_closure_0      	|  0.24302        	|1000           	|  243.02         	|  37.396         	|
training_step_and_backward         	|  0.18282        	|1000           	|  182.82         	|  28.134         	|
model_forward                      	|  0.094622       	|1000           	|  94.622         	|  14.561         	|
training_step                      	|  0.094433       	|1000           	|  94.433         	|  14.532         	|
backward                           	|  0.086886       	|1000           	|  86.886         	|  13.37          	|
get_train_batch                    	|  0.063652       	|1167           	|  74.281         	|  11.431         	|
fetch_next_train_batch             	|  0.063623       	|1167           	|  74.248         	|  11.426         	|
run_validate_evaluation            	|  16.668         	|1              	|  16.668         	|  2.565          	|
evaluation_step_and_end            	|  0.10681        	|125            	|  13.351         	|  2.0545         	|
validation_step                    	|  0.10673        	|125            	|  13.342         	|  2.0531         	|
on_train_batch_end                 	|  0.0016252      	|1000           	|  1.6252         	|  0.25009        	|
zero_grad                          	|  0.0012871      	|1000           	|  1.2871         	|  0.19807        	|
get_validate_batch                 	|  0.0073239      	|126            	|  0.92281        	|  0.14201        	|
fetch_next_validate_batch          	|  0.0073049      	|126            	|  0.92042        	|  0.14164        	|
training_batch_to_device           	|  0.00034448     	|1000           	|  0.34448        	|  0.053011       	|
on_train_batch_start               	|  9.5576e-05     	|1000           	|  0.095576       	|  0.014708       	|
on_train_epoch_end                 	|  0.00034035     	|167            	|  0.056838       	|  0.0087465      	|
on_train_end                       	|  0.053795       	|1              	|  0.053795       	|  0.0082782      	|
on_train_epoch_start               	|  0.00031819     	|167            	|  0.053138       	|  0.0081771      	|
on_batch_start                     	|  2.7297e-05     	|1000           	|  0.027297       	|  0.0042006      	|
evaluation_batch_to_device         	|  0.00021342     	|125            	|  0.026677       	|  0.0041051      	|
on_pretrain_routine_start          	|  0.021732       	|1              	|  0.021732       	|  0.0033442      	|
on_after_backward                  	|  1.8064e-05     	|1000           	|  0.018064       	|  0.0027797      	|
on_before_zero_grad                	|  1.6684e-05     	|1000           	|  0.016684       	|  0.0025674      	|
on_batch_end                       	|  1.461e-05      	|1000           	|  0.01461        	|  0.0022483      	|
configure_optimizers               	|  0.011839       	|1              	|  0.011839       	|  0.0018219      	|
on_before_optimizer_step           	|  1.175e-05      	|1000           	|  0.01175        	|  0.0018081      	|
on_before_backward                 	|  1.1434e-05     	|1000           	|  0.011434       	|  0.0017595      	|
training_step_end                  	|  6.616e-06      	|1000           	|  0.006616       	|  0.0010181      	|
on_validation_model_eval           	|  0.0039107      	|1              	|  0.0039107      	|  0.0006018      	|
on_validation_batch_end            	|  2.7648e-05     	|125            	|  0.0034559      	|  0.00053181     	|
on_train_start                     	|  0.001965       	|1              	|  0.001965       	|  0.00030238     	|
on_epoch_start                     	|  1.1168e-05     	|168            	|  0.0018761      	|  0.00028871     	|
on_epoch_end                       	|  1.07e-05       	|168            	|  0.0017976      	|  0.00027662     	|
on_validation_batch_start          	|  1.2537e-05     	|125            	|  0.0015671      	|  0.00024115     	|
validation_step_end                	|  6.2199e-06     	|125            	|  0.00077749     	|  0.00011964     	|
on_validation_start                	|  0.00049523     	|1              	|  0.00049523     	|  7.6208e-05     	|
on_validation_end                  	|  0.00022119     	|1              	|  0.00022119     	|  3.4037e-05     	|
teardown                           	|  3.6581e-05     	|2              	|  7.3163e-05     	|  1.1259e-05     	|
on_fit_end                         	|  6.278e-05      	|1              	|  6.278e-05      	|  9.6609e-06     	|
on_before_accelerator_backend_setup	|  3.1133e-05     	|2              	|  6.2266e-05     	|  9.5818e-06     	|
on_configure_sharded_model         	|  2.4552e-05     	|2              	|  4.9105e-05     	|  7.5564e-06     	|
on_fit_start                       	|  4.7887e-05     	|1              	|  4.7887e-05     	|  7.369e-06      	|
setup                              	|  2.1148e-05     	|2              	|  4.2295e-05     	|  6.5085e-06     	|
on_validation_epoch_end            	|  2.9059e-05     	|1              	|  2.9059e-05     	|  4.4717e-06     	|
configure_callbacks                	|  1.4411e-05     	|2              	|  2.8823e-05     	|  4.4353e-06     	|
on_val_dataloader                  	|  7.9302e-06     	|2              	|  1.586e-05      	|  2.4407e-06     	|
prepare_data                       	|  7.2978e-06     	|2              	|  1.4596e-05     	|  2.246e-06      	|
configure_sharded_model            	|  6.9086e-06     	|2              	|  1.3817e-05     	|  2.1262e-06     	|
on_pretrain_routine_end            	|  1.2703e-05     	|1              	|  1.2703e-05     	|  1.9548e-06     	|
on_validation_epoch_start          	|  1.0559e-05     	|1              	|  1.0559e-05     	|  1.6249e-06     	|
on_train_dataloader                	|  6.3926e-06     	|1              	|  6.3926e-06     	|  9.8372e-07     	|
