VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  709.82         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  3.9465         	|167            	|  659.07         	|  92.85          	|
run_training_batch                 	|  0.2825         	|1000           	|  282.5          	|  39.799         	|
optimizer_step_with_closure_0      	|  0.2785         	|1000           	|  278.5          	|  39.235         	|
training_step_and_backward         	|  0.21184        	|1000           	|  211.84         	|  29.844         	|
model_forward                      	|  0.11307        	|1000           	|  113.07         	|  15.929         	|
training_step                      	|  0.11288        	|1000           	|  112.88         	|  15.902         	|
backward                           	|  0.09724        	|1000           	|  97.24          	|  13.699         	|
get_train_batch                    	|  0.075199       	|1167           	|  87.757         	|  12.363         	|
fetch_next_train_batch             	|  0.075171       	|1167           	|  87.724         	|  12.359         	|
run_validate_evaluation            	|  16.779         	|1              	|  16.779         	|  2.3639         	|
evaluation_step_and_end            	|  0.10836        	|125            	|  13.545         	|  1.9082         	|
validation_step                    	|  0.10828        	|125            	|  13.535         	|  1.9068         	|
on_train_batch_end                 	|  0.0020642      	|1000           	|  2.0642         	|  0.2908         	|
zero_grad                          	|  0.0014942      	|1000           	|  1.4942         	|  0.21051        	|
get_validate_batch                 	|  0.0059914      	|126            	|  0.75491        	|  0.10635        	|
fetch_next_validate_batch          	|  0.005971       	|126            	|  0.75235        	|  0.10599        	|
training_batch_to_device           	|  0.0003654      	|1000           	|  0.3654         	|  0.051478       	|
on_train_batch_start               	|  9.8956e-05     	|1000           	|  0.098956       	|  0.013941       	|
on_train_epoch_start               	|  0.00032682     	|167            	|  0.054579       	|  0.0076891      	|
on_train_epoch_end                 	|  0.00031841     	|167            	|  0.053175       	|  0.0074913      	|
on_train_end                       	|  0.045327       	|1              	|  0.045327       	|  0.0063857      	|
evaluation_batch_to_device         	|  0.00023552     	|125            	|  0.02944        	|  0.0041475      	|
on_batch_start                     	|  2.9115e-05     	|1000           	|  0.029115       	|  0.0041017      	|
on_pretrain_routine_start          	|  0.022956       	|1              	|  0.022956       	|  0.003234       	|
on_after_backward                  	|  2.1864e-05     	|1000           	|  0.021864       	|  0.0030803      	|
on_before_zero_grad                	|  1.8675e-05     	|1000           	|  0.018675       	|  0.0026309      	|
on_before_optimizer_step           	|  1.5836e-05     	|1000           	|  0.015836       	|  0.002231       	|
on_batch_end                       	|  1.5017e-05     	|1000           	|  0.015017       	|  0.0021156      	|
configure_optimizers               	|  0.013556       	|1              	|  0.013556       	|  0.0019098      	|
on_before_backward                 	|  1.2698e-05     	|1000           	|  0.012698       	|  0.0017889      	|
training_step_end                  	|  7.1935e-06     	|1000           	|  0.0071935      	|  0.0010134      	|
on_validation_batch_end            	|  3.3276e-05     	|125            	|  0.0041594      	|  0.00058599     	|
on_validation_model_eval           	|  0.0039223      	|1              	|  0.0039223      	|  0.00055257     	|
on_train_start                     	|  0.0020619      	|1              	|  0.0020619      	|  0.00029049     	|
on_epoch_end                       	|  1.1988e-05     	|168            	|  0.0020139      	|  0.00028373     	|
on_epoch_start                     	|  1.1723e-05     	|168            	|  0.0019694      	|  0.00027745     	|
on_validation_batch_start          	|  1.454e-05      	|125            	|  0.0018175      	|  0.00025605     	|
validation_step_end                	|  7.2464e-06     	|125            	|  0.0009058      	|  0.00012761     	|
on_validation_start                	|  0.00046957     	|1              	|  0.00046957     	|  6.6154e-05     	|
on_validation_end                  	|  0.00041776     	|1              	|  0.00041776     	|  5.8854e-05     	|
on_fit_end                         	|  5.9344e-05     	|1              	|  5.9344e-05     	|  8.3604e-06     	|
teardown                           	|  2.6984e-05     	|2              	|  5.3968e-05     	|  7.6031e-06     	|
on_before_accelerator_backend_setup	|  2.6716e-05     	|2              	|  5.3432e-05     	|  7.5275e-06     	|
setup                              	|  2.534e-05      	|2              	|  5.0681e-05     	|  7.1399e-06     	|
on_configure_sharded_model         	|  2.3822e-05     	|2              	|  4.7645e-05     	|  6.7122e-06     	|
on_validation_epoch_end            	|  4.4832e-05     	|1              	|  4.4832e-05     	|  6.316e-06      	|
on_fit_start                       	|  4.3802e-05     	|1              	|  4.3802e-05     	|  6.1708e-06     	|
configure_callbacks                	|  9.9419e-06     	|2              	|  1.9884e-05     	|  2.8012e-06     	|
on_val_dataloader                  	|  8.232e-06      	|2              	|  1.6464e-05     	|  2.3194e-06     	|
on_pretrain_routine_end            	|  1.6415e-05     	|1              	|  1.6415e-05     	|  2.3126e-06     	|
configure_sharded_model            	|  7.8147e-06     	|2              	|  1.5629e-05     	|  2.2019e-06     	|
prepare_data                       	|  6.3609e-06     	|2              	|  1.2722e-05     	|  1.7923e-06     	|
on_validation_epoch_start          	|  1.1038e-05     	|1              	|  1.1038e-05     	|  1.555e-06      	|
on_train_dataloader                	|  8.1733e-06     	|1              	|  8.1733e-06     	|  1.1515e-06     	|
