VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  441.27         	|  100 %          	|
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run_training_epoch                 	|  6.3883         	|63             	|  402.46         	|  91.206         	|
run_training_batch                 	|  0.27782        	|1000           	|  277.82         	|  62.959         	|
optimizer_step_with_closure_0      	|  0.27454        	|1000           	|  274.54         	|  62.215         	|
training_step_and_backward         	|  0.20829        	|1000           	|  208.29         	|  47.203         	|
model_forward                      	|  0.10581        	|1000           	|  105.81         	|  23.978         	|
training_step                      	|  0.10562        	|1000           	|  105.62         	|  23.935         	|
backward                           	|  0.10094        	|1000           	|  100.94         	|  22.875         	|
get_train_batch                    	|  0.026732       	|1063           	|  28.416         	|  6.4396         	|
fetch_next_train_batch             	|  0.026708       	|1063           	|  28.391         	|  6.434          	|
run_validate_evaluation            	|  7.0818         	|1              	|  7.0818         	|  1.6049         	|
evaluation_step_and_end            	|  0.10046        	|48             	|  4.8222         	|  1.0928         	|
validation_step                    	|  0.10036        	|48             	|  4.8171         	|  1.0917         	|
on_train_batch_end                 	|  0.0021715      	|1000           	|  2.1715         	|  0.4921         	|
zero_grad                          	|  0.0015115      	|1000           	|  1.5115         	|  0.34253        	|
get_validate_batch                 	|  0.012106       	|49             	|  0.59322        	|  0.13444        	|
fetch_next_validate_batch          	|  0.012084       	|49             	|  0.5921         	|  0.13418        	|
training_batch_to_device           	|  0.00025299     	|1000           	|  0.25299        	|  0.057333       	|
on_train_batch_start               	|  9.5519e-05     	|1000           	|  0.095519       	|  0.021647       	|
on_train_end                       	|  0.063796       	|1              	|  0.063796       	|  0.014457       	|
on_after_backward                  	|  2.5999e-05     	|1000           	|  0.025999       	|  0.0058918      	|
on_pretrain_routine_start          	|  0.022359       	|1              	|  0.022359       	|  0.005067       	|
on_train_epoch_end                 	|  0.00034805     	|63             	|  0.021927       	|  0.0049692      	|
on_train_epoch_start               	|  0.00033739     	|63             	|  0.021256       	|  0.0048169      	|
on_batch_start                     	|  2.0976e-05     	|1000           	|  0.020976       	|  0.0047535      	|
on_before_zero_grad                	|  1.8976e-05     	|1000           	|  0.018976       	|  0.0043003      	|
configure_optimizers               	|  0.017158       	|1              	|  0.017158       	|  0.0038883      	|
on_batch_end                       	|  1.5291e-05     	|1000           	|  0.015291       	|  0.0034652      	|
on_before_optimizer_step           	|  1.3806e-05     	|1000           	|  0.013806       	|  0.0031287      	|
on_before_backward                 	|  1.3232e-05     	|1000           	|  0.013232       	|  0.0029985      	|
evaluation_batch_to_device         	|  0.00027059     	|48             	|  0.012988       	|  0.0029434      	|
training_step_end                  	|  7.2866e-06     	|1000           	|  0.0072866      	|  0.0016513      	|
on_validation_model_eval           	|  0.0044467      	|1              	|  0.0044467      	|  0.0010077      	|
on_validation_batch_end            	|  3.9448e-05     	|48             	|  0.0018935      	|  0.00042911     	|
on_train_start                     	|  0.0011031      	|1              	|  0.0011031      	|  0.00024999     	|
on_validation_batch_start          	|  1.6506e-05     	|48             	|  0.00079228     	|  0.00017955     	|
on_epoch_end                       	|  1.1865e-05     	|64             	|  0.00075936     	|  0.00017209     	|
on_epoch_start                     	|  1.1241e-05     	|64             	|  0.00071944     	|  0.00016304     	|
on_validation_start                	|  0.00060038     	|1              	|  0.00060038     	|  0.00013606     	|
validation_step_end                	|  8.6122e-06     	|48             	|  0.00041338     	|  9.3682e-05     	|
on_validation_end                  	|  0.00013201     	|1              	|  0.00013201     	|  2.9916e-05     	|
teardown                           	|  3.6691e-05     	|2              	|  7.3383e-05     	|  1.663e-05      	|
on_fit_end                         	|  5.9504e-05     	|1              	|  5.9504e-05     	|  1.3485e-05     	|
on_before_accelerator_backend_setup	|  2.7882e-05     	|2              	|  5.5764e-05     	|  1.2637e-05     	|
on_configure_sharded_model         	|  2.4281e-05     	|2              	|  4.8563e-05     	|  1.1005e-05     	|
on_fit_start                       	|  4.2925e-05     	|1              	|  4.2925e-05     	|  9.7276e-06     	|
setup                              	|  2.0528e-05     	|2              	|  4.1056e-05     	|  9.3042e-06     	|
on_validation_epoch_end            	|  2.9173e-05     	|1              	|  2.9173e-05     	|  6.6112e-06     	|
on_val_dataloader                  	|  1.3188e-05     	|2              	|  2.6377e-05     	|  5.9776e-06     	|
prepare_data                       	|  8.4788e-06     	|2              	|  1.6958e-05     	|  3.8429e-06     	|
configure_callbacks                	|  7.7505e-06     	|2              	|  1.5501e-05     	|  3.5128e-06     	|
configure_sharded_model            	|  7.5391e-06     	|2              	|  1.5078e-05     	|  3.417e-06      	|
on_pretrain_routine_end            	|  1.4175e-05     	|1              	|  1.4175e-05     	|  3.2123e-06     	|
on_validation_epoch_start          	|  1.2632e-05     	|1              	|  1.2632e-05     	|  2.8628e-06     	|
on_train_dataloader                	|  8.1398e-06     	|1              	|  8.1398e-06     	|  1.8446e-06     	|
