VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  498.84         	|  100 %          	|
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run_training_epoch                 	|  2.0921         	|200            	|  418.43         	|  83.88          	|
run_training_batch                 	|  0.34782        	|1000           	|  347.82         	|  69.726         	|
optimizer_step_with_closure_0      	|  0.34517        	|1000           	|  345.17         	|  69.195         	|
training_step_and_backward         	|  0.26862        	|1000           	|  268.62         	|  53.848         	|
model_forward                      	|  0.15946        	|1000           	|  159.46         	|  31.965         	|
training_step                      	|  0.15931        	|1000           	|  159.31         	|  31.936         	|
backward                           	|  0.10783        	|1000           	|  107.83         	|  21.616         	|
run_validate_evaluation            	|  35.884         	|1              	|  35.884         	|  7.1934         	|
evaluation_step_and_end            	|  0.2535         	|139            	|  35.236         	|  7.0637         	|
validation_step                    	|  0.25345        	|139            	|  35.229         	|  7.0622         	|
get_train_batch                    	|  0.016534       	|1200           	|  19.841         	|  3.9775         	|
fetch_next_train_batch             	|  0.016509       	|1200           	|  19.811         	|  3.9714         	|
zero_grad                          	|  0.0013052      	|1000           	|  1.3052         	|  0.26165        	|
on_train_batch_end                 	|  0.0012442      	|1000           	|  1.2442         	|  0.24941        	|
training_batch_to_device           	|  0.00034124     	|1000           	|  0.34124        	|  0.068406       	|
get_validate_batch                 	|  0.0024261      	|140            	|  0.33966        	|  0.06809        	|
fetch_next_validate_batch          	|  0.0024122      	|140            	|  0.33771        	|  0.067699       	|
on_train_batch_start               	|  9.6585e-05     	|1000           	|  0.096585       	|  0.019362       	|
on_train_epoch_start               	|  0.00027629     	|200            	|  0.055258       	|  0.011077       	|
on_train_epoch_end                 	|  0.00025268     	|200            	|  0.050536       	|  0.010131       	|
evaluation_batch_to_device         	|  0.00023859     	|139            	|  0.033164       	|  0.0066483      	|
on_batch_start                     	|  2.4362e-05     	|1000           	|  0.024362       	|  0.0048837      	|
on_train_end                       	|  0.023595       	|1              	|  0.023595       	|  0.00473        	|
on_pretrain_routine_start          	|  0.022979       	|1              	|  0.022979       	|  0.0046066      	|
on_before_zero_grad                	|  1.6553e-05     	|1000           	|  0.016553       	|  0.0033184      	|
on_batch_end                       	|  1.3695e-05     	|1000           	|  0.013695       	|  0.0027453      	|
on_after_backward                  	|  1.1908e-05     	|1000           	|  0.011908       	|  0.0023872      	|
on_before_backward                 	|  1.1276e-05     	|1000           	|  0.011276       	|  0.0022605      	|
on_before_optimizer_step           	|  1.1097e-05     	|1000           	|  0.011097       	|  0.0022247      	|
configure_optimizers               	|  0.0082939      	|1              	|  0.0082939      	|  0.0016626      	|
training_step_end                  	|  6.479e-06      	|1000           	|  0.006479       	|  0.0012988      	|
on_validation_model_eval           	|  0.004556       	|1              	|  0.004556       	|  0.00091331     	|
on_validation_batch_end            	|  2.0434e-05     	|139            	|  0.0028403      	|  0.00056939     	|
on_epoch_start                     	|  1.1045e-05     	|201            	|  0.0022201      	|  0.00044505     	|
on_epoch_end                       	|  1.0353e-05     	|201            	|  0.0020811      	|  0.00041718     	|
on_validation_batch_start          	|  1.0413e-05     	|139            	|  0.0014473      	|  0.00029014     	|
on_train_start                     	|  0.0007878      	|1              	|  0.0007878      	|  0.00015793     	|
validation_step_end                	|  5.0612e-06     	|139            	|  0.00070351     	|  0.00014103     	|
on_validation_start                	|  0.00032897     	|1              	|  0.00032897     	|  6.5946e-05     	|
on_validation_end                  	|  0.0001146      	|1              	|  0.0001146      	|  2.2974e-05     	|
on_before_accelerator_backend_setup	|  2.111e-05      	|2              	|  4.2219e-05     	|  8.4634e-06     	|
teardown                           	|  1.6035e-05     	|2              	|  3.2069e-05     	|  6.4287e-06     	|
setup                              	|  1.4627e-05     	|2              	|  2.9255e-05     	|  5.8646e-06     	|
on_configure_sharded_model         	|  1.3019e-05     	|2              	|  2.6038e-05     	|  5.2197e-06     	|
on_fit_end                         	|  2.0869e-05     	|1              	|  2.0869e-05     	|  4.1835e-06     	|
on_validation_epoch_end            	|  1.9487e-05     	|1              	|  1.9487e-05     	|  3.9065e-06     	|
on_fit_start                       	|  1.7303e-05     	|1              	|  1.7303e-05     	|  3.4686e-06     	|
on_pretrain_routine_end            	|  1.3846e-05     	|1              	|  1.3846e-05     	|  2.7756e-06     	|
prepare_data                       	|  6.0665e-06     	|2              	|  1.2133e-05     	|  2.4323e-06     	|
on_val_dataloader                  	|  5.7755e-06     	|2              	|  1.1551e-05     	|  2.3156e-06     	|
configure_callbacks                	|  5.2191e-06     	|2              	|  1.0438e-05     	|  2.0925e-06     	|
configure_sharded_model            	|  5.1545e-06     	|2              	|  1.0309e-05     	|  2.0666e-06     	|
on_validation_epoch_start          	|  1.0139e-05     	|1              	|  1.0139e-05     	|  2.0325e-06     	|
on_train_dataloader                	|  4.88e-06       	|1              	|  4.88e-06       	|  9.7827e-07     	|
