VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1331.8         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.5874         	|500            	|  1293.7         	|  97.141         	|
run_training_batch                 	|  0.28216        	|1000           	|  282.16         	|  21.187         	|
optimizer_step_with_closure_0      	|  0.27855        	|1000           	|  278.55         	|  20.916         	|
training_step_and_backward         	|  0.21204        	|1000           	|  212.04         	|  15.922         	|
get_train_batch                    	|  0.13673        	|1500           	|  205.1          	|  15.4           	|
fetch_next_train_batch             	|  0.13666        	|1500           	|  204.99         	|  15.393         	|
model_forward                      	|  0.11127        	|1000           	|  111.27         	|  8.3553         	|
training_step                      	|  0.11103        	|1000           	|  111.03         	|  8.3371         	|
backward                           	|  0.099189       	|1000           	|  99.189         	|  7.448          	|
run_validate_evaluation            	|  8.0842         	|1              	|  8.0842         	|  0.60703        	|
evaluation_step_and_end            	|  0.10391        	|48             	|  4.9879         	|  0.37454        	|
validation_step                    	|  0.1038         	|48             	|  4.9824         	|  0.37412        	|
on_train_batch_end                 	|  0.0023365      	|1000           	|  2.3365         	|  0.17545        	|
zero_grad                          	|  0.0015333      	|1000           	|  1.5333         	|  0.11513        	|
training_batch_to_device           	|  0.00075475     	|1000           	|  0.75475        	|  0.056673       	|
get_validate_batch                 	|  0.015358       	|49             	|  0.75252        	|  0.056506       	|
fetch_next_validate_batch          	|  0.015334       	|49             	|  0.75136        	|  0.056419       	|
on_train_epoch_end                 	|  0.00033109     	|500            	|  0.16555        	|  0.012431       	|
on_train_epoch_start               	|  0.00032399     	|500            	|  0.162          	|  0.012164       	|
on_train_batch_start               	|  0.00011387     	|1000           	|  0.11387        	|  0.00855        	|
on_batch_start                     	|  5.1875e-05     	|1000           	|  0.051875       	|  0.0038953      	|
on_train_end                       	|  0.048778       	|1              	|  0.048778       	|  0.0036627      	|
on_after_backward                  	|  2.6047e-05     	|1000           	|  0.026047       	|  0.0019559      	|
on_pretrain_routine_start          	|  0.024295       	|1              	|  0.024295       	|  0.0018243      	|
configure_optimizers               	|  0.02377        	|1              	|  0.02377        	|  0.0017849      	|
on_before_zero_grad                	|  2.358e-05      	|1000           	|  0.02358        	|  0.0017706      	|
on_before_optimizer_step           	|  1.6834e-05     	|1000           	|  0.016834       	|  0.0012641      	|
on_batch_end                       	|  1.6527e-05     	|1000           	|  0.016527       	|  0.001241       	|
on_before_backward                 	|  1.5289e-05     	|1000           	|  0.015289       	|  0.001148       	|
evaluation_batch_to_device         	|  0.00027955     	|48             	|  0.013418       	|  0.0010076      	|
training_step_end                  	|  1.0706e-05     	|1000           	|  0.010706       	|  0.00080393     	|
on_epoch_end                       	|  1.1949e-05     	|501            	|  0.0059865      	|  0.00044952     	|
on_epoch_start                     	|  1.1309e-05     	|501            	|  0.005666       	|  0.00042545     	|
on_validation_model_eval           	|  0.0039976      	|1              	|  0.0039976      	|  0.00030017     	|
on_validation_batch_end            	|  4.3627e-05     	|48             	|  0.0020941      	|  0.00015724     	|
on_train_start                     	|  0.0011707      	|1              	|  0.0011707      	|  8.7904e-05     	|
on_validation_batch_start          	|  1.8021e-05     	|48             	|  0.00086503     	|  6.4954e-05     	|
on_validation_start                	|  0.00048537     	|1              	|  0.00048537     	|  3.6446e-05     	|
validation_step_end                	|  9.344e-06      	|48             	|  0.00044851     	|  3.3678e-05     	|
on_validation_end                  	|  0.00016226     	|1              	|  0.00016226     	|  1.2184e-05     	|
on_fit_end                         	|  8.1906e-05     	|1              	|  8.1906e-05     	|  6.1502e-06     	|
teardown                           	|  3.4168e-05     	|2              	|  6.8337e-05     	|  5.1313e-06     	|
on_configure_sharded_model         	|  3.1698e-05     	|2              	|  6.3395e-05     	|  4.7603e-06     	|
setup                              	|  3.0113e-05     	|2              	|  6.0227e-05     	|  4.5224e-06     	|
on_before_accelerator_backend_setup	|  2.6884e-05     	|2              	|  5.3769e-05     	|  4.0374e-06     	|
on_fit_start                       	|  4.3821e-05     	|1              	|  4.3821e-05     	|  3.2904e-06     	|
on_validation_epoch_end            	|  3.292e-05      	|1              	|  3.292e-05      	|  2.472e-06      	|
prepare_data                       	|  9.5135e-06     	|2              	|  1.9027e-05     	|  1.4287e-06     	|
on_val_dataloader                  	|  8.4136e-06     	|2              	|  1.6827e-05     	|  1.2635e-06     	|
configure_sharded_model            	|  7.9395e-06     	|2              	|  1.5879e-05     	|  1.1923e-06     	|
configure_callbacks                	|  7.4143e-06     	|2              	|  1.4829e-05     	|  1.1135e-06     	|
on_pretrain_routine_end            	|  1.3985e-05     	|1              	|  1.3985e-05     	|  1.0501e-06     	|
on_validation_epoch_start          	|  1.1487e-05     	|1              	|  1.1487e-05     	|  8.6254e-07     	|
on_train_dataloader                	|  6.4e-06        	|1              	|  6.4e-06        	|  4.8057e-07     	|
