VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1472.1         	|  100 %          	|
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run_training_epoch                 	|  2.8209         	|500            	|  1410.4         	|  95.814         	|
run_training_batch                 	|  0.3917         	|1000           	|  391.7          	|  26.609         	|
optimizer_step_with_closure_0      	|  0.38811        	|1000           	|  388.11         	|  26.365         	|
training_step_and_backward         	|  0.28396        	|1000           	|  283.96         	|  19.29          	|
get_train_batch                    	|  0.10892        	|1500           	|  163.38         	|  11.099         	|
fetch_next_train_batch             	|  0.10888        	|1500           	|  163.32         	|  11.095         	|
model_forward                      	|  0.15339        	|1000           	|  153.39         	|  10.42          	|
training_step                      	|  0.15316        	|1000           	|  153.16         	|  10.405         	|
backward                           	|  0.12899        	|1000           	|  128.99         	|  8.7625         	|
run_validate_evaluation            	|  30.921         	|1              	|  30.921         	|  2.1005         	|
evaluation_step_and_end            	|  0.2211         	|125            	|  27.638         	|  1.8775         	|
validation_step                    	|  0.22098        	|125            	|  27.623         	|  1.8765         	|
on_train_batch_end                 	|  0.002352       	|1000           	|  2.352          	|  0.15977        	|
zero_grad                          	|  0.0015375      	|1000           	|  1.5375         	|  0.10444        	|
training_batch_to_device           	|  0.00069146     	|1000           	|  0.69146        	|  0.046972       	|
get_validate_batch                 	|  0.005023       	|126            	|  0.6329         	|  0.042994       	|
fetch_next_validate_batch          	|  0.0049979      	|126            	|  0.62973        	|  0.042779       	|
on_train_epoch_end                 	|  0.00036044     	|500            	|  0.18022        	|  0.012243       	|
on_train_epoch_start               	|  0.00033379     	|500            	|  0.16689        	|  0.011337       	|
on_train_batch_start               	|  0.00011004     	|1000           	|  0.11004        	|  0.007475       	|
on_train_end                       	|  0.076931       	|1              	|  0.076931       	|  0.0052261      	|
on_batch_start                     	|  4.5413e-05     	|1000           	|  0.045413       	|  0.003085       	|
evaluation_batch_to_device         	|  0.00027867     	|125            	|  0.034834       	|  0.0023663      	|
on_after_backward                  	|  2.3865e-05     	|1000           	|  0.023865       	|  0.0016212      	|
on_pretrain_routine_start          	|  0.022952       	|1              	|  0.022952       	|  0.0015592      	|
on_before_zero_grad                	|  2.2043e-05     	|1000           	|  0.022043       	|  0.0014974      	|
on_before_optimizer_step           	|  1.7244e-05     	|1000           	|  0.017244       	|  0.0011714      	|
on_before_backward                 	|  1.6771e-05     	|1000           	|  0.016771       	|  0.0011393      	|
on_batch_end                       	|  1.6218e-05     	|1000           	|  0.016218       	|  0.0011017      	|
configure_optimizers               	|  0.010564       	|1              	|  0.010564       	|  0.00071763     	|
training_step_end                  	|  8.7156e-06     	|1000           	|  0.0087156      	|  0.00059206     	|
on_epoch_start                     	|  1.1817e-05     	|501            	|  0.0059201      	|  0.00040216     	|
on_epoch_end                       	|  1.1323e-05     	|501            	|  0.0056726      	|  0.00038535     	|
on_validation_batch_end            	|  4.123e-05      	|125            	|  0.0051537      	|  0.0003501      	|
on_validation_model_eval           	|  0.0038326      	|1              	|  0.0038326      	|  0.00026036     	|
on_train_start                     	|  0.0024997      	|1              	|  0.0024997      	|  0.00016981     	|
on_validation_batch_start          	|  1.7258e-05     	|125            	|  0.0021572      	|  0.00014654     	|
validation_step_end                	|  8.4038e-06     	|125            	|  0.0010505      	|  7.136e-05      	|
on_validation_start                	|  0.0005261      	|1              	|  0.0005261      	|  3.5739e-05     	|
on_validation_end                  	|  0.00015556     	|1              	|  0.00015556     	|  1.0567e-05     	|
on_fit_end                         	|  6.4725e-05     	|1              	|  6.4725e-05     	|  4.3969e-06     	|
setup                              	|  2.699e-05      	|2              	|  5.3979e-05     	|  3.6669e-06     	|
on_configure_sharded_model         	|  2.4596e-05     	|2              	|  4.9192e-05     	|  3.3417e-06     	|
on_before_accelerator_backend_setup	|  2.4474e-05     	|2              	|  4.8948e-05     	|  3.3251e-06     	|
teardown                           	|  2.2448e-05     	|2              	|  4.4895e-05     	|  3.0498e-06     	|
on_fit_start                       	|  4.1334e-05     	|1              	|  4.1334e-05     	|  2.8079e-06     	|
on_validation_epoch_end            	|  3.5429e-05     	|1              	|  3.5429e-05     	|  2.4068e-06     	|
on_val_dataloader                  	|  9.7603e-06     	|2              	|  1.9521e-05     	|  1.3261e-06     	|
prepare_data                       	|  8.5989e-06     	|2              	|  1.7198e-05     	|  1.1683e-06     	|
on_pretrain_routine_end            	|  1.6263e-05     	|1              	|  1.6263e-05     	|  1.1048e-06     	|
configure_sharded_model            	|  8.0774e-06     	|2              	|  1.6155e-05     	|  1.0974e-06     	|
configure_callbacks                	|  7.7952e-06     	|2              	|  1.559e-05      	|  1.0591e-06     	|
on_validation_epoch_start          	|  1.0895e-05     	|1              	|  1.0895e-05     	|  7.4009e-07     	|
on_train_dataloader                	|  7.6126e-06     	|1              	|  7.6126e-06     	|  5.1714e-07     	|
