VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  440.68         	|  100 %          	|
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run_training_epoch                 	|  6.3511         	|63             	|  400.12         	|  90.795         	|
run_training_batch                 	|  0.27454        	|1000           	|  274.54         	|  62.3           	|
optimizer_step_with_closure_0      	|  0.27126        	|1000           	|  271.26         	|  61.555         	|
training_step_and_backward         	|  0.20643        	|1000           	|  206.43         	|  46.843         	|
model_forward                      	|  0.10546        	|1000           	|  105.46         	|  23.931         	|
training_step                      	|  0.10526        	|1000           	|  105.26         	|  23.887         	|
backward                           	|  0.099398       	|1000           	|  99.398         	|  22.556         	|
get_train_batch                    	|  0.025984       	|1063           	|  27.621         	|  6.2679         	|
fetch_next_train_batch             	|  0.02596        	|1063           	|  27.596         	|  6.2621         	|
run_validate_evaluation            	|  7.5576         	|1              	|  7.5576         	|  1.715          	|
evaluation_step_and_end            	|  0.10221        	|48             	|  4.9061         	|  1.1133         	|
validation_step                    	|  0.10209        	|48             	|  4.9005         	|  1.112          	|
on_train_batch_end                 	|  0.0021184      	|1000           	|  2.1184         	|  0.48071        	|
zero_grad                          	|  0.0015353      	|1000           	|  1.5353         	|  0.3484         	|
get_validate_batch                 	|  0.01423        	|49             	|  0.69729        	|  0.15823        	|
fetch_next_validate_batch          	|  0.014207       	|49             	|  0.69613        	|  0.15797        	|
training_batch_to_device           	|  0.00025808     	|1000           	|  0.25808        	|  0.058565       	|
on_train_batch_start               	|  9.562e-05      	|1000           	|  0.09562        	|  0.021698       	|
on_train_end                       	|  0.063325       	|1              	|  0.063325       	|  0.01437        	|
on_after_backward                  	|  2.4842e-05     	|1000           	|  0.024842       	|  0.0056373      	|
configure_optimizers               	|  0.024065       	|1              	|  0.024065       	|  0.005461       	|
on_pretrain_routine_start          	|  0.023299       	|1              	|  0.023299       	|  0.0052872      	|
on_train_epoch_end                 	|  0.00035422     	|63             	|  0.022316       	|  0.0050639      	|
on_train_epoch_start               	|  0.00034006     	|63             	|  0.021424       	|  0.0048616      	|
on_batch_start                     	|  2.0672e-05     	|1000           	|  0.020672       	|  0.004691       	|
on_before_zero_grad                	|  1.9132e-05     	|1000           	|  0.019132       	|  0.0043415      	|
on_batch_end                       	|  1.6757e-05     	|1000           	|  0.016757       	|  0.0038026      	|
on_before_optimizer_step           	|  1.4774e-05     	|1000           	|  0.014774       	|  0.0033526      	|
on_before_backward                 	|  1.3451e-05     	|1000           	|  0.013451       	|  0.0030524      	|
evaluation_batch_to_device         	|  0.0002709      	|48             	|  0.013003       	|  0.0029507      	|
training_step_end                  	|  7.6454e-06     	|1000           	|  0.0076454      	|  0.0017349      	|
on_validation_model_eval           	|  0.0045044      	|1              	|  0.0045044      	|  0.0010221      	|
on_validation_batch_end            	|  4.2509e-05     	|48             	|  0.0020404      	|  0.00046302     	|
on_train_start                     	|  0.0012379      	|1              	|  0.0012379      	|  0.00028091     	|
on_validation_batch_start          	|  1.6914e-05     	|48             	|  0.00081187     	|  0.00018423     	|
on_epoch_end                       	|  1.2458e-05     	|64             	|  0.00079734     	|  0.00018094     	|
on_epoch_start                     	|  1.1641e-05     	|64             	|  0.00074503     	|  0.00016906     	|
on_validation_start                	|  0.00068171     	|1              	|  0.00068171     	|  0.00015469     	|
validation_step_end                	|  9.1619e-06     	|48             	|  0.00043977     	|  9.9794e-05     	|
on_validation_end                  	|  0.00016357     	|1              	|  0.00016357     	|  3.7117e-05     	|
setup                              	|  3.8275e-05     	|2              	|  7.6549e-05     	|  1.7371e-05     	|
on_fit_start                       	|  5.4928e-05     	|1              	|  5.4928e-05     	|  1.2464e-05     	|
on_configure_sharded_model         	|  2.6532e-05     	|2              	|  5.3063e-05     	|  1.2041e-05     	|
on_before_accelerator_backend_setup	|  2.5863e-05     	|2              	|  5.1726e-05     	|  1.1738e-05     	|
teardown                           	|  2.3361e-05     	|2              	|  4.6723e-05     	|  1.0602e-05     	|
on_fit_end                         	|  3.1732e-05     	|1              	|  3.1732e-05     	|  7.2007e-06     	|
on_validation_epoch_end            	|  2.978e-05      	|1              	|  2.978e-05      	|  6.7577e-06     	|
on_val_dataloader                  	|  1.3551e-05     	|2              	|  2.7101e-05     	|  6.1499e-06     	|
configure_callbacks                	|  9.2005e-06     	|2              	|  1.8401e-05     	|  4.1756e-06     	|
on_pretrain_routine_end            	|  1.5214e-05     	|1              	|  1.5214e-05     	|  3.4524e-06     	|
prepare_data                       	|  7.1852e-06     	|2              	|  1.437e-05      	|  3.2609e-06     	|
configure_sharded_model            	|  6.9048e-06     	|2              	|  1.381e-05      	|  3.1337e-06     	|
on_validation_epoch_start          	|  1.3119e-05     	|1              	|  1.3119e-05     	|  2.9769e-06     	|
on_train_dataloader                	|  8.2683e-06     	|1              	|  8.2683e-06     	|  1.8763e-06     	|
