VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  454.81         	|  100 %          	|
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run_training_epoch                 	|  6.068          	|63             	|  382.28         	|  84.054         	|
run_training_batch                 	|  0.27395        	|1000           	|  273.95         	|  60.233         	|
optimizer_step_with_closure_0      	|  0.26945        	|1000           	|  269.45         	|  59.246         	|
training_step_and_backward         	|  0.20249        	|1000           	|  202.49         	|  44.523         	|
model_forward                      	|  0.10702        	|1000           	|  107.02         	|  23.532         	|
training_step                      	|  0.10683        	|1000           	|  106.83         	|  23.489         	|
backward                           	|  0.093885       	|1000           	|  93.885         	|  20.643         	|
run_validate_evaluation            	|  30.736         	|1              	|  30.736         	|  6.758          	|
evaluation_step_and_end            	|  0.086898       	|313            	|  27.199         	|  5.9804         	|
validation_step                    	|  0.086776       	|313            	|  27.161         	|  5.9719         	|
get_train_batch                    	|  0.021854       	|1063           	|  23.231         	|  5.1079         	|
fetch_next_train_batch             	|  0.021829       	|1063           	|  23.205         	|  5.1021         	|
on_train_batch_end                 	|  0.0022978      	|1000           	|  2.2978         	|  0.50523        	|
zero_grad                          	|  0.0015476      	|1000           	|  1.5476         	|  0.34027        	|
get_validate_batch                 	|  0.0033793      	|314            	|  1.0611         	|  0.23331        	|
fetch_next_validate_batch          	|  0.0033534      	|314            	|  1.053          	|  0.23152        	|
training_batch_to_device           	|  0.00026386     	|1000           	|  0.26386        	|  0.058016       	|
on_train_batch_start               	|  9.4118e-05     	|1000           	|  0.094118       	|  0.020694       	|
evaluation_batch_to_device         	|  0.00029451     	|313            	|  0.09218        	|  0.020268       	|
on_train_end                       	|  0.044948       	|1              	|  0.044948       	|  0.0098829      	|
on_after_backward                  	|  2.6028e-05     	|1000           	|  0.026028       	|  0.0057229      	|
on_train_epoch_start               	|  0.00036247     	|63             	|  0.022836       	|  0.005021       	|
on_pretrain_routine_start          	|  0.022653       	|1              	|  0.022653       	|  0.0049808      	|
on_batch_start                     	|  2.2061e-05     	|1000           	|  0.022061       	|  0.0048507      	|
on_train_epoch_end                 	|  0.00034998     	|63             	|  0.022049       	|  0.004848       	|
on_before_zero_grad                	|  1.7929e-05     	|1000           	|  0.017929       	|  0.003942       	|
on_batch_end                       	|  1.7417e-05     	|1000           	|  0.017417       	|  0.0038295      	|
on_before_backward                 	|  1.4297e-05     	|1000           	|  0.014297       	|  0.0031436      	|
on_validation_batch_end            	|  4.5131e-05     	|313            	|  0.014126       	|  0.0031059      	|
on_before_optimizer_step           	|  1.3671e-05     	|1000           	|  0.013671       	|  0.0030059      	|
configure_optimizers               	|  0.011291       	|1              	|  0.011291       	|  0.0024827      	|
training_step_end                  	|  7.1854e-06     	|1000           	|  0.0071854      	|  0.0015799      	|
on_validation_batch_start          	|  1.6103e-05     	|313            	|  0.0050403      	|  0.0011082      	|
on_validation_model_eval           	|  0.0041643      	|1              	|  0.0041643      	|  0.00091561     	|
validation_step_end                	|  9.0235e-06     	|313            	|  0.0028243      	|  0.000621       	|
on_train_start                     	|  0.0012668      	|1              	|  0.0012668      	|  0.00027853     	|
on_epoch_end                       	|  1.1659e-05     	|64             	|  0.00074615     	|  0.00016406     	|
on_epoch_start                     	|  1.1261e-05     	|64             	|  0.00072069     	|  0.00015846     	|
on_validation_start                	|  0.0005522      	|1              	|  0.0005522      	|  0.00012141     	|
on_validation_end                  	|  0.00013952     	|1              	|  0.00013952     	|  3.0677e-05     	|
teardown                           	|  3.5381e-05     	|2              	|  7.0762e-05     	|  1.5559e-05     	|
setup                              	|  3.0729e-05     	|2              	|  6.1458e-05     	|  1.3513e-05     	|
on_configure_sharded_model         	|  2.3597e-05     	|2              	|  4.7194e-05     	|  1.0377e-05     	|
on_before_accelerator_backend_setup	|  2.215e-05      	|2              	|  4.4299e-05     	|  9.7402e-06     	|
on_fit_start                       	|  4.2258e-05     	|1              	|  4.2258e-05     	|  9.2914e-06     	|
on_validation_epoch_end            	|  3.7706e-05     	|1              	|  3.7706e-05     	|  8.2904e-06     	|
on_fit_end                         	|  3.5012e-05     	|1              	|  3.5012e-05     	|  7.6982e-06     	|
on_pretrain_routine_end            	|  2.6701e-05     	|1              	|  2.6701e-05     	|  5.8708e-06     	|
on_val_dataloader                  	|  1.1898e-05     	|2              	|  2.3795e-05     	|  5.232e-06      	|
prepare_data                       	|  9.3253e-06     	|2              	|  1.8651e-05     	|  4.1008e-06     	|
configure_sharded_model            	|  9.1856e-06     	|2              	|  1.8371e-05     	|  4.0394e-06     	|
configure_callbacks                	|  7.445e-06      	|2              	|  1.489e-05      	|  3.2739e-06     	|
on_validation_epoch_start          	|  9.8981e-06     	|1              	|  9.8981e-06     	|  2.1763e-06     	|
on_train_dataloader                	|  7.7356e-06     	|1              	|  7.7356e-06     	|  1.7008e-06     	|
