VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1275.3         	|  100 %          	|
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run_training_epoch                 	|  2.424          	|500            	|  1212.0         	|  95.032         	|
run_training_batch                 	|  0.37536        	|1000           	|  375.36         	|  29.432         	|
optimizer_step_with_closure_0      	|  0.37114        	|1000           	|  371.14         	|  29.101         	|
training_step_and_backward         	|  0.26731        	|1000           	|  267.31         	|  20.96          	|
get_train_batch                    	|  0.090961       	|1500           	|  136.44         	|  10.698         	|
fetch_next_train_batch             	|  0.090922       	|1500           	|  136.38         	|  10.694         	|
model_forward                      	|  0.13602        	|1000           	|  136.02         	|  10.665         	|
training_step                      	|  0.1358         	|1000           	|  135.8          	|  10.648         	|
backward                           	|  0.12979        	|1000           	|  129.79         	|  10.177         	|
run_validate_evaluation            	|  30.228         	|1              	|  30.228         	|  2.3702         	|
evaluation_step_and_end            	|  0.22193        	|125            	|  27.742         	|  2.1752         	|
validation_step                    	|  0.22181        	|125            	|  27.727         	|  2.1741         	|
on_train_batch_end                 	|  0.0024057      	|1000           	|  2.4057         	|  0.18863        	|
zero_grad                          	|  0.0014592      	|1000           	|  1.4592         	|  0.11442        	|
get_validate_batch                 	|  0.0058607      	|126            	|  0.73844        	|  0.057902       	|
fetch_next_validate_batch          	|  0.0058353      	|126            	|  0.73525        	|  0.057651       	|
training_batch_to_device           	|  0.00062053     	|1000           	|  0.62053        	|  0.048656       	|
on_train_epoch_end                 	|  0.00036233     	|500            	|  0.18117        	|  0.014205       	|
on_train_epoch_start               	|  0.00034923     	|500            	|  0.17462        	|  0.013692       	|
on_train_batch_start               	|  0.0001118      	|1000           	|  0.1118         	|  0.0087662      	|
on_batch_start                     	|  4.4264e-05     	|1000           	|  0.044264       	|  0.0034707      	|
on_train_end                       	|  0.043458       	|1              	|  0.043458       	|  0.0034075      	|
evaluation_batch_to_device         	|  0.00031443     	|125            	|  0.039304       	|  0.0030818      	|
on_after_backward                  	|  2.3377e-05     	|1000           	|  0.023377       	|  0.001833       	|
on_pretrain_routine_start          	|  0.023156       	|1              	|  0.023156       	|  0.0018156      	|
on_before_zero_grad                	|  2.2849e-05     	|1000           	|  0.022849       	|  0.0017916      	|
on_before_optimizer_step           	|  1.902e-05      	|1000           	|  0.01902        	|  0.0014913      	|
on_batch_end                       	|  1.7637e-05     	|1000           	|  0.017637       	|  0.0013829      	|
on_before_backward                 	|  1.5232e-05     	|1000           	|  0.015232       	|  0.0011943      	|
configure_optimizers               	|  0.010322       	|1              	|  0.010322       	|  0.00080933     	|
training_step_end                  	|  8.5863e-06     	|1000           	|  0.0085863      	|  0.00067325     	|
on_epoch_end                       	|  1.1325e-05     	|501            	|  0.0056739      	|  0.00044489     	|
on_epoch_start                     	|  1.1078e-05     	|501            	|  0.0055501      	|  0.00043519     	|
on_validation_batch_end            	|  4.365e-05      	|125            	|  0.0054562      	|  0.00042782     	|
on_validation_model_eval           	|  0.0041709      	|1              	|  0.0041709      	|  0.00032704     	|
on_train_start                     	|  0.0023368      	|1              	|  0.0023368      	|  0.00018323     	|
on_validation_batch_start          	|  1.6671e-05     	|125            	|  0.0020839      	|  0.0001634      	|
validation_step_end                	|  9.0917e-06     	|125            	|  0.0011365      	|  8.911e-05      	|
on_validation_start                	|  0.00069568     	|1              	|  0.00069568     	|  5.4549e-05     	|
on_validation_end                  	|  0.00017689     	|1              	|  0.00017689     	|  1.387e-05      	|
teardown                           	|  3.6348e-05     	|2              	|  7.2695e-05     	|  5.7001e-06     	|
on_configure_sharded_model         	|  2.6786e-05     	|2              	|  5.3572e-05     	|  4.2006e-06     	|
on_before_accelerator_backend_setup	|  2.578e-05      	|2              	|  5.156e-05      	|  4.0428e-06     	|
setup                              	|  2.5581e-05     	|2              	|  5.1161e-05     	|  4.0116e-06     	|
on_validation_epoch_end            	|  3.8011e-05     	|1              	|  3.8011e-05     	|  2.9805e-06     	|
on_fit_end                         	|  3.2213e-05     	|1              	|  3.2213e-05     	|  2.5258e-06     	|
on_fit_start                       	|  2.7204e-05     	|1              	|  2.7204e-05     	|  2.1331e-06     	|
on_val_dataloader                  	|  1.1898e-05     	|2              	|  2.3795e-05     	|  1.8658e-06     	|
configure_sharded_model            	|  9.4334e-06     	|2              	|  1.8867e-05     	|  1.4793e-06     	|
configure_callbacks                	|  8.0653e-06     	|2              	|  1.6131e-05     	|  1.2648e-06     	|
prepare_data                       	|  7.1684e-06     	|2              	|  1.4337e-05     	|  1.1242e-06     	|
on_pretrain_routine_end            	|  1.3983e-05     	|1              	|  1.3983e-05     	|  1.0964e-06     	|
on_validation_epoch_start          	|  1.3651e-05     	|1              	|  1.3651e-05     	|  1.0704e-06     	|
on_train_dataloader                	|  6.5211e-06     	|1              	|  6.5211e-06     	|  5.1132e-07     	|
