VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  444.56         	|  100 %          	|
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run_training_epoch                 	|  5.2525         	|63             	|  330.91         	|  74.435         	|
run_training_batch                 	|  0.30772        	|1000           	|  307.72         	|  69.219         	|
optimizer_step_with_closure_0      	|  0.30496        	|1000           	|  304.96         	|  68.599         	|
training_step_and_backward         	|  0.22911        	|1000           	|  229.11         	|  51.536         	|
model_forward                      	|  0.14104        	|1000           	|  141.04         	|  31.726         	|
training_step                      	|  0.14091        	|1000           	|  140.91         	|  31.695         	|
backward                           	|  0.086736       	|1000           	|  86.736         	|  19.511         	|
run_validate_evaluation            	|  70.403         	|1              	|  70.403         	|  15.837         	|
evaluation_step_and_end            	|  0.21972        	|313            	|  68.771         	|  15.47          	|
validation_step                    	|  0.21967        	|313            	|  68.755         	|  15.466         	|
get_train_batch                    	|  0.0074017      	|1063           	|  7.868          	|  1.7698         	|
fetch_next_train_batch             	|  0.0073826      	|1063           	|  7.8477         	|  1.7653         	|
zero_grad                          	|  0.001309       	|1000           	|  1.309          	|  0.29445        	|
on_train_batch_end                 	|  0.001187       	|1000           	|  1.187          	|  0.26701        	|
get_validate_batch                 	|  0.0018464      	|314            	|  0.57977        	|  0.13041        	|
fetch_next_validate_batch          	|  0.0018323      	|314            	|  0.57534        	|  0.12942        	|
training_batch_to_device           	|  0.00022577     	|1000           	|  0.22577        	|  0.050786       	|
on_train_batch_start               	|  9.1612e-05     	|1000           	|  0.091612       	|  0.020607       	|
evaluation_batch_to_device         	|  0.00022486     	|313            	|  0.07038        	|  0.015831       	|
on_train_end                       	|  0.025021       	|1              	|  0.025021       	|  0.0056282      	|
on_pretrain_routine_start          	|  0.0225         	|1              	|  0.0225         	|  0.0050611      	|
on_train_epoch_end                 	|  0.00028519     	|63             	|  0.017967       	|  0.0040415      	|
on_train_epoch_start               	|  0.00028062     	|63             	|  0.017679       	|  0.0039767      	|
on_batch_start                     	|  1.5653e-05     	|1000           	|  0.015653       	|  0.0035209      	|
on_before_zero_grad                	|  1.3346e-05     	|1000           	|  0.013346       	|  0.0030021      	|
on_batch_end                       	|  1.2843e-05     	|1000           	|  0.012843       	|  0.002889       	|
on_after_backward                  	|  1.1281e-05     	|1000           	|  0.011281       	|  0.0025375      	|
on_before_backward                 	|  1.0509e-05     	|1000           	|  0.010509       	|  0.0023639      	|
on_before_optimizer_step           	|  1.0401e-05     	|1000           	|  0.010401       	|  0.0023396      	|
configure_optimizers               	|  0.0085205      	|1              	|  0.0085205      	|  0.0019166      	|
on_validation_batch_end            	|  1.967e-05      	|313            	|  0.0061566      	|  0.0013849      	|
training_step_end                  	|  5.8612e-06     	|1000           	|  0.0058612      	|  0.0013184      	|
on_validation_model_eval           	|  0.0040273      	|1              	|  0.0040273      	|  0.00090591     	|
on_validation_batch_start          	|  1.0254e-05     	|313            	|  0.0032096      	|  0.00072196     	|
validation_step_end                	|  4.8753e-06     	|313            	|  0.001526       	|  0.00034326     	|
on_train_start                     	|  0.00074025     	|1              	|  0.00074025     	|  0.00016651     	|
on_epoch_end                       	|  1.0327e-05     	|64             	|  0.00066093     	|  0.00014867     	|
on_epoch_start                     	|  1.0315e-05     	|64             	|  0.00066018     	|  0.0001485      	|
on_validation_start                	|  0.00032524     	|1              	|  0.00032524     	|  7.316e-05      	|
on_validation_end                  	|  0.00010999     	|1              	|  0.00010999     	|  2.474e-05      	|
on_validation_epoch_end            	|  3.4915e-05     	|1              	|  3.4915e-05     	|  7.8539e-06     	|
on_before_accelerator_backend_setup	|  1.7382e-05     	|2              	|  3.4765e-05     	|  7.8201e-06     	|
teardown                           	|  1.6671e-05     	|2              	|  3.3342e-05     	|  7.5e-06        	|
setup                              	|  1.4036e-05     	|2              	|  2.8072e-05     	|  6.3145e-06     	|
on_configure_sharded_model         	|  1.3886e-05     	|2              	|  2.7772e-05     	|  6.2471e-06     	|
on_fit_end                         	|  2.4946e-05     	|1              	|  2.4946e-05     	|  5.6114e-06     	|
on_fit_start                       	|  1.7032e-05     	|1              	|  1.7032e-05     	|  3.8312e-06     	|
on_val_dataloader                  	|  6.2815e-06     	|2              	|  1.2563e-05     	|  2.8259e-06     	|
configure_callbacks                	|  5.651e-06      	|2              	|  1.1302e-05     	|  2.5423e-06     	|
prepare_data                       	|  5.5655e-06     	|2              	|  1.1131e-05     	|  2.5038e-06     	|
configure_sharded_model            	|  5.2394e-06     	|2              	|  1.0479e-05     	|  2.3571e-06     	|
on_pretrain_routine_end            	|  9.9189e-06     	|1              	|  9.9189e-06     	|  2.2312e-06     	|
on_validation_epoch_start          	|  9.377e-06      	|1              	|  9.377e-06      	|  2.1093e-06     	|
on_train_dataloader                	|  4.278e-06      	|1              	|  4.278e-06      	|  9.6231e-07     	|
