VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  447.61         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  14.665         	|25             	|  366.64         	|  81.909         	|
run_training_batch                 	|  0.35408        	|1000           	|  354.08         	|  79.105         	|
optimizer_step_with_closure_0      	|  0.35136        	|1000           	|  351.36         	|  78.496         	|
training_step_and_backward         	|  0.27259        	|1000           	|  272.59         	|  60.9           	|
model_forward                      	|  0.1612         	|1000           	|  161.2          	|  36.014         	|
training_step                      	|  0.16107        	|1000           	|  161.07         	|  35.983         	|
backward                           	|  0.11005        	|1000           	|  110.05         	|  24.586         	|
run_validate_evaluation            	|  35.863         	|1              	|  35.863         	|  8.0121         	|
evaluation_step_and_end            	|  0.25329        	|139            	|  35.207         	|  7.8655         	|
validation_step                    	|  0.25323        	|139            	|  35.199         	|  7.8638         	|
get_train_batch                    	|  0.004226       	|1025           	|  4.3317         	|  0.96773        	|
fetch_next_train_batch             	|  0.0042081      	|1025           	|  4.3133         	|  0.96363        	|
zero_grad                          	|  0.0013152      	|1000           	|  1.3152         	|  0.29383        	|
on_train_batch_end                 	|  0.0012055      	|1000           	|  1.2055         	|  0.26932        	|
get_validate_batch                 	|  0.002409       	|140            	|  0.33727        	|  0.075348       	|
fetch_next_validate_batch          	|  0.0023946      	|140            	|  0.33524        	|  0.074895       	|
training_batch_to_device           	|  0.00023813     	|1000           	|  0.23813        	|  0.053199       	|
on_train_batch_start               	|  9.1277e-05     	|1000           	|  0.091277       	|  0.020392       	|
evaluation_batch_to_device         	|  0.0002334      	|139            	|  0.032443       	|  0.007248       	|
on_train_end                       	|  0.023872       	|1              	|  0.023872       	|  0.0053331      	|
on_pretrain_routine_start          	|  0.022631       	|1              	|  0.022631       	|  0.0050559      	|
on_batch_start                     	|  1.4846e-05     	|1000           	|  0.014846       	|  0.0033166      	|
on_before_zero_grad                	|  1.3831e-05     	|1000           	|  0.013831       	|  0.00309        	|
on_batch_end                       	|  1.3532e-05     	|1000           	|  0.013532       	|  0.003023       	|
on_after_backward                  	|  1.2869e-05     	|1000           	|  0.012869       	|  0.0028751      	|
on_before_optimizer_step           	|  1.0594e-05     	|1000           	|  0.010594       	|  0.0023667      	|
on_before_backward                 	|  1.0539e-05     	|1000           	|  0.010539       	|  0.0023545      	|
configure_optimizers               	|  0.0083775      	|1              	|  0.0083775      	|  0.0018716      	|
on_train_epoch_start               	|  0.00030692     	|25             	|  0.007673       	|  0.0017142      	|
on_train_epoch_end                 	|  0.00030014     	|25             	|  0.0075036      	|  0.0016764      	|
on_validation_model_eval           	|  0.0064413      	|1              	|  0.0064413      	|  0.001439       	|
training_step_end                  	|  6.0234e-06     	|1000           	|  0.0060234      	|  0.0013457      	|
on_validation_batch_end            	|  1.9908e-05     	|139            	|  0.0027672      	|  0.0006182      	|
on_validation_batch_start          	|  1.0384e-05     	|139            	|  0.0014434      	|  0.00032247     	|
validation_step_end                	|  4.963e-06      	|139            	|  0.00068986     	|  0.00015412     	|
on_train_start                     	|  0.00066975     	|1              	|  0.00066975     	|  0.00014963     	|
on_validation_start                	|  0.00032782     	|1              	|  0.00032782     	|  7.3238e-05     	|
on_epoch_end                       	|  1.089e-05      	|26             	|  0.00028315     	|  6.3258e-05     	|
on_epoch_start                     	|  1.0523e-05     	|26             	|  0.0002736      	|  6.1125e-05     	|
on_validation_end                  	|  0.00010631     	|1              	|  0.00010631     	|  2.375e-05      	|
on_before_accelerator_backend_setup	|  1.8675e-05     	|2              	|  3.735e-05      	|  8.3443e-06     	|
teardown                           	|  1.5759e-05     	|2              	|  3.1519e-05     	|  7.0416e-06     	|
on_configure_sharded_model         	|  1.4167e-05     	|2              	|  2.8334e-05     	|  6.33e-06       	|
setup                              	|  1.352e-05      	|2              	|  2.7039e-05     	|  6.0407e-06     	|
on_fit_end                         	|  2.3233e-05     	|1              	|  2.3233e-05     	|  5.1904e-06     	|
on_validation_epoch_end            	|  1.9005e-05     	|1              	|  1.9005e-05     	|  4.2459e-06     	|
on_fit_start                       	|  1.8465e-05     	|1              	|  1.8465e-05     	|  4.1252e-06     	|
configure_callbacks                	|  6.1665e-06     	|2              	|  1.2333e-05     	|  2.7553e-06     	|
prepare_data                       	|  6.1365e-06     	|2              	|  1.2273e-05     	|  2.7419e-06     	|
on_val_dataloader                  	|  5.6205e-06     	|2              	|  1.1241e-05     	|  2.5113e-06     	|
configure_sharded_model            	|  4.889e-06      	|2              	|  9.778e-06      	|  2.1845e-06     	|
on_pretrain_routine_end            	|  9.719e-06      	|1              	|  9.719e-06      	|  2.1713e-06     	|
on_validation_epoch_start          	|  9.577e-06      	|1              	|  9.577e-06      	|  2.1396e-06     	|
on_train_dataloader                	|  4.1979e-06     	|1              	|  4.1979e-06     	|  9.3785e-07     	|
