VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  364.03         	|  100 %          	|
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run_training_epoch                 	|  15.772         	|21             	|  331.22         	|  90.987         	|
run_training_batch                 	|  0.31679        	|1000           	|  316.79         	|  87.023         	|
optimizer_step_with_closure_0      	|  0.31395        	|1000           	|  313.95         	|  86.243         	|
training_step_and_backward         	|  0.24048        	|1000           	|  240.48         	|  66.06          	|
backward                           	|  0.12104        	|1000           	|  121.04         	|  33.251         	|
model_forward                      	|  0.11786        	|1000           	|  117.86         	|  32.376         	|
training_step                      	|  0.11765        	|1000           	|  117.65         	|  32.32          	|
run_validate_evaluation            	|  13.569         	|1              	|  13.569         	|  3.7274         	|
evaluation_step_and_end            	|  0.10103        	|125            	|  12.629         	|  3.4692         	|
validation_step                    	|  0.10093        	|125            	|  12.616         	|  3.4658         	|
get_train_batch                    	|  0.0046273      	|1021           	|  4.7244         	|  1.2978         	|
fetch_next_train_batch             	|  0.004606       	|1021           	|  4.7027         	|  1.2919         	|
on_train_batch_end                 	|  0.0019268      	|1000           	|  1.9268         	|  0.52931        	|
zero_grad                          	|  0.0015474      	|1000           	|  1.5474         	|  0.42508        	|
get_validate_batch                 	|  0.0036003      	|126            	|  0.45363        	|  0.12462        	|
fetch_next_validate_batch          	|  0.0035775      	|126            	|  0.45077        	|  0.12383        	|
training_batch_to_device           	|  0.0002955      	|1000           	|  0.2955         	|  0.081174       	|
on_train_batch_start               	|  0.00010957     	|1000           	|  0.10957        	|  0.030101       	|
evaluation_batch_to_device         	|  0.00030796     	|125            	|  0.038495       	|  0.010575       	|
on_train_end                       	|  0.024755       	|1              	|  0.024755       	|  0.0068003      	|
on_after_backward                  	|  2.4404e-05     	|1000           	|  0.024404       	|  0.0067039      	|
on_pretrain_routine_start          	|  0.022399       	|1              	|  0.022399       	|  0.0061531      	|
on_batch_start                     	|  2.087e-05      	|1000           	|  0.02087        	|  0.0057332      	|
on_batch_end                       	|  1.5913e-05     	|1000           	|  0.015913       	|  0.0043714      	|
on_before_zero_grad                	|  1.4674e-05     	|1000           	|  0.014674       	|  0.0040309      	|
on_before_optimizer_step           	|  1.361e-05      	|1000           	|  0.01361        	|  0.0037386      	|
on_before_backward                 	|  1.3515e-05     	|1000           	|  0.013515       	|  0.0037125      	|
on_train_epoch_end                 	|  0.00049514     	|21             	|  0.010398       	|  0.0028564      	|
on_train_epoch_start               	|  0.00047686     	|21             	|  0.010014       	|  0.0027509      	|
configure_optimizers               	|  0.0076531      	|1              	|  0.0076531      	|  0.0021023      	|
training_step_end                  	|  6.6021e-06     	|1000           	|  0.0066021      	|  0.0018136      	|
on_validation_model_eval           	|  0.0050896      	|1              	|  0.0050896      	|  0.0013981      	|
on_validation_batch_end            	|  3.5209e-05     	|125            	|  0.0044011      	|  0.001209       	|
on_validation_batch_start          	|  1.6663e-05     	|125            	|  0.0020829      	|  0.00057219     	|
on_train_start                     	|  0.0016642      	|1              	|  0.0016642      	|  0.00045717     	|
validation_step_end                	|  7.6535e-06     	|125            	|  0.00095669     	|  0.00026281     	|
on_validation_start                	|  0.00049692     	|1              	|  0.00049692     	|  0.00013651     	|
on_epoch_end                       	|  1.2516e-05     	|22             	|  0.00027535     	|  7.5641e-05     	|
on_epoch_start                     	|  1.153e-05      	|22             	|  0.00025366     	|  6.968e-05      	|
on_validation_end                  	|  0.00014591     	|1              	|  0.00014591     	|  4.0081e-05     	|
setup                              	|  2.4238e-05     	|2              	|  4.8476e-05     	|  1.3317e-05     	|
on_before_accelerator_backend_setup	|  2.276e-05      	|2              	|  4.5521e-05     	|  1.2505e-05     	|
on_configure_sharded_model         	|  2.1163e-05     	|2              	|  4.2327e-05     	|  1.1627e-05     	|
teardown                           	|  1.7518e-05     	|2              	|  3.5036e-05     	|  9.6246e-06     	|
on_validation_epoch_end            	|  3.2504e-05     	|1              	|  3.2504e-05     	|  8.929e-06      	|
on_fit_end                         	|  2.8528e-05     	|1              	|  2.8528e-05     	|  7.8368e-06     	|
on_fit_start                       	|  1.8132e-05     	|1              	|  1.8132e-05     	|  4.981e-06      	|
on_val_dataloader                  	|  8.663e-06      	|2              	|  1.7326e-05     	|  4.7595e-06     	|
prepare_data                       	|  6.8605e-06     	|2              	|  1.3721e-05     	|  3.7692e-06     	|
configure_sharded_model            	|  6.809e-06      	|2              	|  1.3618e-05     	|  3.7409e-06     	|
configure_callbacks                	|  6.5435e-06     	|2              	|  1.3087e-05     	|  3.5951e-06     	|
on_pretrain_routine_end            	|  1.2462e-05     	|1              	|  1.2462e-05     	|  3.4234e-06     	|
on_validation_epoch_start          	|  1.0739e-05     	|1              	|  1.0739e-05     	|  2.9501e-06     	|
on_train_dataloader                	|  7.014e-06      	|1              	|  7.014e-06      	|  1.9268e-06     	|
