VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  424.42         	|  100 %          	|
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run_training_epoch                 	|  5.7993         	|63             	|  365.35         	|  86.083         	|
run_training_batch                 	|  0.23246        	|1000           	|  232.46         	|  54.772         	|
optimizer_step_with_closure_0      	|  0.23066        	|1000           	|  230.66         	|  54.347         	|
training_step_and_backward         	|  0.17132        	|1000           	|  171.32         	|  40.367         	|
model_forward                      	|  0.085625       	|1000           	|  85.625         	|  20.175         	|
training_step                      	|  0.085467       	|1000           	|  85.467         	|  20.137         	|
backward                           	|  0.084361       	|1000           	|  84.361         	|  19.877         	|
run_validate_evaluation            	|  29.994         	|1              	|  29.994         	|  7.067          	|
get_train_batch                    	|  0.027364       	|1063           	|  29.087         	|  6.8535         	|
fetch_next_train_batch             	|  0.027343       	|1063           	|  29.065         	|  6.8482         	|
evaluation_step_and_end            	|  0.083598       	|313            	|  26.166         	|  6.1652         	|
validation_step                    	|  0.083533       	|313            	|  26.146         	|  6.1604         	|
on_train_batch_end                 	|  0.0014194      	|1000           	|  1.4194         	|  0.33444        	|
zero_grad                          	|  0.0013126      	|1000           	|  1.3126         	|  0.30926        	|
get_validate_batch                 	|  0.003108       	|314            	|  0.97591        	|  0.22994        	|
fetch_next_validate_batch          	|  0.0030915      	|314            	|  0.97074        	|  0.22872        	|
training_batch_to_device           	|  0.00024343     	|1000           	|  0.24343        	|  0.057357       	|
on_train_batch_start               	|  8.9381e-05     	|1000           	|  0.089381       	|  0.02106        	|
evaluation_batch_to_device         	|  0.00018191     	|313            	|  0.056937       	|  0.013415       	|
on_train_end                       	|  0.046526       	|1              	|  0.046526       	|  0.010962       	|
on_pretrain_routine_start          	|  0.021722       	|1              	|  0.021722       	|  0.0051182      	|
on_train_epoch_start               	|  0.00034152     	|63             	|  0.021515       	|  0.0050694      	|
on_train_epoch_end                 	|  0.00033901     	|63             	|  0.021357       	|  0.0050322      	|
on_batch_start                     	|  1.8665e-05     	|1000           	|  0.018665       	|  0.0043977      	|
on_after_backward                  	|  1.5805e-05     	|1000           	|  0.015805       	|  0.003724       	|
on_batch_end                       	|  1.3751e-05     	|1000           	|  0.013751       	|  0.00324        	|
on_before_zero_grad                	|  1.3516e-05     	|1000           	|  0.013516       	|  0.0031846      	|
on_before_backward                 	|  1.1466e-05     	|1000           	|  0.011466       	|  0.0027017      	|
on_before_optimizer_step           	|  1.1139e-05     	|1000           	|  0.011139       	|  0.0026246      	|
configure_optimizers               	|  0.010646       	|1              	|  0.010646       	|  0.0025083      	|
training_step_end                  	|  8.496e-06      	|1000           	|  0.008496       	|  0.0020018      	|
on_validation_batch_end            	|  2.348e-05      	|313            	|  0.0073493      	|  0.0017316      	|
on_validation_model_eval           	|  0.0038858      	|1              	|  0.0038858      	|  0.00091555     	|
on_validation_batch_start          	|  1.1907e-05     	|313            	|  0.0037268      	|  0.0008781      	|
validation_step_end                	|  5.7284e-06     	|313            	|  0.001793       	|  0.00042246     	|
on_train_start                     	|  0.0013176      	|1              	|  0.0013176      	|  0.00031045     	|
on_epoch_end                       	|  1.0674e-05     	|64             	|  0.00068313     	|  0.00016096     	|
on_epoch_start                     	|  1.0615e-05     	|64             	|  0.00067935     	|  0.00016007     	|
on_validation_start                	|  0.0004598      	|1              	|  0.0004598      	|  0.00010834     	|
on_validation_end                  	|  0.00016896     	|1              	|  0.00016896     	|  3.981e-05      	|
on_fit_end                         	|  6.5282e-05     	|1              	|  6.5282e-05     	|  1.5382e-05     	|
setup                              	|  3.0186e-05     	|2              	|  6.0372e-05     	|  1.4225e-05     	|
on_before_accelerator_backend_setup	|  2.5803e-05     	|2              	|  5.1606e-05     	|  1.2159e-05     	|
on_fit_start                       	|  4.5439e-05     	|1              	|  4.5439e-05     	|  1.0706e-05     	|
teardown                           	|  2.1955e-05     	|2              	|  4.391e-05      	|  1.0346e-05     	|
on_configure_sharded_model         	|  2.1273e-05     	|2              	|  4.2547e-05     	|  1.0025e-05     	|
on_validation_epoch_end            	|  3.2891e-05     	|1              	|  3.2891e-05     	|  7.7496e-06     	|
on_pretrain_routine_end            	|  2.1296e-05     	|1              	|  2.1296e-05     	|  5.0176e-06     	|
prepare_data                       	|  9.995e-06      	|2              	|  1.999e-05      	|  4.7099e-06     	|
on_val_dataloader                  	|  8.1295e-06     	|2              	|  1.6259e-05     	|  3.8309e-06     	|
configure_callbacks                	|  7.851e-06      	|2              	|  1.5702e-05     	|  3.6997e-06     	|
configure_sharded_model            	|  7.7933e-06     	|2              	|  1.5587e-05     	|  3.6725e-06     	|
on_validation_epoch_start          	|  9.6578e-06     	|1              	|  9.6578e-06     	|  2.2755e-06     	|
on_train_dataloader                	|  7.4841e-06     	|1              	|  7.4841e-06     	|  1.7634e-06     	|
