VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1349.6         	|  100 %          	|
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run_training_epoch                 	|  2.5811         	|500            	|  1290.5         	|  95.623         	|
run_training_batch                 	|  0.24774        	|1000           	|  247.74         	|  18.356         	|
optimizer_step_with_closure_0      	|  0.24562        	|1000           	|  245.62         	|  18.199         	|
get_train_batch                    	|  0.14149        	|1500           	|  212.24         	|  15.726         	|
fetch_next_train_batch             	|  0.14146        	|1500           	|  212.18         	|  15.722         	|
training_step_and_backward         	|  0.18324        	|1000           	|  183.24         	|  13.577         	|
model_forward                      	|  0.097233       	|1000           	|  97.233         	|  7.2046         	|
training_step                      	|  0.097028       	|1000           	|  97.028         	|  7.1894         	|
backward                           	|  0.084582       	|1000           	|  84.582         	|  6.2672         	|
run_validate_evaluation            	|  31.536         	|1              	|  31.536         	|  2.3367         	|
evaluation_step_and_end            	|  0.084036       	|313            	|  26.303         	|  1.949          	|
validation_step                    	|  0.083971       	|313            	|  26.283         	|  1.9475         	|
on_train_batch_end                 	|  0.0017461      	|1000           	|  1.7461         	|  0.12938        	|
zero_grad                          	|  0.0013904      	|1000           	|  1.3904         	|  0.10303        	|
get_validate_batch                 	|  0.003569       	|314            	|  1.1207         	|  0.083037       	|
fetch_next_validate_batch          	|  0.0035529      	|314            	|  1.1156         	|  0.082662       	|
training_batch_to_device           	|  0.00071722     	|1000           	|  0.71722        	|  0.053143       	|
on_train_epoch_end                 	|  0.00032374     	|500            	|  0.16187        	|  0.011994       	|
on_train_epoch_start               	|  0.0003094      	|500            	|  0.1547         	|  0.011463       	|
on_train_batch_start               	|  0.00012833     	|1000           	|  0.12833        	|  0.0095088      	|
evaluation_batch_to_device         	|  0.00022809     	|313            	|  0.071393       	|  0.0052899      	|
on_batch_start                     	|  4.7982e-05     	|1000           	|  0.047982       	|  0.0035553      	|
on_train_end                       	|  0.040651       	|1              	|  0.040651       	|  0.003012       	|
on_before_zero_grad                	|  2.1955e-05     	|1000           	|  0.021955       	|  0.0016267      	|
on_pretrain_routine_start          	|  0.021231       	|1              	|  0.021231       	|  0.0015731      	|
on_after_backward                  	|  1.9476e-05     	|1000           	|  0.019476       	|  0.0014431      	|
on_batch_end                       	|  1.6226e-05     	|1000           	|  0.016226       	|  0.0012023      	|
on_before_optimizer_step           	|  1.3371e-05     	|1000           	|  0.013371       	|  0.00099073     	|
on_before_backward                 	|  1.2648e-05     	|1000           	|  0.012648       	|  0.00093713     	|
configure_optimizers               	|  0.0080481      	|1              	|  0.0080481      	|  0.00059633     	|
training_step_end                  	|  7.9986e-06     	|1000           	|  0.0079986      	|  0.00059266     	|
on_validation_batch_end            	|  2.2211e-05     	|313            	|  0.006952       	|  0.00051511     	|
on_epoch_end                       	|  1.1888e-05     	|501            	|  0.0059558      	|  0.0004413      	|
on_epoch_start                     	|  1.0836e-05     	|501            	|  0.0054286      	|  0.00040224     	|
on_validation_model_eval           	|  0.0047663      	|1              	|  0.0047663      	|  0.00035316     	|
on_validation_batch_start          	|  1.1584e-05     	|313            	|  0.0036258      	|  0.00026866     	|
validation_step_end                	|  6.0082e-06     	|313            	|  0.0018806      	|  0.00013934     	|
on_validation_start                	|  0.00064923     	|1              	|  0.00064923     	|  4.8105e-05     	|
on_train_start                     	|  0.00064765     	|1              	|  0.00064765     	|  4.7988e-05     	|
on_validation_end                  	|  0.00012968     	|1              	|  0.00012968     	|  9.6091e-06     	|
setup                              	|  2.2032e-05     	|2              	|  4.4065e-05     	|  3.265e-06      	|
on_configure_sharded_model         	|  2.1151e-05     	|2              	|  4.2303e-05     	|  3.1344e-06     	|
on_before_accelerator_backend_setup	|  2.0689e-05     	|2              	|  4.1379e-05     	|  3.066e-06      	|
teardown                           	|  1.9917e-05     	|2              	|  3.9835e-05     	|  2.9516e-06     	|
on_validation_epoch_end            	|  3.2336e-05     	|1              	|  3.2336e-05     	|  2.3959e-06     	|
on_fit_end                         	|  2.9802e-05     	|1              	|  2.9802e-05     	|  2.2082e-06     	|
on_val_dataloader                  	|  1.369e-05      	|2              	|  2.7381e-05     	|  2.0288e-06     	|
on_fit_start                       	|  2.2825e-05     	|1              	|  2.2825e-05     	|  1.6912e-06     	|
prepare_data                       	|  7.6713e-06     	|2              	|  1.5343e-05     	|  1.1368e-06     	|
configure_sharded_model            	|  6.1197e-06     	|2              	|  1.2239e-05     	|  9.0689e-07     	|
configure_callbacks                	|  6.089e-06      	|2              	|  1.2178e-05     	|  9.0234e-07     	|
on_validation_epoch_start          	|  1.144e-05      	|1              	|  1.144e-05      	|  8.4768e-07     	|
on_pretrain_routine_end            	|  1.1073e-05     	|1              	|  1.1073e-05     	|  8.2049e-07     	|
on_train_dataloader                	|  6.035e-06      	|1              	|  6.035e-06      	|  4.4717e-07     	|
