VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1537.4         	|  100 %          	|
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run_training_epoch                 	|  2.9989         	|500            	|  1499.5         	|  97.533         	|
run_training_batch                 	|  0.2908         	|1000           	|  290.8          	|  18.915         	|
optimizer_step_with_closure_0      	|  0.28724        	|1000           	|  287.24         	|  18.684         	|
training_step_and_backward         	|  0.22215        	|1000           	|  222.15         	|  14.45          	|
get_train_batch                    	|  0.12742        	|1500           	|  191.13         	|  12.432         	|
fetch_next_train_batch             	|  0.12738        	|1500           	|  191.06         	|  12.428         	|
model_forward                      	|  0.11451        	|1000           	|  114.51         	|  7.4486         	|
training_step                      	|  0.11424        	|1000           	|  114.24         	|  7.4311         	|
backward                           	|  0.10612        	|1000           	|  106.12         	|  6.9029         	|
run_validate_evaluation            	|  8.1588         	|1              	|  8.1588         	|  0.5307         	|
evaluation_step_and_end            	|  0.10515        	|48             	|  5.0474         	|  0.32831        	|
validation_step                    	|  0.10504        	|48             	|  5.0418         	|  0.32795        	|
on_train_batch_end                 	|  0.0027582      	|1000           	|  2.7582         	|  0.17941        	|
zero_grad                          	|  0.0014687      	|1000           	|  1.4687         	|  0.095532       	|
get_validate_batch                 	|  0.015993       	|49             	|  0.78367        	|  0.050974       	|
fetch_next_validate_batch          	|  0.015969       	|49             	|  0.78246        	|  0.050896       	|
training_batch_to_device           	|  0.00076054     	|1000           	|  0.76054        	|  0.04947        	|
on_train_epoch_end                 	|  0.00044138     	|500            	|  0.22069        	|  0.014355       	|
on_train_epoch_start               	|  0.00037424     	|500            	|  0.18712        	|  0.012172       	|
on_train_batch_start               	|  0.00011292     	|1000           	|  0.11292        	|  0.0073448      	|
on_train_end                       	|  0.089558       	|1              	|  0.089558       	|  0.0058254      	|
on_batch_start                     	|  4.8463e-05     	|1000           	|  0.048463       	|  0.0031523      	|
on_after_backward                  	|  2.601e-05      	|1000           	|  0.02601        	|  0.0016918      	|
on_pretrain_routine_start          	|  0.023972       	|1              	|  0.023972       	|  0.0015593      	|
on_before_zero_grad                	|  2.3351e-05     	|1000           	|  0.023351       	|  0.0015189      	|
on_batch_end                       	|  1.8302e-05     	|1000           	|  0.018302       	|  0.0011905      	|
on_before_optimizer_step           	|  1.7221e-05     	|1000           	|  0.017221       	|  0.0011201      	|
on_before_backward                 	|  1.5955e-05     	|1000           	|  0.015955       	|  0.0010378      	|
evaluation_batch_to_device         	|  0.00030942     	|48             	|  0.014852       	|  0.00096608     	|
configure_optimizers               	|  0.013626       	|1              	|  0.013626       	|  0.0008863      	|
training_step_end                  	|  1.0882e-05     	|1000           	|  0.010882       	|  0.00070783     	|
on_epoch_end                       	|  1.1904e-05     	|501            	|  0.0059639      	|  0.00038793     	|
on_epoch_start                     	|  1.1605e-05     	|501            	|  0.005814       	|  0.00037818     	|
on_validation_model_eval           	|  0.0057269      	|1              	|  0.0057269      	|  0.00037251     	|
on_validation_batch_end            	|  4.3734e-05     	|48             	|  0.0020992      	|  0.00013655     	|
on_validation_batch_start          	|  1.8174e-05     	|48             	|  0.00087236     	|  5.6744e-05     	|
on_train_start                     	|  0.00070236     	|1              	|  0.00070236     	|  4.5686e-05     	|
on_validation_start                	|  0.00060754     	|1              	|  0.00060754     	|  3.9518e-05     	|
validation_step_end                	|  9.8445e-06     	|48             	|  0.00047254     	|  3.0737e-05     	|
on_validation_end                  	|  0.00019621     	|1              	|  0.00019621     	|  1.2762e-05     	|
on_fit_end                         	|  0.00014882     	|1              	|  0.00014882     	|  9.6799e-06     	|
teardown                           	|  5.1056e-05     	|2              	|  0.00010211     	|  6.642e-06      	|
on_before_accelerator_backend_setup	|  3.8195e-05     	|2              	|  7.6391e-05     	|  4.9689e-06     	|
on_configure_sharded_model         	|  3.1741e-05     	|2              	|  6.3483e-05     	|  4.1293e-06     	|
setup                              	|  3.1334e-05     	|2              	|  6.2669e-05     	|  4.0763e-06     	|
on_val_dataloader                  	|  1.784e-05      	|2              	|  3.5681e-05     	|  2.3209e-06     	|
on_validation_epoch_end            	|  3.2248e-05     	|1              	|  3.2248e-05     	|  2.0976e-06     	|
prepare_data                       	|  1.2903e-05     	|2              	|  2.5807e-05     	|  1.6786e-06     	|
configure_callbacks                	|  1.2765e-05     	|2              	|  2.5529e-05     	|  1.6606e-06     	|
on_fit_start                       	|  2.428e-05      	|1              	|  2.428e-05      	|  1.5793e-06     	|
configure_sharded_model            	|  9.5107e-06     	|2              	|  1.9021e-05     	|  1.2373e-06     	|
on_pretrain_routine_end            	|  1.3549e-05     	|1              	|  1.3549e-05     	|  8.813e-07      	|
on_validation_epoch_start          	|  1.1532e-05     	|1              	|  1.1532e-05     	|  7.5008e-07     	|
on_train_dataloader                	|  7.0035e-06     	|1              	|  7.0035e-06     	|  4.5555e-07     	|
