VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  516.28         	|  100 %          	|
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run_training_epoch                 	|  2.1775         	|200            	|  435.49         	|  84.352         	|
run_training_batch                 	|  0.36452        	|1000           	|  364.52         	|  70.605         	|
optimizer_step_with_closure_0      	|  0.36184        	|1000           	|  361.84         	|  70.085         	|
training_step_and_backward         	|  0.28282        	|1000           	|  282.82         	|  54.779         	|
model_forward                      	|  0.1667         	|1000           	|  166.7          	|  32.289         	|
training_step                      	|  0.16655        	|1000           	|  166.55         	|  32.26          	|
backward                           	|  0.1148         	|1000           	|  114.8          	|  22.235         	|
run_validate_evaluation            	|  35.88          	|1              	|  35.88          	|  6.9497         	|
evaluation_step_and_end            	|  0.25347        	|139            	|  35.233         	|  6.8243         	|
validation_step                    	|  0.25342        	|139            	|  35.225         	|  6.8228         	|
get_train_batch                    	|  0.016598       	|1200           	|  19.918         	|  3.8579         	|
fetch_next_train_batch             	|  0.016572       	|1200           	|  19.887         	|  3.8519         	|
zero_grad                          	|  0.0012892      	|1000           	|  1.2892         	|  0.24971        	|
on_train_batch_end                 	|  0.0012453      	|1000           	|  1.2453         	|  0.24121        	|
training_batch_to_device           	|  0.00034706     	|1000           	|  0.34706        	|  0.067223       	|
get_validate_batch                 	|  0.0022481      	|140            	|  0.31474        	|  0.060962       	|
fetch_next_validate_batch          	|  0.0022235      	|140            	|  0.31129        	|  0.060294       	|
on_train_batch_start               	|  9.5685e-05     	|1000           	|  0.095685       	|  0.018533       	|
on_train_epoch_start               	|  0.00027141     	|200            	|  0.054283       	|  0.010514       	|
on_train_epoch_end                 	|  0.00024825     	|200            	|  0.04965        	|  0.0096168      	|
evaluation_batch_to_device         	|  0.00022746     	|139            	|  0.031617       	|  0.006124       	|
on_batch_start                     	|  2.4157e-05     	|1000           	|  0.024157       	|  0.004679       	|
on_train_end                       	|  0.024107       	|1              	|  0.024107       	|  0.0046693      	|
on_pretrain_routine_start          	|  0.022508       	|1              	|  0.022508       	|  0.0043595      	|
on_before_zero_grad                	|  1.5898e-05     	|1000           	|  0.015898       	|  0.0030793      	|
on_batch_end                       	|  1.4039e-05     	|1000           	|  0.014039       	|  0.0027192      	|
on_after_backward                  	|  1.1269e-05     	|1000           	|  0.011269       	|  0.0021828      	|
on_before_optimizer_step           	|  1.1085e-05     	|1000           	|  0.011085       	|  0.002147       	|
on_before_backward                 	|  1.0905e-05     	|1000           	|  0.010905       	|  0.0021121      	|
configure_optimizers               	|  0.008179       	|1              	|  0.008179       	|  0.0015842      	|
training_step_end                  	|  6.2814e-06     	|1000           	|  0.0062814      	|  0.0012167      	|
on_validation_model_eval           	|  0.0045639      	|1              	|  0.0045639      	|  0.00088399     	|
on_validation_batch_end            	|  2.1573e-05     	|139            	|  0.0029986      	|  0.00058081     	|
on_epoch_start                     	|  1.0529e-05     	|201            	|  0.0021164      	|  0.00040993     	|
on_epoch_end                       	|  1.0325e-05     	|201            	|  0.0020753      	|  0.00040197     	|
on_validation_batch_start          	|  1.0221e-05     	|139            	|  0.0014208      	|  0.00027519     	|
on_train_start                     	|  0.00078883     	|1              	|  0.00078883     	|  0.00015279     	|
validation_step_end                	|  5.0684e-06     	|139            	|  0.00070451     	|  0.00013646     	|
on_validation_start                	|  0.00033043     	|1              	|  0.00033043     	|  6.4001e-05     	|
on_validation_end                  	|  0.00010632     	|1              	|  0.00010632     	|  2.0593e-05     	|
on_before_accelerator_backend_setup	|  1.8219e-05     	|2              	|  3.6439e-05     	|  7.0579e-06     	|
teardown                           	|  1.5243e-05     	|2              	|  3.0486e-05     	|  5.9049e-06     	|
setup                              	|  1.4367e-05     	|2              	|  2.8734e-05     	|  5.5656e-06     	|
on_configure_sharded_model         	|  1.3124e-05     	|2              	|  2.6249e-05     	|  5.0842e-06     	|
on_fit_end                         	|  2.149e-05      	|1              	|  2.149e-05      	|  4.1625e-06     	|
on_validation_epoch_end            	|  1.7572e-05     	|1              	|  1.7572e-05     	|  3.4036e-06     	|
on_fit_start                       	|  1.591e-05      	|1              	|  1.591e-05      	|  3.0817e-06     	|
on_pretrain_routine_end            	|  1.2103e-05     	|1              	|  1.2103e-05     	|  2.3443e-06     	|
prepare_data                       	|  5.67e-06       	|2              	|  1.134e-05      	|  2.1965e-06     	|
configure_callbacks                	|  5.5955e-06     	|2              	|  1.1191e-05     	|  2.1676e-06     	|
on_val_dataloader                  	|  5.5e-06        	|2              	|  1.1e-05        	|  2.1306e-06     	|
configure_sharded_model            	|  4.7445e-06     	|2              	|  9.489e-06      	|  1.838e-06      	|
on_validation_epoch_start          	|  9.257e-06      	|1              	|  9.257e-06      	|  1.793e-06      	|
on_train_dataloader                	|  4.288e-06      	|1              	|  4.288e-06      	|  8.3056e-07     	|
