VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1134.7         	|  100 %          	|
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run_training_epoch                 	|  2.1807         	|500            	|  1090.4         	|  96.096         	|
run_training_batch                 	|  0.30025        	|1000           	|  300.25         	|  26.461         	|
optimizer_step_with_closure_0      	|  0.29605        	|1000           	|  296.05         	|  26.091         	|
training_step_and_backward         	|  0.229          	|1000           	|  229.0          	|  20.182         	|
get_train_batch                    	|  0.094261       	|1500           	|  141.39         	|  12.461         	|
fetch_next_train_batch             	|  0.094216       	|1500           	|  141.32         	|  12.455         	|
model_forward                      	|  0.11797        	|1000           	|  117.97         	|  10.397         	|
training_step                      	|  0.11771        	|1000           	|  117.71         	|  10.374         	|
backward                           	|  0.10943        	|1000           	|  109.43         	|  9.6442         	|
run_validate_evaluation            	|  7.4315         	|1              	|  7.4315         	|  0.65495        	|
evaluation_step_and_end            	|  0.10728        	|48             	|  5.1493         	|  0.45382        	|
validation_step                    	|  0.10708        	|48             	|  5.1396         	|  0.45297        	|
on_train_batch_end                 	|  0.0024729      	|1000           	|  2.4729         	|  0.21794        	|
zero_grad                          	|  0.0015544      	|1000           	|  1.5544         	|  0.13699        	|
training_batch_to_device           	|  0.00074504     	|1000           	|  0.74504        	|  0.065662       	|
get_validate_batch                 	|  0.012243       	|49             	|  0.59991        	|  0.052871       	|
fetch_next_validate_batch          	|  0.012218       	|49             	|  0.5987         	|  0.052765       	|
on_train_epoch_end                 	|  0.00037811     	|500            	|  0.18905        	|  0.016662       	|
on_train_epoch_start               	|  0.0003678      	|500            	|  0.1839         	|  0.016207       	|
on_train_batch_start               	|  0.00011767     	|1000           	|  0.11767        	|  0.01037        	|
on_batch_start                     	|  5.4676e-05     	|1000           	|  0.054676       	|  0.0048187      	|
on_train_end                       	|  0.045449       	|1              	|  0.045449       	|  0.0040055      	|
on_before_zero_grad                	|  2.6451e-05     	|1000           	|  0.026451       	|  0.0023311      	|
on_after_backward                  	|  2.6239e-05     	|1000           	|  0.026239       	|  0.0023125      	|
on_pretrain_routine_start          	|  0.023751       	|1              	|  0.023751       	|  0.0020933      	|
on_before_optimizer_step           	|  1.7418e-05     	|1000           	|  0.017418       	|  0.0015351      	|
on_batch_end                       	|  1.6587e-05     	|1000           	|  0.016587       	|  0.0014618      	|
on_before_backward                 	|  1.6507e-05     	|1000           	|  0.016507       	|  0.0014548      	|
evaluation_batch_to_device         	|  0.00028572     	|48             	|  0.013715       	|  0.0012087      	|
configure_optimizers               	|  0.011972       	|1              	|  0.011972       	|  0.0010551      	|
training_step_end                  	|  1.1264e-05     	|1000           	|  0.011264       	|  0.00099269     	|
on_epoch_end                       	|  1.4276e-05     	|501            	|  0.0071524      	|  0.00063036     	|
on_epoch_start                     	|  1.1286e-05     	|501            	|  0.0056542      	|  0.00049831     	|
on_validation_model_eval           	|  0.0052823      	|1              	|  0.0052823      	|  0.00046554     	|
on_validation_batch_end            	|  4.5778e-05     	|48             	|  0.0021973      	|  0.00019365     	|
on_train_start                     	|  0.0011274      	|1              	|  0.0011274      	|  9.936e-05      	|
on_validation_batch_start          	|  2.0339e-05     	|48             	|  0.00097629     	|  8.6042e-05     	|
on_validation_start                	|  0.00070167     	|1              	|  0.00070167     	|  6.1839e-05     	|
validation_step_end                	|  1.0951e-05     	|48             	|  0.00052564     	|  4.6326e-05     	|
on_validation_end                  	|  0.00016572     	|1              	|  0.00016572     	|  1.4605e-05     	|
teardown                           	|  7.1836e-05     	|2              	|  0.00014367     	|  1.2662e-05     	|
on_fit_end                         	|  0.00011692     	|1              	|  0.00011692     	|  1.0305e-05     	|
on_before_accelerator_backend_setup	|  4.064e-05      	|2              	|  8.128e-05      	|  7.1634e-06     	|
setup                              	|  2.9468e-05     	|2              	|  5.8936e-05     	|  5.1941e-06     	|
on_configure_sharded_model         	|  2.4159e-05     	|2              	|  4.8317e-05     	|  4.2583e-06     	|
on_fit_start                       	|  4.6832e-05     	|1              	|  4.6832e-05     	|  4.1274e-06     	|
configure_callbacks                	|  1.5419e-05     	|2              	|  3.0838e-05     	|  2.7178e-06     	|
on_val_dataloader                  	|  1.4567e-05     	|2              	|  2.9134e-05     	|  2.5676e-06     	|
on_validation_epoch_end            	|  2.7675e-05     	|1              	|  2.7675e-05     	|  2.4391e-06     	|
prepare_data                       	|  1.2069e-05     	|2              	|  2.4138e-05     	|  2.1273e-06     	|
configure_sharded_model            	|  7.6694e-06     	|2              	|  1.5339e-05     	|  1.3518e-06     	|
on_validation_epoch_start          	|  1.4331e-05     	|1              	|  1.4331e-05     	|  1.263e-06      	|
on_pretrain_routine_end            	|  1.3815e-05     	|1              	|  1.3815e-05     	|  1.2176e-06     	|
on_train_dataloader                	|  6.5491e-06     	|1              	|  6.5491e-06     	|  5.7718e-07     	|
