VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  672.02         	|  100 %          	|
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run_training_epoch                 	|  1.1162         	|500            	|  558.11         	|  83.049         	|
run_training_batch                 	|  0.40757        	|1000           	|  407.57         	|  60.649         	|
optimizer_step_with_closure_0      	|  0.4048         	|1000           	|  404.8          	|  60.236         	|
training_step_and_backward         	|  0.30817        	|1000           	|  308.17         	|  45.857         	|
model_forward                      	|  0.18672        	|1000           	|  186.72         	|  27.785         	|
training_step                      	|  0.18655        	|1000           	|  186.55         	|  27.76          	|
backward                           	|  0.12004        	|1000           	|  120.04         	|  17.862         	|
run_validate_evaluation            	|  70.544         	|1              	|  70.544         	|  10.497         	|
evaluation_step_and_end            	|  0.22024        	|313            	|  68.935         	|  10.258         	|
validation_step                    	|  0.22018        	|313            	|  68.915         	|  10.255         	|
get_train_batch                    	|  0.028867       	|1500           	|  43.3           	|  6.4433         	|
fetch_next_train_batch             	|  0.028834       	|1500           	|  43.25          	|  6.4359         	|
zero_grad                          	|  0.0013852      	|1000           	|  1.3852         	|  0.20612        	|
on_train_batch_end                 	|  0.0013633      	|1000           	|  1.3633         	|  0.20287        	|
training_batch_to_device           	|  0.00059432     	|1000           	|  0.59432        	|  0.088437       	|
get_validate_batch                 	|  0.0018061      	|314            	|  0.56711        	|  0.084389       	|
fetch_next_validate_batch          	|  0.0017919      	|314            	|  0.56267        	|  0.083728       	|
on_train_epoch_start               	|  0.00027826     	|500            	|  0.13913        	|  0.020703       	|
on_train_epoch_end                 	|  0.00027128     	|500            	|  0.13564        	|  0.020184       	|
on_train_batch_start               	|  0.00010838     	|1000           	|  0.10838        	|  0.016128       	|
evaluation_batch_to_device         	|  0.00022505     	|313            	|  0.070441       	|  0.010482       	|
on_batch_start                     	|  3.5739e-05     	|1000           	|  0.035739       	|  0.0053182      	|
on_before_zero_grad                	|  2.3362e-05     	|1000           	|  0.023362       	|  0.0034763      	|
on_train_end                       	|  0.023358       	|1              	|  0.023358       	|  0.0034758      	|
on_pretrain_routine_start          	|  0.022914       	|1              	|  0.022914       	|  0.0034098      	|
on_batch_end                       	|  1.3648e-05     	|1000           	|  0.013648       	|  0.0020308      	|
on_before_optimizer_step           	|  1.2256e-05     	|1000           	|  0.012256       	|  0.0018238      	|
on_after_backward                  	|  1.1988e-05     	|1000           	|  0.011988       	|  0.0017838      	|
on_before_backward                 	|  1.1092e-05     	|1000           	|  0.011092       	|  0.0016505      	|
configure_optimizers               	|  0.0085118      	|1              	|  0.0085118      	|  0.0012666      	|
training_step_end                  	|  7.4522e-06     	|1000           	|  0.0074522      	|  0.0011089      	|
on_validation_batch_end            	|  2.0537e-05     	|313            	|  0.006428       	|  0.00095652     	|
on_epoch_start                     	|  1.0381e-05     	|501            	|  0.0052011      	|  0.00077395     	|
on_epoch_end                       	|  9.9032e-06     	|501            	|  0.0049615      	|  0.0007383      	|
on_validation_model_eval           	|  0.004266       	|1              	|  0.004266       	|  0.00063481     	|
on_validation_batch_start          	|  1.0188e-05     	|313            	|  0.0031889      	|  0.00047453     	|
validation_step_end                	|  9.5919e-06     	|313            	|  0.0030023      	|  0.00044675     	|
on_train_start                     	|  0.00074622     	|1              	|  0.00074622     	|  0.00011104     	|
on_validation_start                	|  0.00032527     	|1              	|  0.00032527     	|  4.8401e-05     	|
on_validation_end                  	|  0.00010166     	|1              	|  0.00010166     	|  1.5128e-05     	|
on_before_accelerator_backend_setup	|  1.9376e-05     	|2              	|  3.8752e-05     	|  5.7665e-06     	|
teardown                           	|  1.6265e-05     	|2              	|  3.2531e-05     	|  4.8408e-06     	|
on_validation_epoch_end            	|  3.1428e-05     	|1              	|  3.1428e-05     	|  4.6767e-06     	|
setup                              	|  1.4657e-05     	|2              	|  2.9315e-05     	|  4.3622e-06     	|
on_configure_sharded_model         	|  1.3986e-05     	|2              	|  2.7972e-05     	|  4.1624e-06     	|
on_fit_end                         	|  2.2822e-05     	|1              	|  2.2822e-05     	|  3.396e-06      	|
on_fit_start                       	|  1.6511e-05     	|1              	|  1.6511e-05     	|  2.4569e-06     	|
on_val_dataloader                  	|  5.946e-06      	|2              	|  1.1892e-05     	|  1.7696e-06     	|
prepare_data                       	|  5.7655e-06     	|2              	|  1.1531e-05     	|  1.7159e-06     	|
configure_sharded_model            	|  5.1645e-06     	|2              	|  1.0329e-05     	|  1.537e-06      	|
on_pretrain_routine_end            	|  1.0039e-05     	|1              	|  1.0039e-05     	|  1.4939e-06     	|
configure_callbacks                	|  4.754e-06      	|2              	|  9.508e-06      	|  1.4148e-06     	|
on_validation_epoch_start          	|  9.2071e-06     	|1              	|  9.2071e-06     	|  1.3701e-06     	|
on_train_dataloader                	|  4.909e-06      	|1              	|  4.909e-06      	|  7.3048e-07     	|
