VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  396.19         	|  100 %          	|
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run_training_epoch                 	|  13.655         	|25             	|  341.39         	|  86.166         	|
run_training_batch                 	|  0.28734        	|1000           	|  287.34         	|  72.526         	|
optimizer_step_with_closure_0      	|  0.28427        	|1000           	|  284.27         	|  71.749         	|
training_step_and_backward         	|  0.22016        	|1000           	|  220.16         	|  55.569         	|
backward                           	|  0.11036        	|1000           	|  110.36         	|  27.855         	|
model_forward                      	|  0.10824        	|1000           	|  108.24         	|  27.321         	|
training_step                      	|  0.10805        	|1000           	|  108.05         	|  27.273         	|
run_validate_evaluation            	|  17.395         	|1              	|  17.395         	|  4.3905         	|
evaluation_step_and_end            	|  0.10199        	|139            	|  14.176         	|  3.5781         	|
validation_step                    	|  0.10187        	|139            	|  14.161         	|  3.5742         	|
get_train_batch                    	|  0.010578       	|1025           	|  10.843         	|  2.7368         	|
fetch_next_train_batch             	|  0.010555       	|1025           	|  10.819         	|  2.7307         	|
on_train_batch_end                 	|  0.0021738      	|1000           	|  2.1738         	|  0.54866        	|
zero_grad                          	|  0.0015099      	|1000           	|  1.5099         	|  0.38109        	|
get_validate_batch                 	|  0.0057253      	|140            	|  0.80154        	|  0.20231        	|
fetch_next_validate_batch          	|  0.0057012      	|140            	|  0.79817        	|  0.20146        	|
training_batch_to_device           	|  0.00025642     	|1000           	|  0.25642        	|  0.064721       	|
on_train_batch_start               	|  9.7175e-05     	|1000           	|  0.097175       	|  0.024527       	|
on_train_end                       	|  0.042702       	|1              	|  0.042702       	|  0.010778       	|
evaluation_batch_to_device         	|  0.00024935     	|139            	|  0.034659       	|  0.008748       	|
on_batch_end                       	|  2.8952e-05     	|1000           	|  0.028952       	|  0.0073074      	|
on_after_backward                  	|  2.7097e-05     	|1000           	|  0.027097       	|  0.0068392      	|
on_pretrain_routine_start          	|  0.022703       	|1              	|  0.022703       	|  0.0057303      	|
on_batch_start                     	|  2.1416e-05     	|1000           	|  0.021416       	|  0.0054055      	|
on_before_zero_grad                	|  1.8961e-05     	|1000           	|  0.018961       	|  0.0047859      	|
on_before_backward                 	|  1.3376e-05     	|1000           	|  0.013376       	|  0.0033761      	|
on_before_optimizer_step           	|  1.3327e-05     	|1000           	|  0.013327       	|  0.0033636      	|
configure_optimizers               	|  0.010626       	|1              	|  0.010626       	|  0.002682       	|
on_train_epoch_end                 	|  0.00037948     	|25             	|  0.0094871      	|  0.0023946      	|
on_train_epoch_start               	|  0.00037658     	|25             	|  0.0094145      	|  0.0023762      	|
training_step_end                  	|  7.026e-06      	|1000           	|  0.007026       	|  0.0017734      	|
on_validation_batch_end            	|  4.1413e-05     	|139            	|  0.0057564      	|  0.0014529      	|
on_validation_model_eval           	|  0.0039222      	|1              	|  0.0039222      	|  0.00098996     	|
on_validation_batch_start          	|  1.6865e-05     	|139            	|  0.0023442      	|  0.00059167     	|
validation_step_end                	|  1.0374e-05     	|139            	|  0.001442       	|  0.00036397     	|
on_train_start                     	|  0.0010401      	|1              	|  0.0010401      	|  0.00026253     	|
on_validation_start                	|  0.00036478     	|1              	|  0.00036478     	|  9.2071e-05     	|
on_epoch_end                       	|  1.157e-05      	|26             	|  0.00030082     	|  7.5928e-05     	|
on_epoch_start                     	|  1.1149e-05     	|26             	|  0.00028988     	|  7.3165e-05     	|
on_validation_end                  	|  0.00016925     	|1              	|  0.00016925     	|  4.2718e-05     	|
teardown                           	|  3.8765e-05     	|2              	|  7.7531e-05     	|  1.9569e-05     	|
setup                              	|  2.8864e-05     	|2              	|  5.7729e-05     	|  1.4571e-05     	|
on_fit_start                       	|  4.831e-05      	|1              	|  4.831e-05      	|  1.2193e-05     	|
on_configure_sharded_model         	|  2.3929e-05     	|2              	|  4.7859e-05     	|  1.208e-05      	|
on_before_accelerator_backend_setup	|  2.1379e-05     	|2              	|  4.2759e-05     	|  1.0792e-05     	|
on_validation_epoch_end            	|  3.5556e-05     	|1              	|  3.5556e-05     	|  8.9744e-06     	|
configure_sharded_model            	|  1.4072e-05     	|2              	|  2.8145e-05     	|  7.1037e-06     	|
on_fit_end                         	|  2.5276e-05     	|1              	|  2.5276e-05     	|  6.3797e-06     	|
on_val_dataloader                  	|  8.3605e-06     	|2              	|  1.6721e-05     	|  4.2204e-06     	|
prepare_data                       	|  7.3556e-06     	|2              	|  1.4711e-05     	|  3.7131e-06     	|
on_pretrain_routine_end            	|  1.3987e-05     	|1              	|  1.3987e-05     	|  3.5302e-06     	|
configure_callbacks                	|  5.7444e-06     	|2              	|  1.1489e-05     	|  2.8998e-06     	|
on_validation_epoch_start          	|  9.1456e-06     	|1              	|  9.1456e-06     	|  2.3084e-06     	|
on_train_dataloader                	|  7.5232e-06     	|1              	|  7.5232e-06     	|  1.8989e-06     	|
