VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  657.4          	|  100 %          	|
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run_training_epoch                 	|  3.6308         	|167            	|  606.35         	|  92.235         	|
run_training_batch                 	|  0.24386        	|1000           	|  243.86         	|  37.095         	|
optimizer_step_with_closure_0      	|  0.24169        	|1000           	|  241.69         	|  36.765         	|
training_step_and_backward         	|  0.1818         	|1000           	|  181.8          	|  27.654         	|
model_forward                      	|  0.094778       	|1000           	|  94.778         	|  14.417         	|
training_step                      	|  0.094551       	|1000           	|  94.551         	|  14.383         	|
backward                           	|  0.085707       	|1000           	|  85.707         	|  13.037         	|
get_train_batch                    	|  0.066304       	|1167           	|  77.377         	|  11.77          	|
fetch_next_train_batch             	|  0.066277       	|1167           	|  77.345         	|  11.765         	|
run_validate_evaluation            	|  16.717         	|1              	|  16.717         	|  2.5428         	|
evaluation_step_and_end            	|  0.1073         	|125            	|  13.412         	|  2.0402         	|
validation_step                    	|  0.10722        	|125            	|  13.403         	|  2.0388         	|
on_train_batch_end                 	|  0.001633       	|1000           	|  1.633          	|  0.2484         	|
zero_grad                          	|  0.0012845      	|1000           	|  1.2845         	|  0.19539        	|
get_validate_batch                 	|  0.0067299      	|126            	|  0.84796        	|  0.12899        	|
fetch_next_validate_batch          	|  0.0067109      	|126            	|  0.84557        	|  0.12862        	|
training_batch_to_device           	|  0.00040331     	|1000           	|  0.40331        	|  0.061349       	|
on_train_batch_start               	|  9.4289e-05     	|1000           	|  0.094289       	|  0.014343       	|
on_train_epoch_start               	|  0.00031785     	|167            	|  0.053081       	|  0.0080744      	|
on_train_epoch_end                 	|  0.00031184     	|167            	|  0.052077       	|  0.0079217      	|
on_train_end                       	|  0.043767       	|1              	|  0.043767       	|  0.0066576      	|
evaluation_batch_to_device         	|  0.00025855     	|125            	|  0.032318       	|  0.0049161      	|
on_batch_start                     	|  2.8758e-05     	|1000           	|  0.028758       	|  0.0043745      	|
on_pretrain_routine_start          	|  0.021455       	|1              	|  0.021455       	|  0.0032635      	|
on_after_backward                  	|  1.8359e-05     	|1000           	|  0.018359       	|  0.0027927      	|
on_before_zero_grad                	|  1.6021e-05     	|1000           	|  0.016021       	|  0.002437       	|
on_batch_end                       	|  1.4905e-05     	|1000           	|  0.014905       	|  0.0022673      	|
on_before_optimizer_step           	|  1.2292e-05     	|1000           	|  0.012292       	|  0.0018698      	|
on_before_backward                 	|  1.1355e-05     	|1000           	|  0.011355       	|  0.0017272      	|
configure_optimizers               	|  0.010506       	|1              	|  0.010506       	|  0.0015981      	|
training_step_end                  	|  6.5712e-06     	|1000           	|  0.0065712      	|  0.00099958     	|
on_validation_model_eval           	|  0.004501       	|1              	|  0.004501       	|  0.00068467     	|
on_validation_batch_end            	|  2.9319e-05     	|125            	|  0.0036649      	|  0.00055749     	|
on_epoch_end                       	|  1.0976e-05     	|168            	|  0.001844       	|  0.0002805      	|
on_epoch_start                     	|  1.0675e-05     	|168            	|  0.0017935      	|  0.00027281     	|
on_validation_batch_start          	|  1.3461e-05     	|125            	|  0.0016826      	|  0.00025594     	|
on_train_start                     	|  0.0016211      	|1              	|  0.0016211      	|  0.0002466      	|
validation_step_end                	|  6.785e-06      	|125            	|  0.00084812     	|  0.00012901     	|
on_validation_start                	|  0.00065911     	|1              	|  0.00065911     	|  0.00010026     	|
on_validation_end                  	|  0.00027811     	|1              	|  0.00027811     	|  4.2305e-05     	|
on_before_accelerator_backend_setup	|  2.4904e-05     	|2              	|  4.9807e-05     	|  7.5764e-06     	|
on_fit_start                       	|  4.5409e-05     	|1              	|  4.5409e-05     	|  6.9074e-06     	|
on_configure_sharded_model         	|  2.1559e-05     	|2              	|  4.3118e-05     	|  6.5589e-06     	|
teardown                           	|  2.1538e-05     	|2              	|  4.3076e-05     	|  6.5524e-06     	|
setup                              	|  2.1269e-05     	|2              	|  4.2537e-05     	|  6.4705e-06     	|
on_validation_epoch_end            	|  2.9324e-05     	|1              	|  2.9324e-05     	|  4.4605e-06     	|
on_val_dataloader                  	|  1.3886e-05     	|2              	|  2.7772e-05     	|  4.2245e-06     	|
on_fit_end                         	|  2.6919e-05     	|1              	|  2.6919e-05     	|  4.0948e-06     	|
configure_callbacks                	|  9.5759e-06     	|2              	|  1.9152e-05     	|  2.9133e-06     	|
configure_sharded_model            	|  7.268e-06      	|2              	|  1.4536e-05     	|  2.2111e-06     	|
prepare_data                       	|  7.1516e-06     	|2              	|  1.4303e-05     	|  2.1757e-06     	|
on_pretrain_routine_end            	|  1.2295e-05     	|1              	|  1.2295e-05     	|  1.8703e-06     	|
on_validation_epoch_start          	|  1.1167e-05     	|1              	|  1.1167e-05     	|  1.6986e-06     	|
on_train_dataloader                	|  7.0129e-06     	|1              	|  7.0129e-06     	|  1.0668e-06     	|
