VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1877.6         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  3.391          	|500            	|  1695.5         	|  90.301         	|
run_training_batch                 	|  0.20101        	|8000           	|  1608.1         	|  85.644         	|
training_step_and_backward         	|  0.18974        	|8000           	|  1517.9         	|  80.842         	|
model_forward                      	|  0.1067         	|8000           	|  853.6          	|  45.462         	|
training_step                      	|  0.10657        	|8000           	|  852.52         	|  45.405         	|
backward                           	|  0.082847       	|8000           	|  662.77         	|  35.299         	|
optimizer_step_with_closure_0      	|  0.2477         	|1000           	|  247.7          	|  13.192         	|
run_validate_evaluation            	|  138.12         	|1              	|  138.12         	|  7.356          	|
evaluation_step_and_end            	|  0.1361         	|1000           	|  136.1          	|  7.2485         	|
validation_step                    	|  0.13605        	|1000           	|  136.05         	|  7.2459         	|
get_train_batch                    	|  0.0067681      	|8500           	|  57.529         	|  3.0639         	|
fetch_next_train_batch             	|  0.0067488      	|8500           	|  57.365         	|  3.0552         	|
on_train_batch_end                 	|  0.0011013      	|8000           	|  8.8106         	|  0.46925        	|
training_batch_to_device           	|  0.00023692     	|8000           	|  1.8953         	|  0.10094        	|
get_validate_batch                 	|  0.0014771      	|1001           	|  1.4786         	|  0.078746       	|
fetch_next_validate_batch          	|  0.0014618      	|1001           	|  1.4633         	|  0.077932       	|
zero_grad                          	|  0.0013715      	|1000           	|  1.3715         	|  0.073045       	|
on_train_batch_start               	|  9.1052e-05     	|8000           	|  0.72841        	|  0.038795       	|
evaluation_batch_to_device         	|  0.00021268     	|1000           	|  0.21268        	|  0.011327       	|
on_train_epoch_start               	|  0.00028916     	|500            	|  0.14458        	|  0.0077003      	|
on_batch_start                     	|  1.6763e-05     	|8000           	|  0.1341         	|  0.0071422      	|
on_train_epoch_end                 	|  0.0002589      	|500            	|  0.12945        	|  0.0068945      	|
on_batch_end                       	|  1.3655e-05     	|8000           	|  0.10924        	|  0.0058179      	|
on_before_backward                 	|  1.2396e-05     	|8000           	|  0.099165       	|  0.0052814      	|
on_after_backward                  	|  1.1622e-05     	|8000           	|  0.092977       	|  0.0049519      	|
training_step_end                  	|  6.2974e-06     	|8000           	|  0.050379       	|  0.0026832      	|
on_train_end                       	|  0.024088       	|1              	|  0.024088       	|  0.0012829      	|
on_pretrain_routine_start          	|  0.022429       	|1              	|  0.022429       	|  0.0011946      	|
on_before_zero_grad                	|  2.1608e-05     	|1000           	|  0.021608       	|  0.0011508      	|
on_validation_batch_end            	|  1.8501e-05     	|1000           	|  0.018501       	|  0.00098535     	|
on_before_optimizer_step           	|  1.4884e-05     	|1000           	|  0.014884       	|  0.00079273     	|
on_validation_batch_start          	|  1.0103e-05     	|1000           	|  0.010103       	|  0.00053809     	|
configure_optimizers               	|  0.0087703      	|1              	|  0.0087703      	|  0.0004671      	|
on_epoch_start                     	|  1.1423e-05     	|501            	|  0.0057229      	|  0.0003048      	|
on_epoch_end                       	|  1.0449e-05     	|501            	|  0.005235       	|  0.00027881     	|
validation_step_end                	|  4.7088e-06     	|1000           	|  0.0047088      	|  0.00025079     	|
on_validation_model_eval           	|  0.0040474      	|1              	|  0.0040474      	|  0.00021556     	|
on_train_start                     	|  0.00074278     	|1              	|  0.00074278     	|  3.956e-05      	|
on_validation_start                	|  0.0003227      	|1              	|  0.0003227      	|  1.7187e-05     	|
on_validation_end                  	|  0.00011504     	|1              	|  0.00011504     	|  6.1267e-06     	|
setup                              	|  2.4465e-05     	|2              	|  4.8931e-05     	|  2.606e-06      	|
on_before_accelerator_backend_setup	|  1.8775e-05     	|2              	|  3.755e-05      	|  1.9999e-06     	|
on_configure_sharded_model         	|  1.6725e-05     	|2              	|  3.3451e-05     	|  1.7816e-06     	|
teardown                           	|  1.573e-05      	|2              	|  3.1459e-05     	|  1.6755e-06     	|
on_fit_end                         	|  2.3424e-05     	|1              	|  2.3424e-05     	|  1.2475e-06     	|
on_fit_start                       	|  1.8254e-05     	|1              	|  1.8254e-05     	|  9.7219e-07     	|
on_validation_epoch_end            	|  1.8144e-05     	|1              	|  1.8144e-05     	|  9.6634e-07     	|
prepare_data                       	|  6.3771e-06     	|2              	|  1.2754e-05     	|  6.7927e-07     	|
on_val_dataloader                  	|  6.332e-06      	|2              	|  1.2664e-05     	|  6.7447e-07     	|
configure_callbacks                	|  5.7855e-06     	|2              	|  1.1571e-05     	|  6.1626e-07     	|
configure_sharded_model            	|  5.3e-06        	|2              	|  1.06e-05       	|  5.6454e-07     	|
on_pretrain_routine_end            	|  9.979e-06      	|1              	|  9.979e-06      	|  5.3147e-07     	|
on_validation_epoch_start          	|  9.3681e-06     	|1              	|  9.3681e-06     	|  4.9893e-07     	|
on_train_dataloader                	|  4.4489e-06     	|1              	|  4.4489e-06     	|  2.3695e-07     	|
