VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  581.9          	|  100 %          	|
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run_training_epoch                 	|  8.0785         	|63             	|  508.94         	|  87.462         	|
run_training_batch                 	|  0.3718         	|1000           	|  371.8          	|  63.893         	|
optimizer_step_with_closure_0      	|  0.36916        	|1000           	|  369.16         	|  63.44          	|
training_step_and_backward         	|  0.26452        	|1000           	|  264.52         	|  45.457         	|
model_forward                      	|  0.1374         	|1000           	|  137.4          	|  23.612         	|
training_step                      	|  0.13723        	|1000           	|  137.23         	|  23.583         	|
backward                           	|  0.12565        	|1000           	|  125.65         	|  21.594         	|
get_train_batch                    	|  0.029848       	|1063           	|  31.729         	|  5.4526         	|
fetch_next_train_batch             	|  0.029824       	|1063           	|  31.703         	|  5.4482         	|
run_validate_evaluation            	|  31.132         	|1              	|  31.132         	|  5.3501         	|
evaluation_step_and_end            	|  0.22227        	|125            	|  27.784         	|  4.7746         	|
validation_step                    	|  0.22216        	|125            	|  27.771         	|  4.7724         	|
on_train_batch_end                 	|  0.001853       	|1000           	|  1.853          	|  0.31845        	|
zero_grad                          	|  0.0014316      	|1000           	|  1.4316         	|  0.24603        	|
get_validate_batch                 	|  0.007009       	|126            	|  0.88314        	|  0.15177        	|
fetch_next_validate_batch          	|  0.0069827      	|126            	|  0.87982        	|  0.1512         	|
training_batch_to_device           	|  0.00024987     	|1000           	|  0.24987        	|  0.04294        	|
on_train_batch_start               	|  9.7052e-05     	|1000           	|  0.097052       	|  0.016678       	|
on_train_end                       	|  0.043551       	|1              	|  0.043551       	|  0.0074842      	|
on_train_epoch_end                 	|  0.00063151     	|63             	|  0.039785       	|  0.0068371      	|
evaluation_batch_to_device         	|  0.00027741     	|125            	|  0.034676       	|  0.005959       	|
on_train_epoch_start               	|  0.00039723     	|63             	|  0.025025       	|  0.0043006      	|
on_pretrain_routine_start          	|  0.021684       	|1              	|  0.021684       	|  0.0037264      	|
on_batch_start                     	|  2.0501e-05     	|1000           	|  0.020501       	|  0.0035231      	|
on_after_backward                  	|  1.9582e-05     	|1000           	|  0.019582       	|  0.0033652      	|
on_batch_end                       	|  1.5404e-05     	|1000           	|  0.015404       	|  0.0026472      	|
on_before_zero_grad                	|  1.4821e-05     	|1000           	|  0.014821       	|  0.0025469      	|
on_before_backward                 	|  1.2613e-05     	|1000           	|  0.012613       	|  0.0021675      	|
on_before_optimizer_step           	|  1.2197e-05     	|1000           	|  0.012197       	|  0.002096       	|
configure_optimizers               	|  0.010856       	|1              	|  0.010856       	|  0.0018657      	|
training_step_end                  	|  6.8664e-06     	|1000           	|  0.0068664      	|  0.00118        	|
on_validation_batch_end            	|  4.0824e-05     	|125            	|  0.005103       	|  0.00087696     	|
on_validation_model_eval           	|  0.0045865      	|1              	|  0.0045865      	|  0.00078819     	|
on_validation_batch_start          	|  1.6119e-05     	|125            	|  0.0020149      	|  0.00034627     	|
on_train_start                     	|  0.0016715      	|1              	|  0.0016715      	|  0.00028724     	|
validation_step_end                	|  8.873e-06      	|125            	|  0.0011091      	|  0.0001906      	|
on_epoch_end                       	|  1.2255e-05     	|64             	|  0.00078431     	|  0.00013478     	|
on_epoch_start                     	|  1.1165e-05     	|64             	|  0.00071455     	|  0.00012279     	|
on_validation_start                	|  0.00063843     	|1              	|  0.00063843     	|  0.00010971     	|
on_validation_end                  	|  0.00016205     	|1              	|  0.00016205     	|  2.7849e-05     	|
on_before_accelerator_backend_setup	|  3.2055e-05     	|2              	|  6.411e-05      	|  1.1017e-05     	|
setup                              	|  2.9808e-05     	|2              	|  5.9616e-05     	|  1.0245e-05     	|
on_fit_end                         	|  5.4091e-05     	|1              	|  5.4091e-05     	|  9.2956e-06     	|
on_configure_sharded_model         	|  2.4625e-05     	|2              	|  4.925e-05      	|  8.4636e-06     	|
teardown                           	|  2.2864e-05     	|2              	|  4.5728e-05     	|  7.8583e-06     	|
on_fit_start                       	|  4.0216e-05     	|1              	|  4.0216e-05     	|  6.9112e-06     	|
on_validation_epoch_end            	|  2.9784e-05     	|1              	|  2.9784e-05     	|  5.1183e-06     	|
configure_callbacks                	|  1.4491e-05     	|2              	|  2.8983e-05     	|  4.9807e-06     	|
on_val_dataloader                  	|  1.2938e-05     	|2              	|  2.5876e-05     	|  4.4468e-06     	|
prepare_data                       	|  1.0222e-05     	|2              	|  2.0444e-05     	|  3.5134e-06     	|
configure_sharded_model            	|  8.9146e-06     	|2              	|  1.7829e-05     	|  3.0639e-06     	|
on_validation_epoch_start          	|  1.3281e-05     	|1              	|  1.3281e-05     	|  2.2823e-06     	|
on_pretrain_routine_end            	|  1.2603e-05     	|1              	|  1.2603e-05     	|  2.1658e-06     	|
on_train_dataloader                	|  6.6441e-06     	|1              	|  6.6441e-06     	|  1.1418e-06     	|
