VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1378.3         	|  100 %          	|
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run_training_epoch                 	|  2.675          	|500            	|  1337.5         	|  97.041         	|
run_training_batch                 	|  0.2909         	|1000           	|  290.9          	|  21.106         	|
optimizer_step_with_closure_0      	|  0.28733        	|1000           	|  287.33         	|  20.847         	|
training_step_and_backward         	|  0.21749        	|1000           	|  217.49         	|  15.78          	|
get_train_batch                    	|  0.12773        	|1500           	|  191.59         	|  13.901         	|
fetch_next_train_batch             	|  0.12768        	|1500           	|  191.52         	|  13.895         	|
model_forward                      	|  0.11641        	|1000           	|  116.41         	|  8.4461         	|
training_step                      	|  0.11615        	|1000           	|  116.15         	|  8.4274         	|
backward                           	|  0.099306       	|1000           	|  99.306         	|  7.205          	|
run_validate_evaluation            	|  8.8744         	|1              	|  8.8744         	|  0.64387        	|
evaluation_step_and_end            	|  0.11804        	|48             	|  5.666          	|  0.41109        	|
validation_step                    	|  0.11793        	|48             	|  5.6607         	|  0.4107         	|
on_train_batch_end                 	|  0.0023644      	|1000           	|  2.3644         	|  0.17155        	|
zero_grad                          	|  0.0017325      	|1000           	|  1.7325         	|  0.1257         	|
training_batch_to_device           	|  0.00077273     	|1000           	|  0.77273        	|  0.056064       	|
get_validate_batch                 	|  0.013008       	|49             	|  0.63738        	|  0.046244       	|
fetch_next_validate_batch          	|  0.012982       	|49             	|  0.63614        	|  0.046154       	|
on_train_epoch_end                 	|  0.00034547     	|500            	|  0.17274        	|  0.012533       	|
on_train_epoch_start               	|  0.00031971     	|500            	|  0.15986        	|  0.011598       	|
on_train_batch_start               	|  0.00011674     	|1000           	|  0.11674        	|  0.0084699      	|
on_train_end                       	|  0.1002         	|1              	|  0.1002         	|  0.0072698      	|
on_batch_start                     	|  5.2537e-05     	|1000           	|  0.052537       	|  0.0038118      	|
on_after_backward                  	|  2.6269e-05     	|1000           	|  0.026269       	|  0.0019059      	|
on_before_zero_grad                	|  2.468e-05      	|1000           	|  0.02468        	|  0.0017906      	|
on_pretrain_routine_start          	|  0.024656       	|1              	|  0.024656       	|  0.0017889      	|
on_before_optimizer_step           	|  1.7088e-05     	|1000           	|  0.017088       	|  0.0012398      	|
on_before_backward                 	|  1.6259e-05     	|1000           	|  0.016259       	|  0.0011797      	|
on_batch_end                       	|  1.5861e-05     	|1000           	|  0.015861       	|  0.0011508      	|
evaluation_batch_to_device         	|  0.00029215     	|48             	|  0.014023       	|  0.0010174      	|
configure_optimizers               	|  0.012093       	|1              	|  0.012093       	|  0.00087735     	|
training_step_end                  	|  1.0892e-05     	|1000           	|  0.010892       	|  0.00079025     	|
on_epoch_end                       	|  1.5099e-05     	|501            	|  0.0075645      	|  0.00054883     	|
on_epoch_start                     	|  1.1162e-05     	|501            	|  0.0055924      	|  0.00040575     	|
on_validation_model_eval           	|  0.0044556      	|1              	|  0.0044556      	|  0.00032327     	|
on_validation_batch_end            	|  4.175e-05      	|48             	|  0.002004       	|  0.0001454      	|
on_train_start                     	|  0.0011577      	|1              	|  0.0011577      	|  8.3998e-05     	|
on_validation_batch_start          	|  1.7513e-05     	|48             	|  0.00084062     	|  6.099e-05      	|
on_validation_start                	|  0.0006601      	|1              	|  0.0006601      	|  4.7893e-05     	|
validation_step_end                	|  9.5068e-06     	|48             	|  0.00045633     	|  3.3108e-05     	|
on_validation_end                  	|  0.00021065     	|1              	|  0.00021065     	|  1.5283e-05     	|
on_before_accelerator_backend_setup	|  3.307e-05      	|2              	|  6.6141e-05     	|  4.7987e-06     	|
on_configure_sharded_model         	|  2.7221e-05     	|2              	|  5.4441e-05     	|  3.9499e-06     	|
on_fit_start                       	|  5.1852e-05     	|1              	|  5.1852e-05     	|  3.7621e-06     	|
teardown                           	|  2.4314e-05     	|2              	|  4.8628e-05     	|  3.5281e-06     	|
setup                              	|  2.3775e-05     	|2              	|  4.755e-05      	|  3.4499e-06     	|
on_val_dataloader                  	|  2.0484e-05     	|2              	|  4.0967e-05     	|  2.9723e-06     	|
on_fit_end                         	|  3.4202e-05     	|1              	|  3.4202e-05     	|  2.4815e-06     	|
on_validation_epoch_end            	|  3.2492e-05     	|1              	|  3.2492e-05     	|  2.3574e-06     	|
prepare_data                       	|  9.6839e-06     	|2              	|  1.9368e-05     	|  1.4052e-06     	|
configure_sharded_model            	|  8.1863e-06     	|2              	|  1.6373e-05     	|  1.1879e-06     	|
configure_callbacks                	|  7.8594e-06     	|2              	|  1.5719e-05     	|  1.1405e-06     	|
on_pretrain_routine_end            	|  1.503e-05      	|1              	|  1.503e-05      	|  1.0905e-06     	|
on_validation_epoch_start          	|  9.9596e-06     	|1              	|  9.9596e-06     	|  7.226e-07      	|
on_train_dataloader                	|  9.9391e-06     	|1              	|  9.9391e-06     	|  7.2111e-07     	|
