VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1264.0         	|  100 %          	|
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run_training_epoch                 	|  2.4522         	|500            	|  1226.1         	|  97.002         	|
run_training_batch                 	|  0.27312        	|1000           	|  273.12         	|  21.608         	|
optimizer_step_with_closure_0      	|  0.26976        	|1000           	|  269.76         	|  21.342         	|
training_step_and_backward         	|  0.20605        	|1000           	|  206.05         	|  16.302         	|
get_train_batch                    	|  0.099699       	|1500           	|  149.55         	|  11.832         	|
fetch_next_train_batch             	|  0.099661       	|1500           	|  149.49         	|  11.827         	|
model_forward                      	|  0.10548        	|1000           	|  105.48         	|  8.3454         	|
training_step                      	|  0.10524        	|1000           	|  105.24         	|  8.3262         	|
backward                           	|  0.099096       	|1000           	|  99.096         	|  7.8401         	|
run_validate_evaluation            	|  7.6638         	|1              	|  7.6638         	|  0.60633        	|
evaluation_step_and_end            	|  0.10185        	|48             	|  4.8888         	|  0.38679        	|
validation_step                    	|  0.10174        	|48             	|  4.8836         	|  0.38637        	|
on_train_batch_end                 	|  0.0022256      	|1000           	|  2.2256         	|  0.17608        	|
zero_grad                          	|  0.0014256      	|1000           	|  1.4256         	|  0.11279        	|
get_validate_batch                 	|  0.01502        	|49             	|  0.73598        	|  0.058228       	|
fetch_next_validate_batch          	|  0.014997       	|49             	|  0.73485        	|  0.058139       	|
training_batch_to_device           	|  0.00060205     	|1000           	|  0.60205        	|  0.047632       	|
on_train_epoch_end                 	|  0.00032256     	|500            	|  0.16128        	|  0.01276        	|
on_train_epoch_start               	|  0.00031296     	|500            	|  0.15648        	|  0.01238        	|
on_train_batch_start               	|  0.00010862     	|1000           	|  0.10862        	|  0.0085938      	|
on_train_end                       	|  0.05376        	|1              	|  0.05376        	|  0.0042533      	|
on_batch_start                     	|  4.6106e-05     	|1000           	|  0.046106       	|  0.0036477      	|
on_after_backward                  	|  2.6681e-05     	|1000           	|  0.026681       	|  0.0021109      	|
on_pretrain_routine_start          	|  0.02595        	|1              	|  0.02595        	|  0.0020531      	|
on_before_zero_grad                	|  2.5326e-05     	|1000           	|  0.025326       	|  0.0020037      	|
configure_optimizers               	|  0.018857       	|1              	|  0.018857       	|  0.0014919      	|
on_before_optimizer_step           	|  1.6321e-05     	|1000           	|  0.016321       	|  0.0012912      	|
on_before_backward                 	|  1.6255e-05     	|1000           	|  0.016255       	|  0.001286       	|
on_batch_end                       	|  1.6008e-05     	|1000           	|  0.016008       	|  0.0012665      	|
evaluation_batch_to_device         	|  0.0002723      	|48             	|  0.01307        	|  0.0010341      	|
training_step_end                  	|  1.281e-05      	|1000           	|  0.01281        	|  0.0010135      	|
on_epoch_end                       	|  1.0994e-05     	|501            	|  0.005508       	|  0.00043577     	|
on_epoch_start                     	|  1.0859e-05     	|501            	|  0.0054405      	|  0.00043043     	|
on_validation_model_eval           	|  0.0047077      	|1              	|  0.0047077      	|  0.00037245     	|
on_validation_batch_end            	|  4.0397e-05     	|48             	|  0.0019391      	|  0.00015341     	|
on_train_start                     	|  0.001189       	|1              	|  0.001189       	|  9.4066e-05     	|
on_validation_batch_start          	|  2.0552e-05     	|48             	|  0.00098648     	|  7.8046e-05     	|
on_validation_start                	|  0.00060776     	|1              	|  0.00060776     	|  4.8083e-05     	|
validation_step_end                	|  9.9445e-06     	|48             	|  0.00047733     	|  3.7765e-05     	|
on_validation_end                  	|  0.00012805     	|1              	|  0.00012805     	|  1.0131e-05     	|
on_fit_start                       	|  8.698e-05      	|1              	|  8.698e-05      	|  6.8815e-06     	|
on_before_accelerator_backend_setup	|  2.6904e-05     	|2              	|  5.3808e-05     	|  4.2571e-06     	|
teardown                           	|  2.5917e-05     	|2              	|  5.1834e-05     	|  4.1009e-06     	|
on_configure_sharded_model         	|  2.3512e-05     	|2              	|  4.7024e-05     	|  3.7204e-06     	|
setup                              	|  2.1902e-05     	|2              	|  4.3804e-05     	|  3.4656e-06     	|
on_fit_end                         	|  3.1089e-05     	|1              	|  3.1089e-05     	|  2.4597e-06     	|
on_val_dataloader                  	|  1.489e-05      	|2              	|  2.978e-05      	|  2.3561e-06     	|
on_validation_epoch_end            	|  2.807e-05      	|1              	|  2.807e-05      	|  2.2208e-06     	|
prepare_data                       	|  8.4192e-06     	|2              	|  1.6838e-05     	|  1.3322e-06     	|
configure_sharded_model            	|  6.8126e-06     	|2              	|  1.3625e-05     	|  1.078e-06      	|
configure_callbacks                	|  6.7651e-06     	|2              	|  1.353e-05      	|  1.0705e-06     	|
on_pretrain_routine_end            	|  1.2541e-05     	|1              	|  1.2541e-05     	|  9.9221e-07     	|
on_validation_epoch_start          	|  1.1975e-05     	|1              	|  1.1975e-05     	|  9.4741e-07     	|
on_train_dataloader                	|  8.1249e-06     	|1              	|  8.1249e-06     	|  6.4281e-07     	|
