VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  655.95         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  3.6276         	|167            	|  605.81         	|  92.356         	|
run_training_batch                 	|  0.27927        	|1000           	|  279.27         	|  42.575         	|
optimizer_step_with_closure_0      	|  0.27657        	|1000           	|  276.57         	|  42.163         	|
training_step_and_backward         	|  0.21155        	|1000           	|  211.55         	|  32.251         	|
model_forward                      	|  0.11006        	|1000           	|  110.06         	|  16.778         	|
training_step                      	|  0.10987        	|1000           	|  109.87         	|  16.749         	|
backward                           	|  0.099984       	|1000           	|  99.984         	|  15.242         	|
get_train_batch                    	|  0.052999       	|1167           	|  61.849         	|  9.4289         	|
fetch_next_train_batch             	|  0.052971       	|1167           	|  61.817         	|  9.4239         	|
run_validate_evaluation            	|  16.442         	|1              	|  16.442         	|  2.5065         	|
evaluation_step_and_end            	|  0.10812        	|125            	|  13.515         	|  2.0603         	|
validation_step                    	|  0.10803        	|125            	|  13.504         	|  2.0587         	|
on_train_batch_end                 	|  0.0018039      	|1000           	|  1.8039         	|  0.275          	|
zero_grad                          	|  0.0014782      	|1000           	|  1.4782         	|  0.22535        	|
get_validate_batch                 	|  0.0067706      	|126            	|  0.8531         	|  0.13005        	|
fetch_next_validate_batch          	|  0.0067494      	|126            	|  0.85042        	|  0.12965        	|
training_batch_to_device           	|  0.00036088     	|1000           	|  0.36088        	|  0.055016       	|
on_train_batch_start               	|  9.9021e-05     	|1000           	|  0.099021       	|  0.015096       	|
on_train_epoch_start               	|  0.00033263     	|167            	|  0.055549       	|  0.0084685      	|
on_train_epoch_end                 	|  0.0003228      	|167            	|  0.053908       	|  0.0082183      	|
on_train_end                       	|  0.045619       	|1              	|  0.045619       	|  0.0069547      	|
on_batch_start                     	|  3.1484e-05     	|1000           	|  0.031484       	|  0.0047997      	|
evaluation_batch_to_device         	|  0.0002358      	|125            	|  0.029474       	|  0.0044934      	|
on_pretrain_routine_start          	|  0.021793       	|1              	|  0.021793       	|  0.0033224      	|
on_after_backward                  	|  2.1394e-05     	|1000           	|  0.021394       	|  0.0032615      	|
on_before_zero_grad                	|  1.806e-05      	|1000           	|  0.01806        	|  0.0027533      	|
on_batch_end                       	|  1.514e-05      	|1000           	|  0.01514        	|  0.0023081      	|
on_before_optimizer_step           	|  1.2532e-05     	|1000           	|  0.012532       	|  0.0019105      	|
on_before_backward                 	|  1.2085e-05     	|1000           	|  0.012085       	|  0.0018423      	|
configure_optimizers               	|  0.010527       	|1              	|  0.010527       	|  0.0016049      	|
training_step_end                  	|  7.197e-06      	|1000           	|  0.007197       	|  0.0010972      	|
on_validation_model_eval           	|  0.0047511      	|1              	|  0.0047511      	|  0.0007243      	|
on_validation_batch_end            	|  3.3454e-05     	|125            	|  0.0041818      	|  0.00063752     	|
on_epoch_end                       	|  1.1439e-05     	|168            	|  0.0019218      	|  0.00029297     	|
on_validation_batch_start          	|  1.496e-05      	|125            	|  0.00187        	|  0.00028508     	|
on_epoch_start                     	|  1.0773e-05     	|168            	|  0.0018099      	|  0.00027592     	|
on_train_start                     	|  0.0016026      	|1              	|  0.0016026      	|  0.00024432     	|
validation_step_end                	|  7.0176e-06     	|125            	|  0.0008772      	|  0.00013373     	|
on_validation_start                	|  0.00061156     	|1              	|  0.00061156     	|  9.3232e-05     	|
on_validation_end                  	|  0.00020577     	|1              	|  0.00020577     	|  3.137e-05      	|
teardown                           	|  3.5262e-05     	|2              	|  7.0523e-05     	|  1.0751e-05     	|
on_before_accelerator_backend_setup	|  2.5466e-05     	|2              	|  5.0932e-05     	|  7.7646e-06     	|
on_configure_sharded_model         	|  2.5257e-05     	|2              	|  5.0513e-05     	|  7.7007e-06     	|
setup                              	|  2.2745e-05     	|2              	|  4.549e-05      	|  6.9349e-06     	|
on_fit_start                       	|  4.4512e-05     	|1              	|  4.4512e-05     	|  6.7858e-06     	|
on_fit_end                         	|  3.13e-05       	|1              	|  3.13e-05       	|  4.7717e-06     	|
on_validation_epoch_end            	|  2.9983e-05     	|1              	|  2.9983e-05     	|  4.5709e-06     	|
on_val_dataloader                  	|  1.3524e-05     	|2              	|  2.7047e-05     	|  4.1234e-06     	|
configure_callbacks                	|  9.3821e-06     	|2              	|  1.8764e-05     	|  2.8606e-06     	|
on_pretrain_routine_end            	|  1.5631e-05     	|1              	|  1.5631e-05     	|  2.383e-06      	|
configure_sharded_model            	|  7.6592e-06     	|2              	|  1.5318e-05     	|  2.3353e-06     	|
prepare_data                       	|  7.242e-06      	|2              	|  1.4484e-05     	|  2.2081e-06     	|
on_validation_epoch_start          	|  1.1094e-05     	|1              	|  1.1094e-05     	|  1.6913e-06     	|
on_train_dataloader                	|  7.052e-06      	|1              	|  7.052e-06      	|  1.0751e-06     	|
