VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1306.1         	|  100 %          	|
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run_training_epoch                 	|  2.4945         	|500            	|  1247.3         	|  95.494         	|
run_training_batch                 	|  0.24788        	|1000           	|  247.88         	|  18.978         	|
optimizer_step_with_closure_0      	|  0.24566        	|1000           	|  245.66         	|  18.808         	|
get_train_batch                    	|  0.13131        	|1500           	|  196.96         	|  15.08          	|
fetch_next_train_batch             	|  0.13127        	|1500           	|  196.91         	|  15.076         	|
training_step_and_backward         	|  0.18465        	|1000           	|  184.65         	|  14.137         	|
model_forward                      	|  0.097798       	|1000           	|  97.798         	|  7.4877         	|
training_step                      	|  0.097587       	|1000           	|  97.587         	|  7.4715         	|
backward                           	|  0.085436       	|1000           	|  85.436         	|  6.5412         	|
run_validate_evaluation            	|  30.056         	|1              	|  30.056         	|  2.3012         	|
evaluation_step_and_end            	|  0.083011       	|313            	|  25.982         	|  1.9893         	|
validation_step                    	|  0.082946       	|313            	|  25.962         	|  1.9877         	|
on_train_batch_end                 	|  0.0017203      	|1000           	|  1.7203         	|  0.13171        	|
zero_grad                          	|  0.0013794      	|1000           	|  1.3794         	|  0.10561        	|
get_validate_batch                 	|  0.0033819      	|314            	|  1.0619         	|  0.081304       	|
fetch_next_validate_batch          	|  0.0033653      	|314            	|  1.0567         	|  0.080904       	|
training_batch_to_device           	|  0.00064958     	|1000           	|  0.64958        	|  0.049734       	|
on_train_epoch_end                 	|  0.00030992     	|500            	|  0.15496        	|  0.011864       	|
on_train_epoch_start               	|  0.00030653     	|500            	|  0.15326        	|  0.011734       	|
on_train_batch_start               	|  0.0001087      	|1000           	|  0.1087         	|  0.0083225      	|
evaluation_batch_to_device         	|  0.00020014     	|313            	|  0.062643       	|  0.0047961      	|
on_batch_start                     	|  4.5281e-05     	|1000           	|  0.045281       	|  0.0034668      	|
on_train_end                       	|  0.042125       	|1              	|  0.042125       	|  0.0032252      	|
on_pretrain_routine_start          	|  0.021941       	|1              	|  0.021941       	|  0.0016799      	|
on_after_backward                  	|  2.0368e-05     	|1000           	|  0.020368       	|  0.0015594      	|
on_before_zero_grad                	|  2.0241e-05     	|1000           	|  0.020241       	|  0.0015497      	|
on_batch_end                       	|  1.697e-05      	|1000           	|  0.01697        	|  0.0012992      	|
on_before_optimizer_step           	|  1.3374e-05     	|1000           	|  0.013374       	|  0.0010239      	|
on_before_backward                 	|  1.2436e-05     	|1000           	|  0.012436       	|  0.00095216     	|
configure_optimizers               	|  0.010299       	|1              	|  0.010299       	|  0.00078851     	|
training_step_end                  	|  7.8852e-06     	|1000           	|  0.0078852      	|  0.00060371     	|
on_validation_batch_end            	|  2.288e-05      	|313            	|  0.0071615      	|  0.00054831     	|
on_epoch_start                     	|  1.1118e-05     	|501            	|  0.0055701      	|  0.00042646     	|
on_epoch_end                       	|  1.094e-05      	|501            	|  0.005481       	|  0.00041964     	|
on_validation_model_eval           	|  0.0044564      	|1              	|  0.0044564      	|  0.00034119     	|
on_validation_batch_start          	|  1.1825e-05     	|313            	|  0.0037014      	|  0.00028339     	|
validation_step_end                	|  5.7558e-06     	|313            	|  0.0018016      	|  0.00013793     	|
on_train_start                     	|  0.001077       	|1              	|  0.001077       	|  8.2457e-05     	|
on_validation_start                	|  0.00065333     	|1              	|  0.00065333     	|  5.0021e-05     	|
on_validation_end                  	|  0.00012362     	|1              	|  0.00012362     	|  9.4645e-06     	|
teardown                           	|  4.131e-05      	|2              	|  8.2619e-05     	|  6.3256e-06     	|
on_before_accelerator_backend_setup	|  2.5043e-05     	|2              	|  5.0087e-05     	|  3.8348e-06     	|
setup                              	|  2.3567e-05     	|2              	|  4.7134e-05     	|  3.6087e-06     	|
on_configure_sharded_model         	|  2.141e-05      	|2              	|  4.282e-05      	|  3.2784e-06     	|
on_fit_start                       	|  4.247e-05      	|1              	|  4.247e-05      	|  3.2516e-06     	|
on_validation_epoch_end            	|  3.4969e-05     	|1              	|  3.4969e-05     	|  2.6773e-06     	|
on_val_dataloader                  	|  1.5278e-05     	|2              	|  3.0557e-05     	|  2.3395e-06     	|
on_fit_end                         	|  2.9784e-05     	|1              	|  2.9784e-05     	|  2.2803e-06     	|
prepare_data                       	|  1.1529e-05     	|2              	|  2.3058e-05     	|  1.7654e-06     	|
on_pretrain_routine_end            	|  2.0452e-05     	|1              	|  2.0452e-05     	|  1.5658e-06     	|
configure_sharded_model            	|  6.496e-06      	|2              	|  1.2992e-05     	|  9.947e-07      	|
configure_callbacks                	|  6.2883e-06     	|2              	|  1.2577e-05     	|  9.629e-07      	|
on_validation_epoch_start          	|  9.8273e-06     	|1              	|  9.8273e-06     	|  7.5241e-07     	|
on_train_dataloader                	|  8.3055e-06     	|1              	|  8.3055e-06     	|  6.3589e-07     	|
