VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1306.8         	|  100 %          	|
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run_training_epoch                 	|  2.4979         	|500            	|  1248.9         	|  95.572         	|
run_training_batch                 	|  0.24882        	|1000           	|  248.82         	|  19.04          	|
optimizer_step_with_closure_0      	|  0.24666        	|1000           	|  246.66         	|  18.875         	|
get_train_batch                    	|  0.13112        	|1500           	|  196.68         	|  15.05          	|
fetch_next_train_batch             	|  0.13108        	|1500           	|  196.62         	|  15.046         	|
training_step_and_backward         	|  0.18489        	|1000           	|  184.89         	|  14.148         	|
model_forward                      	|  0.098055       	|1000           	|  98.055         	|  7.5034         	|
training_step                      	|  0.097846       	|1000           	|  97.846         	|  7.4874         	|
backward                           	|  0.085397       	|1000           	|  85.397         	|  6.5348         	|
run_validate_evaluation            	|  30.226         	|1              	|  30.226         	|  2.313          	|
evaluation_step_and_end            	|  0.083339       	|313            	|  26.085         	|  1.9961         	|
validation_step                    	|  0.083276       	|313            	|  26.066         	|  1.9946         	|
on_train_batch_end                 	|  0.0016987      	|1000           	|  1.6987         	|  0.12999        	|
zero_grad                          	|  0.0014021      	|1000           	|  1.4021         	|  0.10729        	|
get_validate_batch                 	|  0.0037395      	|314            	|  1.1742         	|  0.089853       	|
fetch_next_validate_batch          	|  0.0037234      	|314            	|  1.1691         	|  0.089466       	|
training_batch_to_device           	|  0.00070272     	|1000           	|  0.70272        	|  0.053774       	|
on_train_epoch_end                 	|  0.00031169     	|500            	|  0.15585        	|  0.011926       	|
on_train_epoch_start               	|  0.00030881     	|500            	|  0.1544         	|  0.011815       	|
on_train_batch_start               	|  0.00010961     	|1000           	|  0.10961        	|  0.0083875      	|
evaluation_batch_to_device         	|  0.00021278     	|313            	|  0.0666         	|  0.0050964      	|
on_batch_start                     	|  4.5749e-05     	|1000           	|  0.045749       	|  0.0035008      	|
on_train_end                       	|  0.042134       	|1              	|  0.042134       	|  0.0032242      	|
on_pretrain_routine_start          	|  0.024216       	|1              	|  0.024216       	|  0.0018531      	|
on_before_zero_grad                	|  2.1389e-05     	|1000           	|  0.021389       	|  0.0016368      	|
on_after_backward                  	|  1.7673e-05     	|1000           	|  0.017673       	|  0.0013524      	|
on_batch_end                       	|  1.6605e-05     	|1000           	|  0.016605       	|  0.0012707      	|
on_before_backward                 	|  1.3187e-05     	|1000           	|  0.013187       	|  0.0010091      	|
on_before_optimizer_step           	|  1.291e-05      	|1000           	|  0.01291        	|  0.00098792     	|
configure_optimizers               	|  0.01066        	|1              	|  0.01066        	|  0.00081572     	|
training_step_end                  	|  7.9435e-06     	|1000           	|  0.0079435      	|  0.00060785     	|
on_validation_batch_end            	|  2.1504e-05     	|313            	|  0.0067309      	|  0.00051507     	|
on_epoch_start                     	|  1.104e-05      	|501            	|  0.0055309      	|  0.00042324     	|
on_epoch_end                       	|  1.0638e-05     	|501            	|  0.0053298      	|  0.00040785     	|
on_validation_model_eval           	|  0.003873       	|1              	|  0.003873       	|  0.00029637     	|
on_validation_batch_start          	|  1.1509e-05     	|313            	|  0.0036023      	|  0.00027566     	|
validation_step_end                	|  5.1348e-06     	|313            	|  0.0016072      	|  0.00012299     	|
on_train_start                     	|  0.001096       	|1              	|  0.001096       	|  8.3867e-05     	|
on_validation_start                	|  0.0003889      	|1              	|  0.0003889      	|  2.976e-05      	|
on_validation_end                  	|  0.00015924     	|1              	|  0.00015924     	|  1.2185e-05     	|
teardown                           	|  3.4606e-05     	|2              	|  6.9212e-05     	|  5.2963e-06     	|
on_before_accelerator_backend_setup	|  2.5354e-05     	|2              	|  5.0709e-05     	|  3.8804e-06     	|
setup                              	|  2.2753e-05     	|2              	|  4.5506e-05     	|  3.4823e-06     	|
on_configure_sharded_model         	|  2.2064e-05     	|2              	|  4.4128e-05     	|  3.3768e-06     	|
on_fit_start                       	|  4.3832e-05     	|1              	|  4.3832e-05     	|  3.3541e-06     	|
on_validation_epoch_end            	|  3.9862e-05     	|1              	|  3.9862e-05     	|  3.0504e-06     	|
on_fit_end                         	|  3.453e-05      	|1              	|  3.453e-05      	|  2.6423e-06     	|
prepare_data                       	|  1.0756e-05     	|2              	|  2.1512e-05     	|  1.6461e-06     	|
on_val_dataloader                  	|  7.3295e-06     	|2              	|  1.4659e-05     	|  1.1217e-06     	|
configure_callbacks                	|  6.6636e-06     	|2              	|  1.3327e-05     	|  1.0198e-06     	|
on_pretrain_routine_end            	|  1.3113e-05     	|1              	|  1.3113e-05     	|  1.0034e-06     	|
configure_sharded_model            	|  5.8366e-06     	|2              	|  1.1673e-05     	|  8.9326e-07     	|
on_validation_epoch_start          	|  9.3356e-06     	|1              	|  9.3356e-06     	|  7.1438e-07     	|
on_train_dataloader                	|  6.0238e-06     	|1              	|  6.0238e-06     	|  4.6096e-07     	|
