VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1589.8         	|  100 %          	|
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run_training_epoch                 	|  3.0633         	|500            	|  1531.6         	|  96.344         	|
run_training_batch                 	|  0.39575        	|1000           	|  395.75         	|  24.894         	|
optimizer_step_with_closure_0      	|  0.39226        	|1000           	|  392.26         	|  24.674         	|
training_step_and_backward         	|  0.28814        	|1000           	|  288.14         	|  18.124         	|
get_train_batch                    	|  0.12002        	|1500           	|  180.02         	|  11.324         	|
fetch_next_train_batch             	|  0.11998        	|1500           	|  179.97         	|  11.32          	|
model_forward                      	|  0.1547         	|1000           	|  154.7          	|  9.7309         	|
training_step                      	|  0.15448        	|1000           	|  154.48         	|  9.7173         	|
backward                           	|  0.13187        	|1000           	|  131.87         	|  8.2951         	|
run_validate_evaluation            	|  30.574         	|1              	|  30.574         	|  1.9231         	|
evaluation_step_and_end            	|  0.22164        	|125            	|  27.705         	|  1.7427         	|
validation_step                    	|  0.22153        	|125            	|  27.691         	|  1.7418         	|
on_train_batch_end                 	|  0.0022022      	|1000           	|  2.2022         	|  0.13852        	|
zero_grad                          	|  0.0015262      	|1000           	|  1.5262         	|  0.095999       	|
get_validate_batch                 	|  0.0053291      	|126            	|  0.67147        	|  0.042237       	|
fetch_next_validate_batch          	|  0.0053048      	|126            	|  0.6684         	|  0.042044       	|
training_batch_to_device           	|  0.00062152     	|1000           	|  0.62152        	|  0.039095       	|
on_train_epoch_start               	|  0.00039165     	|500            	|  0.19582        	|  0.012318       	|
on_train_epoch_end                 	|  0.00033595     	|500            	|  0.16798        	|  0.010566       	|
on_train_batch_start               	|  0.00010999     	|1000           	|  0.10999        	|  0.0069189      	|
on_batch_start                     	|  4.8006e-05     	|1000           	|  0.048006       	|  0.0030197      	|
on_train_end                       	|  0.043008       	|1              	|  0.043008       	|  0.0027053      	|
evaluation_batch_to_device         	|  0.00027768     	|125            	|  0.03471        	|  0.0021833      	|
on_pretrain_routine_start          	|  0.025955       	|1              	|  0.025955       	|  0.0016326      	|
on_before_zero_grad                	|  2.5207e-05     	|1000           	|  0.025207       	|  0.0015856      	|
on_after_backward                  	|  2.3086e-05     	|1000           	|  0.023086       	|  0.0014522      	|
on_batch_end                       	|  1.5974e-05     	|1000           	|  0.015974       	|  0.0010048      	|
on_before_optimizer_step           	|  1.5711e-05     	|1000           	|  0.015711       	|  0.00098827     	|
on_before_backward                 	|  1.4532e-05     	|1000           	|  0.014532       	|  0.0009141      	|
configure_optimizers               	|  0.0091073      	|1              	|  0.0091073      	|  0.00057286     	|
training_step_end                  	|  8.6704e-06     	|1000           	|  0.0086704      	|  0.00054538     	|
on_validation_model_eval           	|  0.0065762      	|1              	|  0.0065762      	|  0.00041365     	|
on_epoch_end                       	|  1.1694e-05     	|501            	|  0.0058586      	|  0.00036852     	|
on_epoch_start                     	|  1.0902e-05     	|501            	|  0.0054619      	|  0.00034356     	|
on_validation_batch_end            	|  4.3209e-05     	|125            	|  0.0054011      	|  0.00033974     	|
on_train_start                     	|  0.0022761      	|1              	|  0.0022761      	|  0.00014317     	|
on_validation_batch_start          	|  1.7777e-05     	|125            	|  0.0022222      	|  0.00013978     	|
validation_step_end                	|  8.9458e-06     	|125            	|  0.0011182      	|  7.0339e-05     	|
on_validation_start                	|  0.00055312     	|1              	|  0.00055312     	|  3.4793e-05     	|
on_validation_end                  	|  0.00020696     	|1              	|  0.00020696     	|  1.3018e-05     	|
teardown                           	|  3.9287e-05     	|2              	|  7.8574e-05     	|  4.9424e-06     	|
on_fit_end                         	|  5.7852e-05     	|1              	|  5.7852e-05     	|  3.639e-06      	|
on_before_accelerator_backend_setup	|  2.5878e-05     	|2              	|  5.1755e-05     	|  3.2555e-06     	|
setup                              	|  2.5517e-05     	|2              	|  5.1035e-05     	|  3.2102e-06     	|
on_configure_sharded_model         	|  2.4722e-05     	|2              	|  4.9444e-05     	|  3.1101e-06     	|
on_validation_epoch_end            	|  3.0508e-05     	|1              	|  3.0508e-05     	|  1.919e-06      	|
on_fit_start                       	|  1.9409e-05     	|1              	|  1.9409e-05     	|  1.2208e-06     	|
on_val_dataloader                  	|  9.492e-06      	|2              	|  1.8984e-05     	|  1.1941e-06     	|
prepare_data                       	|  7.6992e-06     	|2              	|  1.5398e-05     	|  9.686e-07      	|
configure_sharded_model            	|  7.4627e-06     	|2              	|  1.4925e-05     	|  9.3884e-07     	|
configure_callbacks                	|  7.3221e-06     	|2              	|  1.4644e-05     	|  9.2114e-07     	|
on_pretrain_routine_end            	|  1.4305e-05     	|1              	|  1.4305e-05     	|  8.9982e-07     	|
on_validation_epoch_start          	|  1.0349e-05     	|1              	|  1.0349e-05     	|  6.5096e-07     	|
on_train_dataloader                	|  6.8657e-06     	|1              	|  6.8657e-06     	|  4.3187e-07     	|
