VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  737.32         	|  100 %          	|
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run_training_epoch                 	|  3.4446         	|200            	|  688.91         	|  93.434         	|
run_training_batch                 	|  0.28807        	|1000           	|  288.07         	|  39.07          	|
optimizer_step_with_closure_0      	|  0.28436        	|1000           	|  284.36         	|  38.567         	|
training_step_and_backward         	|  0.21926        	|1000           	|  219.26         	|  29.738         	|
model_forward                      	|  0.11217        	|1000           	|  112.17         	|  15.213         	|
training_step                      	|  0.11195        	|1000           	|  111.95         	|  15.184         	|
backward                           	|  0.10552        	|1000           	|  105.52         	|  14.312         	|
get_train_batch                    	|  0.063931       	|1200           	|  76.718         	|  10.405         	|
fetch_next_train_batch             	|  0.063899       	|1200           	|  76.679         	|  10.4           	|
run_validate_evaluation            	|  16.822         	|1              	|  16.822         	|  2.2815         	|
evaluation_step_and_end            	|  0.1002         	|139            	|  13.927         	|  1.8889         	|
validation_step                    	|  0.10007        	|139            	|  13.91          	|  1.8866         	|
on_train_batch_end                 	|  0.0023535      	|1000           	|  2.3535         	|  0.3192         	|
zero_grad                          	|  0.0015319      	|1000           	|  1.5319         	|  0.20776        	|
get_validate_batch                 	|  0.0056642      	|140            	|  0.79299        	|  0.10755        	|
fetch_next_validate_batch          	|  0.0056394      	|140            	|  0.78951        	|  0.10708        	|
training_batch_to_device           	|  0.00047403     	|1000           	|  0.47403        	|  0.064291       	|
on_train_batch_start               	|  0.0001048      	|1000           	|  0.1048         	|  0.014213       	|
on_train_epoch_start               	|  0.00034873     	|200            	|  0.069746       	|  0.0094594      	|
on_train_epoch_end                 	|  0.0003273      	|200            	|  0.06546        	|  0.0088781      	|
on_train_end                       	|  0.045527       	|1              	|  0.045527       	|  0.0061746      	|
evaluation_batch_to_device         	|  0.0002972      	|139            	|  0.041311       	|  0.0056028      	|
on_batch_start                     	|  3.592e-05      	|1000           	|  0.03592        	|  0.0048717      	|
on_after_backward                  	|  3.0264e-05     	|1000           	|  0.030264       	|  0.0041046      	|
on_pretrain_routine_start          	|  0.022797       	|1              	|  0.022797       	|  0.0030918      	|
on_before_zero_grad                	|  2.2327e-05     	|1000           	|  0.022327       	|  0.0030281      	|
on_batch_end                       	|  1.6779e-05     	|1000           	|  0.016779       	|  0.0022757      	|
on_before_optimizer_step           	|  1.5816e-05     	|1000           	|  0.015816       	|  0.0021451      	|
on_before_backward                 	|  1.4912e-05     	|1000           	|  0.014912       	|  0.0020224      	|
configure_optimizers               	|  0.010316       	|1              	|  0.010316       	|  0.0013991      	|
training_step_end                  	|  9.0402e-06     	|1000           	|  0.0090402      	|  0.0012261      	|
on_validation_batch_end            	|  4.3086e-05     	|139            	|  0.0059889      	|  0.00081225     	|
on_validation_model_eval           	|  0.0039962      	|1              	|  0.0039962      	|  0.00054199     	|
on_validation_batch_start          	|  1.7555e-05     	|139            	|  0.0024401      	|  0.00033094     	|
on_epoch_end                       	|  1.2044e-05     	|201            	|  0.0024209      	|  0.00032834     	|
on_epoch_start                     	|  1.1369e-05     	|201            	|  0.0022852      	|  0.00030994     	|
validation_step_end                	|  1.0017e-05     	|139            	|  0.0013923      	|  0.00018883     	|
on_train_start                     	|  0.0011094      	|1              	|  0.0011094      	|  0.00015047     	|
on_validation_start                	|  0.00049133     	|1              	|  0.00049133     	|  6.6638e-05     	|
on_validation_end                  	|  0.00032985     	|1              	|  0.00032985     	|  4.4737e-05     	|
on_fit_end                         	|  6.8961e-05     	|1              	|  6.8961e-05     	|  9.3529e-06     	|
on_fit_start                       	|  5.3955e-05     	|1              	|  5.3955e-05     	|  7.3177e-06     	|
teardown                           	|  2.6886e-05     	|2              	|  5.3773e-05     	|  7.293e-06      	|
setup                              	|  2.6885e-05     	|2              	|  5.3771e-05     	|  7.2927e-06     	|
on_before_accelerator_backend_setup	|  2.6346e-05     	|2              	|  5.2692e-05     	|  7.1464e-06     	|
on_configure_sharded_model         	|  2.5537e-05     	|2              	|  5.1074e-05     	|  6.9269e-06     	|
on_validation_epoch_end            	|  2.905e-05      	|1              	|  2.905e-05      	|  3.9399e-06     	|
configure_callbacks                	|  9.3877e-06     	|2              	|  1.8775e-05     	|  2.5464e-06     	|
on_val_dataloader                  	|  8.774e-06      	|2              	|  1.7548e-05     	|  2.38e-06       	|
prepare_data                       	|  8.1612e-06     	|2              	|  1.6322e-05     	|  2.2137e-06     	|
configure_sharded_model            	|  8.0718e-06     	|2              	|  1.6144e-05     	|  2.1895e-06     	|
on_pretrain_routine_end            	|  1.4063e-05     	|1              	|  1.4063e-05     	|  1.9073e-06     	|
on_validation_epoch_start          	|  1.1628e-05     	|1              	|  1.1628e-05     	|  1.5771e-06     	|
on_train_dataloader                	|  7.1246e-06     	|1              	|  7.1246e-06     	|  9.6628e-07     	|
