VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  513.59         	|  100 %          	|
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run_training_epoch                 	|  2.163          	|200            	|  432.6          	|  84.231         	|
run_training_batch                 	|  0.35997        	|1000           	|  359.97         	|  70.089         	|
optimizer_step_with_closure_0      	|  0.35728        	|1000           	|  357.28         	|  69.566         	|
training_step_and_backward         	|  0.27941        	|1000           	|  279.41         	|  54.404         	|
model_forward                      	|  0.16462        	|1000           	|  164.62         	|  32.052         	|
training_step                      	|  0.16447        	|1000           	|  164.47         	|  32.023         	|
backward                           	|  0.11348        	|1000           	|  113.48         	|  22.095         	|
run_validate_evaluation            	|  35.752         	|1              	|  35.752         	|  6.9613         	|
evaluation_step_and_end            	|  0.25255        	|139            	|  35.105         	|  6.8352         	|
validation_step                    	|  0.2525         	|139            	|  35.097         	|  6.8337         	|
get_train_batch                    	|  0.016538       	|1200           	|  19.846         	|  3.8642         	|
fetch_next_train_batch             	|  0.016513       	|1200           	|  19.816         	|  3.8583         	|
zero_grad                          	|  0.0012917      	|1000           	|  1.2917         	|  0.25151        	|
on_train_batch_end                 	|  0.0012487      	|1000           	|  1.2487         	|  0.24313        	|
training_batch_to_device           	|  0.00034286     	|1000           	|  0.34286        	|  0.066758       	|
get_validate_batch                 	|  0.0023515      	|140            	|  0.32921        	|  0.064099       	|
fetch_next_validate_batch          	|  0.0023368      	|140            	|  0.32716        	|  0.063701       	|
on_train_batch_start               	|  9.6789e-05     	|1000           	|  0.096789       	|  0.018846       	|
on_train_epoch_start               	|  0.00027848     	|200            	|  0.055696       	|  0.010844       	|
on_train_epoch_end                 	|  0.00024672     	|200            	|  0.049344       	|  0.0096077      	|
evaluation_batch_to_device         	|  0.00022386     	|139            	|  0.031117       	|  0.0060587      	|
on_train_end                       	|  0.024577       	|1              	|  0.024577       	|  0.0047854      	|
on_pretrain_routine_start          	|  0.022117       	|1              	|  0.022117       	|  0.0043065      	|
on_batch_start                     	|  2.201e-05      	|1000           	|  0.02201        	|  0.0042855      	|
on_before_zero_grad                	|  1.6393e-05     	|1000           	|  0.016393       	|  0.0031918      	|
on_batch_end                       	|  1.3446e-05     	|1000           	|  0.013446       	|  0.002618       	|
on_after_backward                  	|  1.3217e-05     	|1000           	|  0.013217       	|  0.0025735      	|
on_before_backward                 	|  1.1898e-05     	|1000           	|  0.011898       	|  0.0023166      	|
on_before_optimizer_step           	|  1.1379e-05     	|1000           	|  0.011379       	|  0.0022156      	|
configure_optimizers               	|  0.0088657      	|1              	|  0.0088657      	|  0.0017262      	|
training_step_end                  	|  6.4722e-06     	|1000           	|  0.0064722      	|  0.0012602      	|
on_validation_model_eval           	|  0.0044639      	|1              	|  0.0044639      	|  0.00086917     	|
on_validation_batch_end            	|  2.16e-05       	|139            	|  0.0030024      	|  0.00058459     	|
on_epoch_start                     	|  1.0569e-05     	|201            	|  0.0021244      	|  0.00041363     	|
on_epoch_end                       	|  1.0539e-05     	|201            	|  0.0021184      	|  0.00041247     	|
on_validation_batch_start          	|  9.9833e-06     	|139            	|  0.0013877      	|  0.00027019     	|
on_train_start                     	|  0.0008071      	|1              	|  0.0008071      	|  0.00015715     	|
validation_step_end                	|  5.2866e-06     	|139            	|  0.00073483     	|  0.00014308     	|
on_validation_start                	|  0.00032462     	|1              	|  0.00032462     	|  6.3206e-05     	|
on_validation_end                  	|  0.00011046     	|1              	|  0.00011046     	|  2.1507e-05     	|
on_before_accelerator_backend_setup	|  1.827e-05      	|2              	|  3.6539e-05     	|  7.1145e-06     	|
teardown                           	|  1.5173e-05     	|2              	|  3.0346e-05     	|  5.9086e-06     	|
setup                              	|  1.4026e-05     	|2              	|  2.8052e-05     	|  5.462e-06      	|
on_configure_sharded_model         	|  1.3996e-05     	|2              	|  2.7993e-05     	|  5.4505e-06     	|
on_fit_end                         	|  2.3263e-05     	|1              	|  2.3263e-05     	|  4.5295e-06     	|
on_validation_epoch_end            	|  1.9086e-05     	|1              	|  1.9086e-05     	|  3.7162e-06     	|
on_fit_start                       	|  1.8354e-05     	|1              	|  1.8354e-05     	|  3.5737e-06     	|
on_pretrain_routine_end            	|  1.3595e-05     	|1              	|  1.3595e-05     	|  2.6471e-06     	|
prepare_data                       	|  6.3821e-06     	|2              	|  1.2764e-05     	|  2.4853e-06     	|
on_val_dataloader                  	|  5.906e-06      	|2              	|  1.1812e-05     	|  2.2999e-06     	|
configure_callbacks                	|  5.495e-06      	|2              	|  1.099e-05      	|  2.1398e-06     	|
configure_sharded_model            	|  4.9945e-06     	|2              	|  9.9889e-06     	|  1.9449e-06     	|
on_validation_epoch_start          	|  9.2571e-06     	|1              	|  9.2571e-06     	|  1.8024e-06     	|
on_train_dataloader                	|  4.068e-06      	|1              	|  4.068e-06      	|  7.9208e-07     	|
