VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  383.22         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  15.523         	|21             	|  325.99         	|  85.068         	|
run_training_batch                 	|  0.28086        	|1000           	|  280.86         	|  73.291         	|
optimizer_step_with_closure_0      	|  0.27762        	|1000           	|  277.62         	|  72.444         	|
training_step_and_backward         	|  0.21332        	|1000           	|  213.32         	|  55.665         	|
backward                           	|  0.10625        	|1000           	|  106.25         	|  27.725         	|
model_forward                      	|  0.10554        	|1000           	|  105.54         	|  27.54          	|
training_step                      	|  0.10535        	|1000           	|  105.35         	|  27.49          	|
run_validate_evaluation            	|  16.084         	|1              	|  16.084         	|  4.1972         	|
evaluation_step_and_end            	|  0.10777        	|125            	|  13.471         	|  3.5153         	|
validation_step                    	|  0.10766        	|125            	|  13.457         	|  3.5116         	|
get_train_batch                    	|  0.0086178      	|1021           	|  8.7988         	|  2.2961         	|
fetch_next_train_batch             	|  0.0085919      	|1021           	|  8.7723         	|  2.2891         	|
on_train_batch_end                 	|  0.0024757      	|1000           	|  2.4757         	|  0.64604        	|
zero_grad                          	|  0.0014972      	|1000           	|  1.4972         	|  0.3907         	|
get_validate_batch                 	|  0.0056578      	|126            	|  0.71288        	|  0.18603        	|
fetch_next_validate_batch          	|  0.0056326      	|126            	|  0.70971        	|  0.1852         	|
training_batch_to_device           	|  0.00033771     	|1000           	|  0.33771        	|  0.088125       	|
on_train_batch_start               	|  9.7434e-05     	|1000           	|  0.097434       	|  0.025425       	|
on_train_end                       	|  0.06051        	|1              	|  0.06051        	|  0.01579        	|
evaluation_batch_to_device         	|  0.00027806     	|125            	|  0.034757       	|  0.0090698      	|
on_after_backward                  	|  2.6944e-05     	|1000           	|  0.026944       	|  0.007031       	|
on_pretrain_routine_start          	|  0.02302        	|1              	|  0.02302        	|  0.0060071      	|
on_batch_start                     	|  2.1887e-05     	|1000           	|  0.021887       	|  0.0057115      	|
configure_optimizers               	|  0.021423       	|1              	|  0.021423       	|  0.0055905      	|
on_before_zero_grad                	|  1.7256e-05     	|1000           	|  0.017256       	|  0.0045029      	|
on_batch_end                       	|  1.5769e-05     	|1000           	|  0.015769       	|  0.004115       	|
on_before_backward                 	|  1.3667e-05     	|1000           	|  0.013667       	|  0.0035664      	|
on_before_optimizer_step           	|  1.2745e-05     	|1000           	|  0.012745       	|  0.0033259      	|
on_train_epoch_end                 	|  0.00045514     	|21             	|  0.0095579      	|  0.0024941      	|
on_train_epoch_start               	|  0.00039602     	|21             	|  0.0083163      	|  0.0021701      	|
training_step_end                  	|  7.0774e-06     	|1000           	|  0.0070774      	|  0.0018469      	|
on_validation_model_eval           	|  0.0063405      	|1              	|  0.0063405      	|  0.0016545      	|
on_validation_batch_end            	|  4.182e-05      	|125            	|  0.0052275      	|  0.0013641      	|
on_validation_batch_start          	|  1.7785e-05     	|125            	|  0.0022231      	|  0.00058011     	|
on_train_start                     	|  0.0011575      	|1              	|  0.0011575      	|  0.00030206     	|
validation_step_end                	|  9.1447e-06     	|125            	|  0.0011431      	|  0.00029829     	|
on_validation_start                	|  0.00078337     	|1              	|  0.00078337     	|  0.00020442     	|
on_epoch_end                       	|  1.2361e-05     	|22             	|  0.00027195     	|  7.0964e-05     	|
on_epoch_start                     	|  1.1622e-05     	|22             	|  0.00025567     	|  6.6718e-05     	|
on_validation_end                  	|  0.00022531     	|1              	|  0.00022531     	|  5.8794e-05     	|
on_before_accelerator_backend_setup	|  4.2024e-05     	|2              	|  8.4048e-05     	|  2.1932e-05     	|
setup                              	|  3.7806e-05     	|2              	|  7.5612e-05     	|  1.9731e-05     	|
on_configure_sharded_model         	|  2.929e-05      	|2              	|  5.858e-05      	|  1.5287e-05     	|
on_val_dataloader                  	|  2.9105e-05     	|2              	|  5.821e-05      	|  1.519e-05      	|
teardown                           	|  2.8399e-05     	|2              	|  5.6798e-05     	|  1.4821e-05     	|
on_fit_start                       	|  4.4713e-05     	|1              	|  4.4713e-05     	|  1.1668e-05     	|
on_fit_end                         	|  4.0695e-05     	|1              	|  4.0695e-05     	|  1.0619e-05     	|
on_validation_epoch_end            	|  3.8043e-05     	|1              	|  3.8043e-05     	|  9.9272e-06     	|
prepare_data                       	|  1.2417e-05     	|2              	|  2.4835e-05     	|  6.4806e-06     	|
configure_sharded_model            	|  9.0208e-06     	|2              	|  1.8042e-05     	|  4.708e-06      	|
configure_callbacks                	|  8.3214e-06     	|2              	|  1.6643e-05     	|  4.3429e-06     	|
on_pretrain_routine_end            	|  1.5287e-05     	|1              	|  1.5287e-05     	|  3.9891e-06     	|
on_validation_epoch_start          	|  1.1206e-05     	|1              	|  1.1206e-05     	|  2.9241e-06     	|
on_train_dataloader                	|  8.4229e-06     	|1              	|  8.4229e-06     	|  2.198e-06      	|
