VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1306.7         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.4943         	|500            	|  1247.2         	|  95.442         	|
run_training_batch                 	|  0.24868        	|1000           	|  248.68         	|  19.031         	|
optimizer_step_with_closure_0      	|  0.24645        	|1000           	|  246.45         	|  18.86          	|
get_train_batch                    	|  0.13147        	|1500           	|  197.2          	|  15.091         	|
fetch_next_train_batch             	|  0.13143        	|1500           	|  197.14         	|  15.087         	|
training_step_and_backward         	|  0.18519        	|1000           	|  185.19         	|  14.172         	|
model_forward                      	|  0.097754       	|1000           	|  97.754         	|  7.4809         	|
training_step                      	|  0.09755        	|1000           	|  97.55          	|  7.4652         	|
backward                           	|  0.086035       	|1000           	|  86.035         	|  6.584          	|
run_validate_evaluation            	|  30.184         	|1              	|  30.184         	|  2.3099         	|
evaluation_step_and_end            	|  0.083248       	|313            	|  26.057         	|  1.9941         	|
validation_step                    	|  0.083186       	|313            	|  26.037         	|  1.9926         	|
on_train_batch_end                 	|  0.0017356      	|1000           	|  1.7356         	|  0.13282        	|
zero_grad                          	|  0.0013615      	|1000           	|  1.3615         	|  0.10419        	|
get_validate_batch                 	|  0.0033707      	|314            	|  1.0584         	|  0.080997       	|
fetch_next_validate_batch          	|  0.0033543      	|314            	|  1.0533         	|  0.080603       	|
training_batch_to_device           	|  0.00065625     	|1000           	|  0.65625        	|  0.050221       	|
on_train_epoch_start               	|  0.00031821     	|500            	|  0.15911        	|  0.012176       	|
on_train_epoch_end                 	|  0.00030388     	|500            	|  0.15194        	|  0.011627       	|
on_train_batch_start               	|  0.0001099      	|1000           	|  0.1099         	|  0.0084106      	|
evaluation_batch_to_device         	|  0.00020418     	|313            	|  0.063908       	|  0.0048907      	|
on_batch_start                     	|  5.0121e-05     	|1000           	|  0.050121       	|  0.0038356      	|
on_train_end                       	|  0.042284       	|1              	|  0.042284       	|  0.0032359      	|
on_pretrain_routine_start          	|  0.021417       	|1              	|  0.021417       	|  0.001639       	|
on_before_zero_grad                	|  2.1373e-05     	|1000           	|  0.021373       	|  0.0016356      	|
on_after_backward                  	|  1.9027e-05     	|1000           	|  0.019027       	|  0.0014561      	|
on_batch_end                       	|  1.7321e-05     	|1000           	|  0.017321       	|  0.0013256      	|
on_before_optimizer_step           	|  1.2997e-05     	|1000           	|  0.012997       	|  0.00099459     	|
configure_optimizers               	|  0.012806       	|1              	|  0.012806       	|  0.00097998     	|
on_before_backward                 	|  1.26e-05       	|1000           	|  0.0126         	|  0.00096428     	|
training_step_end                  	|  8.0804e-06     	|1000           	|  0.0080804      	|  0.00061837     	|
on_validation_batch_end            	|  2.2767e-05     	|313            	|  0.0071261      	|  0.00054534     	|
on_epoch_end                       	|  1.0993e-05     	|501            	|  0.0055073      	|  0.00042146     	|
on_epoch_start                     	|  1.0631e-05     	|501            	|  0.0053261      	|  0.0004076      	|
on_validation_model_eval           	|  0.0045668      	|1              	|  0.0045668      	|  0.00034949     	|
on_validation_batch_start          	|  1.1422e-05     	|313            	|  0.0035751      	|  0.00027359     	|
validation_step_end                	|  5.5519e-06     	|313            	|  0.0017377      	|  0.00013298     	|
on_train_start                     	|  0.00094211     	|1              	|  0.00094211     	|  7.2097e-05     	|
on_validation_start                	|  0.00037504     	|1              	|  0.00037504     	|  2.8701e-05     	|
on_validation_end                  	|  0.00013072     	|1              	|  0.00013072     	|  1.0003e-05     	|
setup                              	|  2.4652e-05     	|2              	|  4.9304e-05     	|  3.7731e-06     	|
on_before_accelerator_backend_setup	|  2.4252e-05     	|2              	|  4.8503e-05     	|  3.7118e-06     	|
on_configure_sharded_model         	|  2.3559e-05     	|2              	|  4.7117e-05     	|  3.6058e-06     	|
on_fit_start                       	|  4.3383e-05     	|1              	|  4.3383e-05     	|  3.32e-06       	|
teardown                           	|  2.1311e-05     	|2              	|  4.2623e-05     	|  3.2618e-06     	|
on_validation_epoch_end            	|  3.2293e-05     	|1              	|  3.2293e-05     	|  2.4713e-06     	|
on_fit_end                         	|  2.9139e-05     	|1              	|  2.9139e-05     	|  2.2299e-06     	|
prepare_data                       	|  1.1724e-05     	|2              	|  2.3449e-05     	|  1.7945e-06     	|
on_val_dataloader                  	|  7.8417e-06     	|2              	|  1.5683e-05     	|  1.2002e-06     	|
on_pretrain_routine_end            	|  1.4089e-05     	|1              	|  1.4089e-05     	|  1.0782e-06     	|
configure_sharded_model            	|  6.7912e-06     	|2              	|  1.3582e-05     	|  1.0394e-06     	|
configure_callbacks                	|  5.9884e-06     	|2              	|  1.1977e-05     	|  9.1655e-07     	|
on_validation_epoch_start          	|  9.9875e-06     	|1              	|  9.9875e-06     	|  7.6432e-07     	|
on_train_dataloader                	|  6.1709e-06     	|1              	|  6.1709e-06     	|  4.7225e-07     	|
