VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  945.05         	|  100 %          	|
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run_training_epoch                 	|  5.3459         	|167            	|  892.76         	|  94.467         	|
run_training_batch                 	|  0.24884        	|1000           	|  248.84         	|  26.331         	|
optimizer_step_with_closure_0      	|  0.2467         	|1000           	|  246.7          	|  26.104         	|
training_step_and_backward         	|  0.18561        	|1000           	|  185.61         	|  19.64          	|
get_train_batch                    	|  0.093555       	|1167           	|  109.18         	|  11.553         	|
fetch_next_train_batch             	|  0.093528       	|1167           	|  109.15         	|  11.549         	|
model_forward                      	|  0.096774       	|1000           	|  96.774         	|  10.24          	|
training_step                      	|  0.096599       	|1000           	|  96.599         	|  10.222         	|
backward                           	|  0.087489       	|1000           	|  87.489         	|  9.2576         	|
run_validate_evaluation            	|  16.752         	|1              	|  16.752         	|  1.7726         	|
evaluation_step_and_end            	|  0.10764        	|125            	|  13.455         	|  1.4237         	|
validation_step                    	|  0.10757        	|125            	|  13.446         	|  1.4227         	|
on_train_batch_end                 	|  0.0016689      	|1000           	|  1.6689         	|  0.1766         	|
zero_grad                          	|  0.0013179      	|1000           	|  1.3179         	|  0.13945        	|
get_validate_batch                 	|  0.007264       	|126            	|  0.91526        	|  0.096848       	|
fetch_next_validate_batch          	|  0.0072459      	|126            	|  0.91298        	|  0.096606       	|
training_batch_to_device           	|  0.00034339     	|1000           	|  0.34339        	|  0.036336       	|
configure_optimizers               	|  0.10619        	|1              	|  0.10619        	|  0.011236       	|
on_train_batch_start               	|  9.8637e-05     	|1000           	|  0.098637       	|  0.010437       	|
on_train_epoch_start               	|  0.0003211      	|167            	|  0.053623       	|  0.0056741      	|
on_train_epoch_end                 	|  0.00031139     	|167            	|  0.052002       	|  0.0055025      	|
on_train_end                       	|  0.045848       	|1              	|  0.045848       	|  0.0048514      	|
evaluation_batch_to_device         	|  0.00023327     	|125            	|  0.029158       	|  0.0030854      	|
on_batch_start                     	|  2.8297e-05     	|1000           	|  0.028297       	|  0.0029943      	|
on_pretrain_routine_start          	|  0.022342       	|1              	|  0.022342       	|  0.0023641      	|
on_after_backward                  	|  1.9022e-05     	|1000           	|  0.019022       	|  0.0020128      	|
on_before_zero_grad                	|  1.7174e-05     	|1000           	|  0.017174       	|  0.0018172      	|
on_batch_end                       	|  1.4924e-05     	|1000           	|  0.014924       	|  0.0015792      	|
on_before_optimizer_step           	|  1.2117e-05     	|1000           	|  0.012117       	|  0.0012821      	|
on_before_backward                 	|  1.1621e-05     	|1000           	|  0.011621       	|  0.0012297      	|
training_step_end                  	|  6.8494e-06     	|1000           	|  0.0068494      	|  0.00072477     	|
on_validation_model_eval           	|  0.0047215      	|1              	|  0.0047215      	|  0.0004996      	|
on_validation_batch_end            	|  2.7425e-05     	|125            	|  0.0034281      	|  0.00036275     	|
on_epoch_start                     	|  1.1235e-05     	|168            	|  0.0018875      	|  0.00019973     	|
on_epoch_end                       	|  1.0763e-05     	|168            	|  0.0018081      	|  0.00019133     	|
on_train_start                     	|  0.0017583      	|1              	|  0.0017583      	|  0.00018605     	|
on_validation_batch_start          	|  1.2662e-05     	|125            	|  0.0015828      	|  0.00016748     	|
validation_step_end                	|  6.3688e-06     	|125            	|  0.00079609     	|  8.4238e-05     	|
on_validation_start                	|  0.00056143     	|1              	|  0.00056143     	|  5.9408e-05     	|
on_validation_end                  	|  0.00017032     	|1              	|  0.00017032     	|  1.8022e-05     	|
on_fit_end                         	|  6.9369e-05     	|1              	|  6.9369e-05     	|  7.3402e-06     	|
on_configure_sharded_model         	|  2.9781e-05     	|2              	|  5.9562e-05     	|  6.3025e-06     	|
setup                              	|  2.8551e-05     	|2              	|  5.7101e-05     	|  6.0421e-06     	|
on_before_accelerator_backend_setup	|  2.8276e-05     	|2              	|  5.6552e-05     	|  5.984e-06      	|
on_fit_start                       	|  4.4793e-05     	|1              	|  4.4793e-05     	|  4.7397e-06     	|
teardown                           	|  2.2328e-05     	|2              	|  4.4657e-05     	|  4.7253e-06     	|
on_validation_epoch_end            	|  3.5809e-05     	|1              	|  3.5809e-05     	|  3.7891e-06     	|
configure_callbacks                	|  1.7394e-05     	|2              	|  3.4789e-05     	|  3.6811e-06     	|
on_val_dataloader                  	|  1.3803e-05     	|2              	|  2.7606e-05     	|  2.9211e-06     	|
configure_sharded_model            	|  1.0372e-05     	|2              	|  2.0744e-05     	|  2.195e-06      	|
prepare_data                       	|  9.2741e-06     	|2              	|  1.8548e-05     	|  1.9627e-06     	|
on_pretrain_routine_end            	|  1.6056e-05     	|1              	|  1.6056e-05     	|  1.699e-06      	|
on_validation_epoch_start          	|  1.1699e-05     	|1              	|  1.1699e-05     	|  1.2379e-06     	|
on_train_dataloader                	|  8.2254e-06     	|1              	|  8.2254e-06     	|  8.7037e-07     	|
