VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  711.05         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  3.2668         	|200            	|  653.36         	|  91.888         	|
run_training_batch                 	|  0.28628        	|1000           	|  286.28         	|  40.262         	|
optimizer_step_with_closure_0      	|  0.28299        	|1000           	|  282.99         	|  39.799         	|
training_step_and_backward         	|  0.21856        	|1000           	|  218.56         	|  30.738         	|
model_forward                      	|  0.111          	|1000           	|  111.0          	|  15.611         	|
training_step                      	|  0.1108         	|1000           	|  110.8          	|  15.582         	|
backward                           	|  0.10606        	|1000           	|  106.06         	|  14.916         	|
get_train_batch                    	|  0.054644       	|1200           	|  65.572         	|  9.2219         	|
fetch_next_train_batch             	|  0.054613       	|1200           	|  65.535         	|  9.2167         	|
run_validate_evaluation            	|  17.065         	|1              	|  17.065         	|  2.4            	|
evaluation_step_and_end            	|  0.1016         	|139            	|  14.122         	|  1.9862         	|
validation_step                    	|  0.10149        	|139            	|  14.107         	|  1.9839         	|
on_train_batch_end                 	|  0.0021182      	|1000           	|  2.1182         	|  0.2979         	|
zero_grad                          	|  0.0014662      	|1000           	|  1.4662         	|  0.20621        	|
get_validate_batch                 	|  0.0046469      	|140            	|  0.65056        	|  0.091494       	|
fetch_next_validate_batch          	|  0.0046217      	|140            	|  0.64703        	|  0.090997       	|
training_batch_to_device           	|  0.00043305     	|1000           	|  0.43305        	|  0.060904       	|
on_train_batch_start               	|  0.00010364     	|1000           	|  0.10364        	|  0.014576       	|
on_train_epoch_end                 	|  0.0003547      	|200            	|  0.07094        	|  0.0099768      	|
on_train_epoch_start               	|  0.00031684     	|200            	|  0.063368       	|  0.008912       	|
on_train_end                       	|  0.041596       	|1              	|  0.041596       	|  0.0058499      	|
evaluation_batch_to_device         	|  0.0002598      	|139            	|  0.036112       	|  0.0050787      	|
on_batch_start                     	|  3.0037e-05     	|1000           	|  0.030037       	|  0.0042243      	|
on_after_backward                  	|  2.4993e-05     	|1000           	|  0.024993       	|  0.003515       	|
on_pretrain_routine_start          	|  0.023089       	|1              	|  0.023089       	|  0.0032472      	|
on_before_zero_grad                	|  1.937e-05      	|1000           	|  0.01937        	|  0.0027242      	|
on_before_optimizer_step           	|  1.6531e-05     	|1000           	|  0.016531       	|  0.0023249      	|
on_batch_end                       	|  1.6355e-05     	|1000           	|  0.016355       	|  0.0023001      	|
on_before_backward                 	|  1.3341e-05     	|1000           	|  0.013341       	|  0.0018762      	|
configure_optimizers               	|  0.011491       	|1              	|  0.011491       	|  0.0016161      	|
training_step_end                  	|  8.1774e-06     	|1000           	|  0.0081774      	|  0.0011501      	|
on_validation_batch_end            	|  4.1472e-05     	|139            	|  0.0057646      	|  0.00081072     	|
on_validation_model_eval           	|  0.0046267      	|1              	|  0.0046267      	|  0.00065069     	|
on_epoch_end                       	|  1.2189e-05     	|201            	|  0.0024499      	|  0.00034455     	|
on_epoch_start                     	|  1.1878e-05     	|201            	|  0.0023876      	|  0.00033578     	|
on_validation_batch_start          	|  1.608e-05      	|139            	|  0.0022351      	|  0.00031434     	|
on_train_start                     	|  0.001344       	|1              	|  0.001344       	|  0.00018901     	|
validation_step_end                	|  9.1124e-06     	|139            	|  0.0012666      	|  0.00017813     	|
on_validation_start                	|  0.00058722     	|1              	|  0.00058722     	|  8.2585e-05     	|
on_validation_end                  	|  0.00014267     	|1              	|  0.00014267     	|  2.0065e-05     	|
on_before_accelerator_backend_setup	|  3.1906e-05     	|2              	|  6.3812e-05     	|  8.9744e-06     	|
on_fit_start                       	|  4.999e-05      	|1              	|  4.999e-05      	|  7.0304e-06     	|
on_configure_sharded_model         	|  2.4861e-05     	|2              	|  4.9721e-05     	|  6.9927e-06     	|
setup                              	|  2.3685e-05     	|2              	|  4.7371e-05     	|  6.6621e-06     	|
teardown                           	|  2.181e-05      	|2              	|  4.3619e-05     	|  6.1345e-06     	|
on_fit_end                         	|  3.5124e-05     	|1              	|  3.5124e-05     	|  4.9397e-06     	|
on_validation_epoch_end            	|  3.1313e-05     	|1              	|  3.1313e-05     	|  4.4038e-06     	|
on_pretrain_routine_end            	|  3.0831e-05     	|1              	|  3.0831e-05     	|  4.3359e-06     	|
on_val_dataloader                  	|  1.4091e-05     	|2              	|  2.8182e-05     	|  3.9634e-06     	|
prepare_data                       	|  1.1776e-05     	|2              	|  2.3551e-05     	|  3.3122e-06     	|
configure_sharded_model            	|  1.0714e-05     	|2              	|  2.1428e-05     	|  3.0136e-06     	|
configure_callbacks                	|  6.8545e-06     	|2              	|  1.3709e-05     	|  1.928e-06      	|
on_validation_epoch_start          	|  1.1861e-05     	|1              	|  1.1861e-05     	|  1.6681e-06     	|
on_train_dataloader                	|  9.7211e-06     	|1              	|  9.7211e-06     	|  1.3672e-06     	|
