VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  95.075         	|  100 %          	|
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run_validate_evaluation            	|  22.093         	|1              	|  22.093         	|  23.238         	|
evaluation_step_and_end            	|  0.14264        	|125            	|  17.83          	|  18.754         	|
validation_step                    	|  0.14252        	|125            	|  17.815         	|  18.738         	|
run_training_epoch                 	|  13.201         	|1              	|  13.201         	|  13.885         	|
run_training_batch                 	|  10.929         	|1              	|  10.929         	|  11.496         	|
optimizer_step_with_closure_0      	|  10.926         	|1              	|  10.926         	|  11.492         	|
training_step_and_backward         	|  10.829         	|1              	|  10.829         	|  11.39          	|
model_forward                      	|  10.678         	|1              	|  10.678         	|  11.231         	|
training_step                      	|  10.677         	|1              	|  10.677         	|  11.231         	|
get_validate_batch                 	|  0.0081971      	|126            	|  1.0328         	|  1.0863         	|
fetch_next_validate_batch          	|  0.0081717      	|126            	|  1.0296         	|  1.083          	|
on_train_end                       	|  0.73735        	|1              	|  0.73735        	|  0.77555        	|
get_train_batch                    	|  0.10857        	|2              	|  0.21715        	|  0.2284         	|
fetch_next_train_batch             	|  0.10853        	|2              	|  0.21705        	|  0.2283         	|
backward                           	|  0.1503         	|1              	|  0.1503         	|  0.15808        	|
evaluation_batch_to_device         	|  0.00084344     	|125            	|  0.10543        	|  0.11089        	|
configure_optimizers               	|  0.025306       	|1              	|  0.025306       	|  0.026617       	|
on_pretrain_routine_start          	|  0.021942       	|1              	|  0.021942       	|  0.023078       	|
on_validation_batch_end            	|  4.513e-05      	|125            	|  0.0056412      	|  0.0059335      	|
on_validation_model_eval           	|  0.0048418      	|1              	|  0.0048418      	|  0.0050927      	|
on_train_batch_end                 	|  0.0026316      	|1              	|  0.0026316      	|  0.0027679      	|
on_validation_batch_start          	|  1.7953e-05     	|125            	|  0.0022442      	|  0.0023604      	|
validation_step_end                	|  9.6779e-06     	|125            	|  0.0012097      	|  0.0012724      	|
on_validation_start                	|  0.00083765     	|1              	|  0.00083765     	|  0.00088105     	|
training_batch_to_device           	|  0.00080355     	|1              	|  0.00080355     	|  0.00084518     	|
on_train_start                     	|  0.00036317     	|1              	|  0.00036317     	|  0.00038199     	|
zero_grad                          	|  0.00035254     	|1              	|  0.00035254     	|  0.0003708      	|
on_train_epoch_end                 	|  0.00028433     	|1              	|  0.00028433     	|  0.00029906     	|
on_train_epoch_start               	|  0.00025921     	|1              	|  0.00025921     	|  0.00027264     	|
on_validation_end                  	|  0.00024576     	|1              	|  0.00024576     	|  0.00025849     	|
on_train_batch_start               	|  0.00013389     	|1              	|  0.00013389     	|  0.00014082     	|
teardown                           	|  4.0035e-05     	|2              	|  8.007e-05      	|  8.4218e-05     	|
on_fit_end                         	|  7.6195e-05     	|1              	|  7.6195e-05     	|  8.0143e-05     	|
on_batch_start                     	|  7.2798e-05     	|1              	|  7.2798e-05     	|  7.6569e-05     	|
on_before_accelerator_backend_setup	|  3.3889e-05     	|2              	|  6.7778e-05     	|  7.1289e-05     	|
on_val_dataloader                  	|  3.0389e-05     	|2              	|  6.0778e-05     	|  6.3927e-05     	|
setup                              	|  2.9299e-05     	|2              	|  5.8599e-05     	|  6.1635e-05     	|
on_configure_sharded_model         	|  2.6324e-05     	|2              	|  5.2648e-05     	|  5.5375e-05     	|
on_validation_epoch_end            	|  4.9395e-05     	|1              	|  4.9395e-05     	|  5.1954e-05     	|
on_before_zero_grad                	|  4.651e-05      	|1              	|  4.651e-05      	|  4.892e-05      	|
on_fit_start                       	|  4.1839e-05     	|1              	|  4.1839e-05     	|  4.4006e-05     	|
on_after_backward                  	|  3.7448e-05     	|1              	|  3.7448e-05     	|  3.9389e-05     	|
on_epoch_start                     	|  1.6479e-05     	|2              	|  3.2958e-05     	|  3.4665e-05     	|
on_epoch_end                       	|  1.1244e-05     	|2              	|  2.2488e-05     	|  2.3653e-05     	|
on_validation_epoch_start          	|  2.1981e-05     	|1              	|  2.1981e-05     	|  2.312e-05      	|
configure_callbacks                	|  1.0286e-05     	|2              	|  2.0573e-05     	|  2.1639e-05     	|
configure_sharded_model            	|  1.0012e-05     	|2              	|  2.0023e-05     	|  2.1061e-05     	|
on_batch_end                       	|  1.7656e-05     	|1              	|  1.7656e-05     	|  1.8571e-05     	|
prepare_data                       	|  8.6725e-06     	|2              	|  1.7345e-05     	|  1.8244e-05     	|
on_before_backward                 	|  1.6995e-05     	|1              	|  1.6995e-05     	|  1.7875e-05     	|
on_before_optimizer_step           	|  1.4842e-05     	|1              	|  1.4842e-05     	|  1.561e-05      	|
on_pretrain_routine_end            	|  1.3672e-05     	|1              	|  1.3672e-05     	|  1.438e-05      	|
training_step_end                  	|  1.2834e-05     	|1              	|  1.2834e-05     	|  1.3498e-05     	|
on_train_dataloader                	|  5.9251e-06     	|1              	|  5.9251e-06     	|  6.232e-06      	|
