VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  403.67         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  13.977         	|25             	|  349.43         	|  86.564         	|
run_training_batch                 	|  0.28767        	|1000           	|  287.67         	|  71.265         	|
optimizer_step_with_closure_0      	|  0.28425        	|1000           	|  284.25         	|  70.417         	|
training_step_and_backward         	|  0.21979        	|1000           	|  219.79         	|  54.449         	|
backward                           	|  0.10932        	|1000           	|  109.32         	|  27.082         	|
model_forward                      	|  0.10899        	|1000           	|  108.99         	|  27.001         	|
training_step                      	|  0.10879        	|1000           	|  108.79         	|  26.95          	|
run_validate_evaluation            	|  18.064         	|1              	|  18.064         	|  4.4751         	|
evaluation_step_and_end            	|  0.10143        	|139            	|  14.099         	|  3.4927         	|
validation_step                    	|  0.10132        	|139            	|  14.083         	|  3.4888         	|
get_train_batch                    	|  0.013232       	|1025           	|  13.562         	|  3.3598         	|
fetch_next_train_batch             	|  0.013205       	|1025           	|  13.535         	|  3.353          	|
on_train_batch_end                 	|  0.0025931      	|1000           	|  2.5931         	|  0.6424         	|
zero_grad                          	|  0.0014416      	|1000           	|  1.4416         	|  0.35714        	|
get_validate_batch                 	|  0.0063774      	|140            	|  0.89283        	|  0.22118        	|
fetch_next_validate_batch          	|  0.0063514      	|140            	|  0.88919        	|  0.22028        	|
training_batch_to_device           	|  0.00029656     	|1000           	|  0.29656        	|  0.073467       	|
on_train_batch_start               	|  0.00010364     	|1000           	|  0.10364        	|  0.025675       	|
on_train_end                       	|  0.046576       	|1              	|  0.046576       	|  0.011538       	|
evaluation_batch_to_device         	|  0.00029655     	|139            	|  0.04122        	|  0.010212       	|
on_after_backward                  	|  2.5842e-05     	|1000           	|  0.025842       	|  0.0064019      	|
on_pretrain_routine_start          	|  0.023899       	|1              	|  0.023899       	|  0.0059204      	|
on_batch_start                     	|  2.3179e-05     	|1000           	|  0.023179       	|  0.0057422      	|
on_before_zero_grad                	|  1.7222e-05     	|1000           	|  0.017222       	|  0.0042664      	|
on_batch_end                       	|  1.5998e-05     	|1000           	|  0.015998       	|  0.0039631      	|
on_before_backward                 	|  1.3524e-05     	|1000           	|  0.013524       	|  0.0033504      	|
on_before_optimizer_step           	|  1.254e-05      	|1000           	|  0.01254        	|  0.0031065      	|
on_train_epoch_end                 	|  0.0004997      	|25             	|  0.012492       	|  0.0030948      	|
on_train_epoch_start               	|  0.00042686     	|25             	|  0.010671       	|  0.0026436      	|
configure_optimizers               	|  0.010003       	|1              	|  0.010003       	|  0.002478       	|
training_step_end                  	|  7.7325e-06     	|1000           	|  0.0077325      	|  0.0019156      	|
on_validation_batch_end            	|  4.0945e-05     	|139            	|  0.0056913      	|  0.0014099      	|
on_validation_model_eval           	|  0.0054426      	|1              	|  0.0054426      	|  0.0013483      	|
on_validation_batch_start          	|  1.8199e-05     	|139            	|  0.0025296      	|  0.00062667     	|
validation_step_end                	|  9.5114e-06     	|139            	|  0.0013221      	|  0.00032752     	|
on_train_start                     	|  0.0010869      	|1              	|  0.0010869      	|  0.00026925     	|
on_validation_start                	|  0.0007425      	|1              	|  0.0007425      	|  0.00018394     	|
on_epoch_end                       	|  1.2479e-05     	|26             	|  0.00032446     	|  8.0379e-05     	|
on_epoch_start                     	|  1.1312e-05     	|26             	|  0.00029411     	|  7.2859e-05     	|
on_validation_end                  	|  0.00020846     	|1              	|  0.00020846     	|  5.1641e-05     	|
on_fit_end                         	|  6.994e-05      	|1              	|  6.994e-05      	|  1.7326e-05     	|
teardown                           	|  2.7595e-05     	|2              	|  5.519e-05      	|  1.3672e-05     	|
setup                              	|  2.7481e-05     	|2              	|  5.4961e-05     	|  1.3616e-05     	|
on_configure_sharded_model         	|  2.6849e-05     	|2              	|  5.3698e-05     	|  1.3303e-05     	|
on_before_accelerator_backend_setup	|  2.4539e-05     	|2              	|  4.9079e-05     	|  1.2158e-05     	|
on_fit_start                       	|  4.3178e-05     	|1              	|  4.3178e-05     	|  1.0696e-05     	|
on_validation_epoch_end            	|  3.9853e-05     	|1              	|  3.9853e-05     	|  9.8728e-06     	|
on_val_dataloader                  	|  1.529e-05      	|2              	|  3.0581e-05     	|  7.5758e-06     	|
configure_sharded_model            	|  9.316e-06      	|2              	|  1.8632e-05     	|  4.6157e-06     	|
on_pretrain_routine_end            	|  1.8252e-05     	|1              	|  1.8252e-05     	|  4.5216e-06     	|
configure_callbacks                	|  8.2813e-06     	|2              	|  1.6563e-05     	|  4.1031e-06     	|
prepare_data                       	|  7.5568e-06     	|2              	|  1.5114e-05     	|  3.7441e-06     	|
on_validation_epoch_start          	|  1.2055e-05     	|1              	|  1.2055e-05     	|  2.9864e-06     	|
on_train_dataloader                	|  1.1064e-05     	|1              	|  1.1064e-05     	|  2.7409e-06     	|
