VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  425.68         	|  100 %          	|
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run_training_epoch                 	|  5.8146         	|63             	|  366.32         	|  86.055         	|
run_training_batch                 	|  0.23333        	|1000           	|  233.33         	|  54.814         	|
optimizer_step_with_closure_0      	|  0.23153        	|1000           	|  231.53         	|  54.391         	|
training_step_and_backward         	|  0.17192        	|1000           	|  171.92         	|  40.388         	|
model_forward                      	|  0.086021       	|1000           	|  86.021         	|  20.208         	|
training_step                      	|  0.085849       	|1000           	|  85.849         	|  20.168         	|
backward                           	|  0.084601       	|1000           	|  84.601         	|  19.874         	|
run_validate_evaluation            	|  30.352         	|1              	|  30.352         	|  7.1304         	|
get_train_batch                    	|  0.027596       	|1063           	|  29.335         	|  6.8913         	|
fetch_next_train_batch             	|  0.027571       	|1063           	|  29.308         	|  6.8851         	|
evaluation_step_and_end            	|  0.083846       	|313            	|  26.244         	|  6.1652         	|
validation_step                    	|  0.083747       	|313            	|  26.213         	|  6.1579         	|
on_train_batch_end                 	|  0.0014382      	|1000           	|  1.4382         	|  0.33787        	|
zero_grad                          	|  0.0012728      	|1000           	|  1.2728         	|  0.29901        	|
get_validate_batch                 	|  0.0033269      	|314            	|  1.0447         	|  0.24541        	|
fetch_next_validate_batch          	|  0.0033103      	|314            	|  1.0394         	|  0.24418        	|
training_batch_to_device           	|  0.00023351     	|1000           	|  0.23351        	|  0.054856       	|
on_train_batch_start               	|  0.00013962     	|1000           	|  0.13962        	|  0.032799       	|
evaluation_batch_to_device         	|  0.00018487     	|313            	|  0.057866       	|  0.013594       	|
on_train_end                       	|  0.043721       	|1              	|  0.043721       	|  0.010271       	|
on_pretrain_routine_start          	|  0.039327       	|1              	|  0.039327       	|  0.0092388      	|
on_train_epoch_start               	|  0.00034725     	|63             	|  0.021877       	|  0.0051392      	|
on_train_epoch_end                 	|  0.00032117     	|63             	|  0.020233       	|  0.0047532      	|
on_batch_start                     	|  1.9393e-05     	|1000           	|  0.019393       	|  0.0045557      	|
on_after_backward                  	|  1.6413e-05     	|1000           	|  0.016413       	|  0.0038557      	|
on_batch_end                       	|  1.4086e-05     	|1000           	|  0.014086       	|  0.003309       	|
on_before_zero_grad                	|  1.3262e-05     	|1000           	|  0.013262       	|  0.0031154      	|
on_before_backward                 	|  1.1492e-05     	|1000           	|  0.011492       	|  0.0026997      	|
on_before_optimizer_step           	|  1.1231e-05     	|1000           	|  0.011231       	|  0.0026384      	|
configure_optimizers               	|  0.010362       	|1              	|  0.010362       	|  0.0024343      	|
on_validation_batch_end            	|  2.39e-05       	|313            	|  0.0074807      	|  0.0017574      	|
training_step_end                  	|  6.2087e-06     	|1000           	|  0.0062087      	|  0.0014586      	|
on_validation_model_eval           	|  0.0037796      	|1              	|  0.0037796      	|  0.0008879      	|
on_validation_batch_start          	|  1.1304e-05     	|313            	|  0.0035381      	|  0.00083117     	|
validation_step_end                	|  5.8282e-06     	|313            	|  0.0018242      	|  0.00042854     	|
on_train_start                     	|  0.0010637      	|1              	|  0.0010637      	|  0.00024989     	|
on_epoch_end                       	|  1.1317e-05     	|64             	|  0.00072432     	|  0.00017016     	|
on_epoch_start                     	|  1.0979e-05     	|64             	|  0.00070264     	|  0.00016506     	|
on_validation_start                	|  0.00047434     	|1              	|  0.00047434     	|  0.00011143     	|
on_validation_end                  	|  0.00013388     	|1              	|  0.00013388     	|  3.1451e-05     	|
teardown                           	|  3.4997e-05     	|2              	|  6.9994e-05     	|  1.6443e-05     	|
on_fit_end                         	|  6.7178e-05     	|1              	|  6.7178e-05     	|  1.5781e-05     	|
setup                              	|  2.8235e-05     	|2              	|  5.647e-05      	|  1.3266e-05     	|
on_configure_sharded_model         	|  2.5852e-05     	|2              	|  5.1703e-05     	|  1.2146e-05     	|
on_fit_start                       	|  5.1392e-05     	|1              	|  5.1392e-05     	|  1.2073e-05     	|
on_before_accelerator_backend_setup	|  2.4317e-05     	|2              	|  4.8634e-05     	|  1.1425e-05     	|
on_validation_epoch_end            	|  3.3997e-05     	|1              	|  3.3997e-05     	|  7.9866e-06     	|
configure_sharded_model            	|  9.587e-06      	|2              	|  1.9174e-05     	|  4.5044e-06     	|
configure_callbacks                	|  8.9472e-06     	|2              	|  1.7894e-05     	|  4.2037e-06     	|
prepare_data                       	|  8.6194e-06     	|2              	|  1.7239e-05     	|  4.0497e-06     	|
on_val_dataloader                  	|  8.6185e-06     	|2              	|  1.7237e-05     	|  4.0493e-06     	|
on_pretrain_routine_end            	|  1.2709e-05     	|1              	|  1.2709e-05     	|  2.9855e-06     	|
on_validation_epoch_start          	|  9.7863e-06     	|1              	|  9.7863e-06     	|  2.299e-06      	|
on_train_dataloader                	|  6.8489e-06     	|1              	|  6.8489e-06     	|  1.6089e-06     	|
