VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  766.0          	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  3.5892         	|200            	|  717.84         	|  93.712         	|
run_training_batch                 	|  0.29511        	|1000           	|  295.11         	|  38.526         	|
optimizer_step_with_closure_0      	|  0.2913         	|1000           	|  291.3          	|  38.029         	|
training_step_and_backward         	|  0.22545        	|1000           	|  225.45         	|  29.432         	|
model_forward                      	|  0.11407        	|1000           	|  114.07         	|  14.892         	|
training_step                      	|  0.11385        	|1000           	|  113.85         	|  14.863         	|
backward                           	|  0.10981        	|1000           	|  109.81         	|  14.336         	|
get_train_batch                    	|  0.069956       	|1200           	|  83.947         	|  10.959         	|
fetch_next_train_batch             	|  0.069925       	|1200           	|  83.91          	|  10.954         	|
run_validate_evaluation            	|  16.16          	|1              	|  16.16          	|  2.1097         	|
evaluation_step_and_end            	|  0.097785       	|139            	|  13.592         	|  1.7744         	|
validation_step                    	|  0.097669       	|139            	|  13.576         	|  1.7723         	|
on_train_batch_end                 	|  0.0023882      	|1000           	|  2.3882         	|  0.31178        	|
zero_grad                          	|  0.0015302      	|1000           	|  1.5302         	|  0.19977        	|
get_validate_batch                 	|  0.0054095      	|140            	|  0.75733        	|  0.098869       	|
fetch_next_validate_batch          	|  0.0053866      	|140            	|  0.75413        	|  0.09845        	|
training_batch_to_device           	|  0.00042005     	|1000           	|  0.42005        	|  0.054837       	|
on_train_batch_start               	|  0.00010765     	|1000           	|  0.10765        	|  0.014054       	|
on_train_epoch_start               	|  0.00035158     	|200            	|  0.070315       	|  0.0091795      	|
on_train_epoch_end                 	|  0.0003247      	|200            	|  0.06494        	|  0.0084778      	|
on_train_end                       	|  0.059485       	|1              	|  0.059485       	|  0.0077657      	|
evaluation_batch_to_device         	|  0.00030432     	|139            	|  0.0423         	|  0.0055222      	|
configure_optimizers               	|  0.036111       	|1              	|  0.036111       	|  0.0047142      	|
on_batch_start                     	|  3.5091e-05     	|1000           	|  0.035091       	|  0.0045811      	|
on_after_backward                  	|  3.1029e-05     	|1000           	|  0.031029       	|  0.0040507      	|
on_pretrain_routine_start          	|  0.024034       	|1              	|  0.024034       	|  0.0031376      	|
on_before_zero_grad                	|  2.2481e-05     	|1000           	|  0.022481       	|  0.0029348      	|
on_batch_end                       	|  1.6777e-05     	|1000           	|  0.016777       	|  0.0021903      	|
on_before_optimizer_step           	|  1.4799e-05     	|1000           	|  0.014799       	|  0.001932       	|
on_before_backward                 	|  1.4035e-05     	|1000           	|  0.014035       	|  0.0018323      	|
training_step_end                  	|  9.2035e-06     	|1000           	|  0.0092035      	|  0.0012015      	|
on_validation_batch_end            	|  4.0098e-05     	|139            	|  0.0055736      	|  0.00072762     	|
on_validation_model_eval           	|  0.0047939      	|1              	|  0.0047939      	|  0.00062584     	|
on_epoch_start                     	|  1.2247e-05     	|201            	|  0.0024617      	|  0.00032137     	|
on_epoch_end                       	|  1.2232e-05     	|201            	|  0.0024586      	|  0.00032097     	|
on_validation_batch_start          	|  1.6981e-05     	|139            	|  0.0023603      	|  0.00030813     	|
validation_step_end                	|  9.2557e-06     	|139            	|  0.0012865      	|  0.00016796     	|
on_train_start                     	|  0.001158       	|1              	|  0.001158       	|  0.00015117     	|
on_validation_start                	|  0.00063942     	|1              	|  0.00063942     	|  8.3476e-05     	|
on_validation_end                  	|  0.00016547     	|1              	|  0.00016547     	|  2.1602e-05     	|
teardown                           	|  3.6372e-05     	|2              	|  7.2744e-05     	|  9.4966e-06     	|
on_fit_end                         	|  6.8117e-05     	|1              	|  6.8117e-05     	|  8.8925e-06     	|
setup                              	|  3.0618e-05     	|2              	|  6.1236e-05     	|  7.9943e-06     	|
on_configure_sharded_model         	|  2.683e-05      	|2              	|  5.3661e-05     	|  7.0053e-06     	|
on_before_accelerator_backend_setup	|  2.6181e-05     	|2              	|  5.2363e-05     	|  6.8359e-06     	|
on_fit_start                       	|  5.2145e-05     	|1              	|  5.2145e-05     	|  6.8074e-06     	|
on_val_dataloader                  	|  1.7289e-05     	|2              	|  3.4578e-05     	|  4.5141e-06     	|
on_validation_epoch_end            	|  3.4388e-05     	|1              	|  3.4388e-05     	|  4.4893e-06     	|
prepare_data                       	|  9.0338e-06     	|2              	|  1.8068e-05     	|  2.3587e-06     	|
configure_callbacks                	|  8.692e-06      	|2              	|  1.7384e-05     	|  2.2695e-06     	|
on_pretrain_routine_end            	|  1.6958e-05     	|1              	|  1.6958e-05     	|  2.2138e-06     	|
configure_sharded_model            	|  7.9665e-06     	|2              	|  1.5933e-05     	|  2.08e-06       	|
on_validation_epoch_start          	|  1.0725e-05     	|1              	|  1.0725e-05     	|  1.4001e-06     	|
on_train_dataloader                	|  7.5437e-06     	|1              	|  7.5437e-06     	|  9.8482e-07     	|
