VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  773.23         	|  100 %          	|
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run_training_epoch                 	|  3.5968         	|200            	|  719.35         	|  93.033         	|
run_training_batch                 	|  0.31094        	|1000           	|  310.94         	|  40.214         	|
optimizer_step_with_closure_0      	|  0.30691        	|1000           	|  306.91         	|  39.692         	|
training_step_and_backward         	|  0.23738        	|1000           	|  237.38         	|  30.7           	|
model_forward                      	|  0.11882        	|1000           	|  118.82         	|  15.366         	|
training_step                      	|  0.11858        	|1000           	|  118.58         	|  15.336         	|
backward                           	|  0.1168         	|1000           	|  116.8          	|  15.106         	|
get_train_batch                    	|  0.063479       	|1200           	|  76.175         	|  9.8516         	|
fetch_next_train_batch             	|  0.063444       	|1200           	|  76.132         	|  9.8461         	|
run_validate_evaluation            	|  16.862         	|1              	|  16.862         	|  2.1808         	|
evaluation_step_and_end            	|  0.10295        	|139            	|  14.311         	|  1.8508         	|
validation_step                    	|  0.10283        	|139            	|  14.293         	|  1.8484         	|
on_train_batch_end                 	|  0.0025541      	|1000           	|  2.5541         	|  0.33032        	|
zero_grad                          	|  0.0017066      	|1000           	|  1.7066         	|  0.22071        	|
get_validate_batch                 	|  0.0057878      	|140            	|  0.81029        	|  0.10479        	|
fetch_next_validate_batch          	|  0.0057628      	|140            	|  0.80679        	|  0.10434        	|
training_batch_to_device           	|  0.00052999     	|1000           	|  0.52999        	|  0.068543       	|
on_train_batch_start               	|  0.00012916     	|1000           	|  0.12916        	|  0.016704       	|
on_train_end                       	|  0.074051       	|1              	|  0.074051       	|  0.0095769      	|
on_train_epoch_end                 	|  0.00033837     	|200            	|  0.067673       	|  0.0087521      	|
on_train_epoch_start               	|  0.00033722     	|200            	|  0.067444       	|  0.0087225      	|
evaluation_batch_to_device         	|  0.00033916     	|139            	|  0.047143       	|  0.006097       	|
on_pretrain_routine_start          	|  0.040263       	|1              	|  0.040263       	|  0.0052072      	|
on_batch_start                     	|  3.7194e-05     	|1000           	|  0.037194       	|  0.0048103      	|
on_after_backward                  	|  3.3978e-05     	|1000           	|  0.033978       	|  0.0043943      	|
on_before_zero_grad                	|  2.1436e-05     	|1000           	|  0.021436       	|  0.0027723      	|
configure_optimizers               	|  0.019153       	|1              	|  0.019153       	|  0.002477       	|
on_batch_end                       	|  1.6999e-05     	|1000           	|  0.016999       	|  0.0021985      	|
on_before_backward                 	|  1.5098e-05     	|1000           	|  0.015098       	|  0.0019526      	|
on_before_optimizer_step           	|  1.4801e-05     	|1000           	|  0.014801       	|  0.0019141      	|
training_step_end                  	|  8.9702e-06     	|1000           	|  0.0089702      	|  0.0011601      	|
on_validation_batch_end            	|  4.5499e-05     	|139            	|  0.0063244      	|  0.00081792     	|
on_validation_model_eval           	|  0.0054003      	|1              	|  0.0054003      	|  0.00069841     	|
on_epoch_end                       	|  1.3121e-05     	|201            	|  0.0026374      	|  0.00034109     	|
on_validation_batch_start          	|  1.8188e-05     	|139            	|  0.0025282      	|  0.00032696     	|
on_epoch_start                     	|  1.1779e-05     	|201            	|  0.0023675      	|  0.00030618     	|
on_train_start                     	|  0.0014496      	|1              	|  0.0014496      	|  0.00018748     	|
validation_step_end                	|  9.9637e-06     	|139            	|  0.001385       	|  0.00017911     	|
on_validation_start                	|  0.0007997      	|1              	|  0.0007997      	|  0.00010342     	|
on_validation_end                  	|  0.00022973     	|1              	|  0.00022973     	|  2.9711e-05     	|
on_fit_end                         	|  9.9482e-05     	|1              	|  9.9482e-05     	|  1.2866e-05     	|
teardown                           	|  3.5813e-05     	|2              	|  7.1626e-05     	|  9.2633e-06     	|
on_configure_sharded_model         	|  2.9313e-05     	|2              	|  5.8627e-05     	|  7.5821e-06     	|
setup                              	|  2.8515e-05     	|2              	|  5.703e-05      	|  7.3756e-06     	|
on_before_accelerator_backend_setup	|  2.5783e-05     	|2              	|  5.1565e-05     	|  6.6689e-06     	|
on_validation_epoch_end            	|  4.6283e-05     	|1              	|  4.6283e-05     	|  5.9857e-06     	|
on_fit_start                       	|  4.2664e-05     	|1              	|  4.2664e-05     	|  5.5176e-06     	|
on_val_dataloader                  	|  1.545e-05      	|2              	|  3.0899e-05     	|  3.9962e-06     	|
configure_callbacks                	|  1.1368e-05     	|2              	|  2.2735e-05     	|  2.9403e-06     	|
on_pretrain_routine_end            	|  2.2583e-05     	|1              	|  2.2583e-05     	|  2.9206e-06     	|
configure_sharded_model            	|  1.0003e-05     	|2              	|  2.0007e-05     	|  2.5874e-06     	|
prepare_data                       	|  8.0261e-06     	|2              	|  1.6052e-05     	|  2.076e-06      	|
on_train_dataloader                	|  1.2239e-05     	|1              	|  1.2239e-05     	|  1.5829e-06     	|
on_validation_epoch_start          	|  1.044e-05      	|1              	|  1.044e-05      	|  1.3502e-06     	|
