VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1477.2         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.8226         	|500            	|  1411.3         	|  95.537         	|
run_training_batch                 	|  0.39111        	|1000           	|  391.11         	|  26.476         	|
optimizer_step_with_closure_0      	|  0.38801        	|1000           	|  388.01         	|  26.266         	|
training_step_and_backward         	|  0.28304        	|1000           	|  283.04         	|  19.16          	|
get_train_batch                    	|  0.10796        	|1500           	|  161.93         	|  10.962         	|
fetch_next_train_batch             	|  0.10792        	|1500           	|  161.87         	|  10.958         	|
model_forward                      	|  0.15331        	|1000           	|  153.31         	|  10.378         	|
training_step                      	|  0.15309        	|1000           	|  153.09         	|  10.363         	|
backward                           	|  0.1282         	|1000           	|  128.2          	|  8.6782         	|
run_validate_evaluation            	|  30.863         	|1              	|  30.863         	|  2.0893         	|
evaluation_step_and_end            	|  0.22132        	|125            	|  27.666         	|  1.8728         	|
validation_step                    	|  0.2212         	|125            	|  27.65          	|  1.8718         	|
on_train_batch_end                 	|  0.0021264      	|1000           	|  2.1264         	|  0.14395        	|
zero_grad                          	|  0.0014941      	|1000           	|  1.4941         	|  0.10115        	|
get_validate_batch                 	|  0.0058484      	|126            	|  0.7369         	|  0.049884       	|
fetch_next_validate_batch          	|  0.0058228      	|126            	|  0.73367        	|  0.049666       	|
training_batch_to_device           	|  0.00061933     	|1000           	|  0.61933        	|  0.041925       	|
on_train_epoch_end                 	|  0.00033752     	|500            	|  0.16876        	|  0.011424       	|
on_train_epoch_start               	|  0.00033173     	|500            	|  0.16586        	|  0.011228       	|
on_train_batch_start               	|  0.00014274     	|1000           	|  0.14274        	|  0.0096626      	|
on_train_end                       	|  0.056049       	|1              	|  0.056049       	|  0.0037942      	|
on_batch_start                     	|  4.2258e-05     	|1000           	|  0.042258       	|  0.0028606      	|
evaluation_batch_to_device         	|  0.00032778     	|125            	|  0.040973       	|  0.0027736      	|
on_after_backward                  	|  2.3643e-05     	|1000           	|  0.023643       	|  0.0016005      	|
on_before_zero_grad                	|  2.2437e-05     	|1000           	|  0.022437       	|  0.0015189      	|
on_pretrain_routine_start          	|  0.02202        	|1              	|  0.02202        	|  0.0014906      	|
on_before_backward                 	|  1.6329e-05     	|1000           	|  0.016329       	|  0.0011054      	|
on_batch_end                       	|  1.5767e-05     	|1000           	|  0.015767       	|  0.0010674      	|
on_before_optimizer_step           	|  1.5676e-05     	|1000           	|  0.015676       	|  0.0010612      	|
configure_optimizers               	|  0.010221       	|1              	|  0.010221       	|  0.00069192     	|
training_step_end                  	|  8.2551e-06     	|1000           	|  0.0082551      	|  0.00055883     	|
on_epoch_end                       	|  1.1135e-05     	|501            	|  0.0055784      	|  0.00037763     	|
on_validation_batch_end            	|  4.2812e-05     	|125            	|  0.0053515      	|  0.00036227     	|
on_validation_model_eval           	|  0.0053172      	|1              	|  0.0053172      	|  0.00035994     	|
on_epoch_start                     	|  1.0542e-05     	|501            	|  0.0052816      	|  0.00035754     	|
on_train_start                     	|  0.0026077      	|1              	|  0.0026077      	|  0.00017653     	|
on_validation_batch_start          	|  1.6461e-05     	|125            	|  0.0020576      	|  0.00013929     	|
validation_step_end                	|  9.4925e-06     	|125            	|  0.0011866      	|  8.0324e-05     	|
on_validation_start                	|  0.0010683      	|1              	|  0.0010683      	|  7.2317e-05     	|
on_validation_end                  	|  0.00022629     	|1              	|  0.00022629     	|  1.5319e-05     	|
teardown                           	|  4.4423e-05     	|2              	|  8.8846e-05     	|  6.0144e-06     	|
on_fit_end                         	|  6.5433e-05     	|1              	|  6.5433e-05     	|  4.4295e-06     	|
on_before_accelerator_backend_setup	|  3.2494e-05     	|2              	|  6.4988e-05     	|  4.3993e-06     	|
on_configure_sharded_model         	|  2.8842e-05     	|2              	|  5.7684e-05     	|  3.9049e-06     	|
setup                              	|  2.8e-05        	|2              	|  5.6e-05        	|  3.7909e-06     	|
on_val_dataloader                  	|  2.5016e-05     	|2              	|  5.0033e-05     	|  3.3869e-06     	|
on_fit_start                       	|  4.3323e-05     	|1              	|  4.3323e-05     	|  2.9328e-06     	|
on_validation_epoch_end            	|  3.7083e-05     	|1              	|  3.7083e-05     	|  2.5104e-06     	|
configure_sharded_model            	|  9.1614e-06     	|2              	|  1.8323e-05     	|  1.2404e-06     	|
prepare_data                       	|  9.1251e-06     	|2              	|  1.825e-05      	|  1.2354e-06     	|
on_validation_epoch_start          	|  1.7818e-05     	|1              	|  1.7818e-05     	|  1.2062e-06     	|
configure_callbacks                	|  8.7256e-06     	|2              	|  1.7451e-05     	|  1.1814e-06     	|
on_pretrain_routine_end            	|  1.3644e-05     	|1              	|  1.3644e-05     	|  9.2362e-07     	|
on_train_dataloader                	|  6.3889e-06     	|1              	|  6.3889e-06     	|  4.3249e-07     	|
