VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  376.99         	|  100 %          	|
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run_training_epoch                 	|  15.417         	|21             	|  323.76         	|  85.88          	|
run_training_batch                 	|  0.28415        	|1000           	|  284.15         	|  75.373         	|
optimizer_step_with_closure_0      	|  0.28081        	|1000           	|  280.81         	|  74.485         	|
training_step_and_backward         	|  0.21693        	|1000           	|  216.93         	|  57.541         	|
backward                           	|  0.10806        	|1000           	|  108.06         	|  28.664         	|
model_forward                      	|  0.10737        	|1000           	|  107.37         	|  28.48          	|
training_step                      	|  0.10717        	|1000           	|  107.17         	|  28.427         	|
run_validate_evaluation            	|  16.104         	|1              	|  16.104         	|  4.2716         	|
evaluation_step_and_end            	|  0.10893        	|125            	|  13.617         	|  3.6119         	|
validation_step                    	|  0.10882        	|125            	|  13.602         	|  3.6081         	|
get_train_batch                    	|  0.0084621      	|1021           	|  8.6398         	|  2.2917         	|
fetch_next_train_batch             	|  0.0084367      	|1021           	|  8.6139         	|  2.2849         	|
on_train_batch_end                 	|  0.0025026      	|1000           	|  2.5026         	|  0.66383        	|
zero_grad                          	|  0.0014663      	|1000           	|  1.4663         	|  0.38895        	|
get_validate_batch                 	|  0.0054299      	|126            	|  0.68416        	|  0.18148        	|
fetch_next_validate_batch          	|  0.0054045      	|126            	|  0.68097        	|  0.18063        	|
training_batch_to_device           	|  0.00028407     	|1000           	|  0.28407        	|  0.075351       	|
on_train_batch_start               	|  9.6668e-05     	|1000           	|  0.096668       	|  0.025642       	|
on_train_end                       	|  0.069947       	|1              	|  0.069947       	|  0.018554       	|
evaluation_batch_to_device         	|  0.00027488     	|125            	|  0.03436        	|  0.0091142      	|
on_after_backward                  	|  2.7524e-05     	|1000           	|  0.027524       	|  0.0073009      	|
on_pretrain_routine_start          	|  0.022594       	|1              	|  0.022594       	|  0.0059933      	|
on_batch_start                     	|  2.2566e-05     	|1000           	|  0.022566       	|  0.0059857      	|
configure_optimizers               	|  0.020594       	|1              	|  0.020594       	|  0.0054627      	|
on_before_zero_grad                	|  1.8259e-05     	|1000           	|  0.018259       	|  0.0048434      	|
on_batch_end                       	|  1.6221e-05     	|1000           	|  0.016221       	|  0.0043028      	|
on_before_optimizer_step           	|  1.3706e-05     	|1000           	|  0.013706       	|  0.0036355      	|
on_before_backward                 	|  1.3414e-05     	|1000           	|  0.013414       	|  0.003558       	|
on_train_epoch_end                 	|  0.00052515     	|21             	|  0.011028       	|  0.0029253      	|
on_train_epoch_start               	|  0.00045406     	|21             	|  0.0095353      	|  0.0025293      	|
training_step_end                  	|  7.2001e-06     	|1000           	|  0.0072001      	|  0.0019099      	|
on_validation_batch_end            	|  4.0075e-05     	|125            	|  0.0050094      	|  0.0013288      	|
on_validation_model_eval           	|  0.0040298      	|1              	|  0.0040298      	|  0.0010689      	|
on_validation_batch_start          	|  1.889e-05      	|125            	|  0.0023613      	|  0.00062635     	|
validation_step_end                	|  9.2778e-06     	|125            	|  0.0011597      	|  0.00030762     	|
on_train_start                     	|  0.0011004      	|1              	|  0.0011004      	|  0.00029189     	|
on_validation_start                	|  0.00049319     	|1              	|  0.00049319     	|  0.00013082     	|
on_epoch_end                       	|  1.5735e-05     	|22             	|  0.00034617     	|  9.1824e-05     	|
on_epoch_start                     	|  1.1442e-05     	|22             	|  0.00025172     	|  6.6771e-05     	|
on_validation_end                  	|  0.00017265     	|1              	|  0.00017265     	|  4.5797e-05     	|
on_before_accelerator_backend_setup	|  3.2807e-05     	|2              	|  6.5614e-05     	|  1.7404e-05     	|
setup                              	|  2.68e-05       	|2              	|  5.3599e-05     	|  1.4218e-05     	|
on_configure_sharded_model         	|  2.6275e-05     	|2              	|  5.2551e-05     	|  1.3939e-05     	|
teardown                           	|  2.391e-05      	|2              	|  4.782e-05      	|  1.2684e-05     	|
on_validation_epoch_end            	|  4.6784e-05     	|1              	|  4.6784e-05     	|  1.241e-05      	|
on_fit_end                         	|  4.385e-05      	|1              	|  4.385e-05      	|  1.1632e-05     	|
on_fit_start                       	|  4.1345e-05     	|1              	|  4.1345e-05     	|  1.0967e-05     	|
prepare_data                       	|  1.4212e-05     	|2              	|  2.8424e-05     	|  7.5396e-06     	|
on_val_dataloader                  	|  1.0086e-05     	|2              	|  2.0172e-05     	|  5.3509e-06     	|
configure_sharded_model            	|  8.4499e-06     	|2              	|  1.69e-05       	|  4.4828e-06     	|
configure_callbacks                	|  6.6301e-06     	|2              	|  1.326e-05      	|  3.5173e-06     	|
on_pretrain_routine_end            	|  1.2482e-05     	|1              	|  1.2482e-05     	|  3.3108e-06     	|
on_validation_epoch_start          	|  1.2243e-05     	|1              	|  1.2243e-05     	|  3.2476e-06     	|
on_train_dataloader                	|  9.4157e-06     	|1              	|  9.4157e-06     	|  2.4976e-06     	|
