VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  538.33         	|  100 %          	|
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run_training_epoch                 	|  0.96421        	|500            	|  482.11         	|  89.555         	|
run_training_batch                 	|  0.32465        	|1000           	|  324.65         	|  60.307         	|
optimizer_step_with_closure_0      	|  0.32196        	|1000           	|  321.96         	|  59.807         	|
training_step_and_backward         	|  0.24046        	|1000           	|  240.46         	|  44.667         	|
model_forward                      	|  0.14884        	|1000           	|  148.84         	|  27.648         	|
training_step                      	|  0.14867        	|1000           	|  148.67         	|  27.617         	|
backward                           	|  0.090212       	|1000           	|  90.212         	|  16.758         	|
get_train_batch                    	|  0.030076       	|1500           	|  45.114         	|  8.3803         	|
fetch_next_train_batch             	|  0.030043       	|1500           	|  45.064         	|  8.3711         	|
run_validate_evaluation            	|  12.293         	|1              	|  12.293         	|  2.2835         	|
evaluation_step_and_end            	|  0.24672        	|48             	|  11.843         	|  2.1999         	|
validation_step                    	|  0.24667        	|48             	|  11.84          	|  2.1994         	|
zero_grad                          	|  0.0013776      	|1000           	|  1.3776         	|  0.2559         	|
on_train_batch_end                 	|  0.001319       	|1000           	|  1.319          	|  0.24502        	|
training_batch_to_device           	|  0.00060643     	|1000           	|  0.60643        	|  0.11265        	|
get_validate_batch                 	|  0.0042346      	|49             	|  0.2075         	|  0.038544       	|
fetch_next_validate_batch          	|  0.0042201      	|49             	|  0.20678        	|  0.038412       	|
on_train_epoch_start               	|  0.00027837     	|500            	|  0.13919        	|  0.025855       	|
on_train_epoch_end                 	|  0.00026642     	|500            	|  0.13321        	|  0.024745       	|
on_train_batch_start               	|  0.00010754     	|1000           	|  0.10754        	|  0.019977       	|
on_batch_start                     	|  3.4882e-05     	|1000           	|  0.034882       	|  0.0064796      	|
on_train_end                       	|  0.023675       	|1              	|  0.023675       	|  0.0043979      	|
on_pretrain_routine_start          	|  0.0227         	|1              	|  0.0227         	|  0.0042166      	|
on_before_zero_grad                	|  2.1965e-05     	|1000           	|  0.021965       	|  0.0040803      	|
on_batch_end                       	|  1.3841e-05     	|1000           	|  0.013841       	|  0.002571       	|
on_before_optimizer_step           	|  1.2778e-05     	|1000           	|  0.012778       	|  0.0023737      	|
on_before_backward                 	|  1.1983e-05     	|1000           	|  0.011983       	|  0.002226       	|
on_after_backward                  	|  1.1538e-05     	|1000           	|  0.011538       	|  0.0021433      	|
evaluation_batch_to_device         	|  0.00022695     	|48             	|  0.010894       	|  0.0020236      	|
configure_optimizers               	|  0.0082413      	|1              	|  0.0082413      	|  0.0015309      	|
training_step_end                  	|  7.581e-06      	|1000           	|  0.007581       	|  0.0014082      	|
on_epoch_start                     	|  1.0886e-05     	|501            	|  0.005454       	|  0.0010131      	|
on_epoch_end                       	|  1.0635e-05     	|501            	|  0.0053279      	|  0.00098971     	|
on_validation_model_eval           	|  0.0042602      	|1              	|  0.0042602      	|  0.00079136     	|
on_validation_batch_end            	|  2.0585e-05     	|48             	|  0.00098809     	|  0.00018355     	|
on_train_start                     	|  0.00071918     	|1              	|  0.00071918     	|  0.00013359     	|
on_validation_batch_start          	|  1.1014e-05     	|48             	|  0.00052869     	|  9.8209e-05     	|
on_validation_start                	|  0.00033401     	|1              	|  0.00033401     	|  6.2045e-05     	|
validation_step_end                	|  5.2446e-06     	|48             	|  0.00025174     	|  4.6763e-05     	|
on_validation_end                  	|  0.00012249     	|1              	|  0.00012249     	|  2.2754e-05     	|
on_before_accelerator_backend_setup	|  1.7933e-05     	|2              	|  3.5867e-05     	|  6.6626e-06     	|
teardown                           	|  1.5389e-05     	|2              	|  3.0778e-05     	|  5.7173e-06     	|
on_configure_sharded_model         	|  1.3791e-05     	|2              	|  2.7582e-05     	|  5.1236e-06     	|
setup                              	|  1.2885e-05     	|2              	|  2.5769e-05     	|  4.7868e-06     	|
on_fit_end                         	|  2.5348e-05     	|1              	|  2.5348e-05     	|  4.7086e-06     	|
on_validation_epoch_end            	|  1.9797e-05     	|1              	|  1.9797e-05     	|  3.6775e-06     	|
on_fit_start                       	|  1.6521e-05     	|1              	|  1.6521e-05     	|  3.0689e-06     	|
on_val_dataloader                  	|  6.167e-06      	|2              	|  1.2334e-05     	|  2.2912e-06     	|
prepare_data                       	|  5.165e-06      	|2              	|  1.033e-05      	|  1.9189e-06     	|
on_pretrain_routine_end            	|  1.0239e-05     	|1              	|  1.0239e-05     	|  1.902e-06      	|
configure_sharded_model            	|  4.889e-06      	|2              	|  9.778e-06      	|  1.8163e-06     	|
configure_callbacks                	|  4.6591e-06     	|2              	|  9.3181e-06     	|  1.7309e-06     	|
on_validation_epoch_start          	|  9.0969e-06     	|1              	|  9.0969e-06     	|  1.6898e-06     	|
on_train_dataloader                	|  4.1081e-06     	|1              	|  4.1081e-06     	|  7.6311e-07     	|
