VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1343.2         	|  100 %          	|
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run_training_epoch                 	|  2.569          	|500            	|  1284.5         	|  95.634         	|
run_training_batch                 	|  0.26982        	|1000           	|  269.82         	|  20.088         	|
optimizer_step_with_closure_0      	|  0.2662         	|1000           	|  266.2          	|  19.819         	|
training_step_and_backward         	|  0.2052         	|1000           	|  205.2          	|  15.277         	|
get_train_batch                    	|  0.13517        	|1500           	|  202.75         	|  15.095         	|
fetch_next_train_batch             	|  0.13513        	|1500           	|  202.69         	|  15.091         	|
backward                           	|  0.10282        	|1000           	|  102.82         	|  7.655          	|
model_forward                      	|  0.10095        	|1000           	|  100.95         	|  7.5159         	|
training_step                      	|  0.10072        	|1000           	|  100.72         	|  7.499          	|
run_validate_evaluation            	|  30.292         	|1              	|  30.292         	|  2.2553         	|
evaluation_step_and_end            	|  0.083554       	|313            	|  26.152         	|  1.9471         	|
validation_step                    	|  0.083488       	|313            	|  26.132         	|  1.9455         	|
on_train_batch_end                 	|  0.0019413      	|1000           	|  1.9413         	|  0.14453        	|
zero_grad                          	|  0.0013869      	|1000           	|  1.3869         	|  0.10326        	|
get_validate_batch                 	|  0.0033211      	|314            	|  1.0428         	|  0.07764        	|
fetch_next_validate_batch          	|  0.0033044      	|314            	|  1.0376         	|  0.077248       	|
training_batch_to_device           	|  0.00066423     	|1000           	|  0.66423        	|  0.049453       	|
on_train_epoch_end                 	|  0.00034636     	|500            	|  0.17318        	|  0.012893       	|
on_train_epoch_start               	|  0.00031904     	|500            	|  0.15952        	|  0.011876       	|
on_train_batch_start               	|  0.00010849     	|1000           	|  0.10849        	|  0.0080771      	|
evaluation_batch_to_device         	|  0.00019806     	|313            	|  0.061993       	|  0.0046155      	|
on_batch_start                     	|  4.6945e-05     	|1000           	|  0.046945       	|  0.0034952      	|
on_train_end                       	|  0.043479       	|1              	|  0.043479       	|  0.0032371      	|
on_pretrain_routine_start          	|  0.0217         	|1              	|  0.0217         	|  0.0016156      	|
on_before_zero_grad                	|  2.1343e-05     	|1000           	|  0.021343       	|  0.001589       	|
on_after_backward                  	|  1.9935e-05     	|1000           	|  0.019935       	|  0.0014842      	|
on_batch_end                       	|  1.6613e-05     	|1000           	|  0.016613       	|  0.0012369      	|
on_before_optimizer_step           	|  1.3617e-05     	|1000           	|  0.013617       	|  0.0010138      	|
on_before_backward                 	|  1.2565e-05     	|1000           	|  0.012565       	|  0.00093551     	|
configure_optimizers               	|  0.010159       	|1              	|  0.010159       	|  0.00075635     	|
training_step_end                  	|  8.5832e-06     	|1000           	|  0.0085832      	|  0.00063903     	|
on_validation_batch_end            	|  2.3397e-05     	|313            	|  0.0073233      	|  0.00054523     	|
on_epoch_end                       	|  1.0988e-05     	|501            	|  0.0055052      	|  0.00040987     	|
on_epoch_start                     	|  1.0653e-05     	|501            	|  0.0053372      	|  0.00039736     	|
on_validation_model_eval           	|  0.0038379      	|1              	|  0.0038379      	|  0.00028574     	|
on_validation_batch_start          	|  1.1888e-05     	|313            	|  0.0037209      	|  0.00027703     	|
validation_step_end                	|  5.7664e-06     	|313            	|  0.0018049      	|  0.00013438     	|
on_train_start                     	|  0.0010393      	|1              	|  0.0010393      	|  7.7377e-05     	|
on_validation_start                	|  0.00039517     	|1              	|  0.00039517     	|  2.9421e-05     	|
on_validation_end                  	|  0.00016048     	|1              	|  0.00016048     	|  1.1948e-05     	|
teardown                           	|  3.5536e-05     	|2              	|  7.1073e-05     	|  5.2915e-06     	|
setup                              	|  2.778e-05      	|2              	|  5.5561e-05     	|  4.1366e-06     	|
on_before_accelerator_backend_setup	|  2.4498e-05     	|2              	|  4.8995e-05     	|  3.6478e-06     	|
on_configure_sharded_model         	|  2.363e-05      	|2              	|  4.7261e-05     	|  3.5186e-06     	|
on_fit_start                       	|  4.1647e-05     	|1              	|  4.1647e-05     	|  3.1007e-06     	|
on_fit_end                         	|  4.0285e-05     	|1              	|  4.0285e-05     	|  2.9993e-06     	|
on_validation_epoch_end            	|  3.19e-05       	|1              	|  3.19e-05       	|  2.375e-06      	|
prepare_data                       	|  9.1083e-06     	|2              	|  1.8217e-05     	|  1.3563e-06     	|
on_pretrain_routine_end            	|  1.6533e-05     	|1              	|  1.6533e-05     	|  1.2309e-06     	|
configure_callbacks                	|  7.3826e-06     	|2              	|  1.4765e-05     	|  1.0993e-06     	|
on_val_dataloader                  	|  7.3668e-06     	|2              	|  1.4734e-05     	|  1.0969e-06     	|
configure_sharded_model            	|  7.0399e-06     	|2              	|  1.408e-05      	|  1.0483e-06     	|
on_validation_epoch_start          	|  9.3561e-06     	|1              	|  9.3561e-06     	|  6.9657e-07     	|
on_train_dataloader                	|  7.6517e-06     	|1              	|  7.6517e-06     	|  5.6968e-07     	|
