VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  591.13         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  8.2297         	|63             	|  518.47         	|  87.708         	|
run_training_batch                 	|  0.37931        	|1000           	|  379.31         	|  64.166         	|
optimizer_step_with_closure_0      	|  0.37619        	|1000           	|  376.19         	|  63.639         	|
training_step_and_backward         	|  0.27089        	|1000           	|  270.89         	|  45.826         	|
model_forward                      	|  0.13819        	|1000           	|  138.19         	|  23.377         	|
training_step                      	|  0.138          	|1000           	|  138.0          	|  23.345         	|
backward                           	|  0.13119        	|1000           	|  131.19         	|  22.194         	|
get_train_batch                    	|  0.029621       	|1063           	|  31.487         	|  5.3265         	|
fetch_next_train_batch             	|  0.029583       	|1063           	|  31.447         	|  5.3198         	|
run_validate_evaluation            	|  31.027         	|1              	|  31.027         	|  5.2487         	|
evaluation_step_and_end            	|  0.22178        	|125            	|  27.723         	|  4.6898         	|
validation_step                    	|  0.22167        	|125            	|  27.708         	|  4.6873         	|
on_train_batch_end                 	|  0.00219        	|1000           	|  2.19           	|  0.37047        	|
zero_grad                          	|  0.0014806      	|1000           	|  1.4806         	|  0.25046        	|
get_validate_batch                 	|  0.0071688      	|126            	|  0.90327        	|  0.1528         	|
fetch_next_validate_batch          	|  0.0071436      	|126            	|  0.90009        	|  0.15227        	|
training_batch_to_device           	|  0.00026517     	|1000           	|  0.26517        	|  0.044858       	|
on_train_batch_start               	|  9.7616e-05     	|1000           	|  0.097616       	|  0.016513       	|
on_train_end                       	|  0.046011       	|1              	|  0.046011       	|  0.0077835      	|
evaluation_batch_to_device         	|  0.00027418     	|125            	|  0.034273       	|  0.0057978      	|
on_after_backward                  	|  2.7689e-05     	|1000           	|  0.027689       	|  0.0046841      	|
on_train_epoch_start               	|  0.00040914     	|63             	|  0.025776       	|  0.0043604      	|
on_train_epoch_end                 	|  0.0004091      	|63             	|  0.025773       	|  0.00436        	|
on_pretrain_routine_start          	|  0.025527       	|1              	|  0.025527       	|  0.0043184      	|
on_batch_start                     	|  2.2223e-05     	|1000           	|  0.022223       	|  0.0037593      	|
on_batch_end                       	|  1.777e-05      	|1000           	|  0.01777        	|  0.0030062      	|
on_before_zero_grad                	|  1.7001e-05     	|1000           	|  0.017001       	|  0.002876       	|
on_before_backward                 	|  1.4508e-05     	|1000           	|  0.014508       	|  0.0024542      	|
on_before_optimizer_step           	|  1.3325e-05     	|1000           	|  0.013325       	|  0.0022542      	|
configure_optimizers               	|  0.011204       	|1              	|  0.011204       	|  0.0018954      	|
training_step_end                  	|  6.9457e-06     	|1000           	|  0.0069457      	|  0.001175       	|
on_validation_batch_end            	|  4.3514e-05     	|125            	|  0.0054392      	|  0.00092014     	|
on_validation_model_eval           	|  0.0043715      	|1              	|  0.0043715      	|  0.00073952     	|
on_train_start                     	|  0.0022365      	|1              	|  0.0022365      	|  0.00037834     	|
on_validation_batch_start          	|  1.6569e-05     	|125            	|  0.0020711      	|  0.00035036     	|
validation_step_end                	|  9.455e-06      	|125            	|  0.0011819      	|  0.00019993     	|
on_epoch_start                     	|  1.2294e-05     	|64             	|  0.00078685     	|  0.00013311     	|
on_epoch_end                       	|  1.158e-05      	|64             	|  0.00074112     	|  0.00012537     	|
on_validation_start                	|  0.00067365     	|1              	|  0.00067365     	|  0.00011396     	|
on_validation_end                  	|  0.00017615     	|1              	|  0.00017615     	|  2.9798e-05     	|
on_before_accelerator_backend_setup	|  5.3021e-05     	|2              	|  0.00010604     	|  1.7939e-05     	|
setup                              	|  3.4519e-05     	|2              	|  6.9039e-05     	|  1.1679e-05     	|
on_fit_end                         	|  6.29e-05       	|1              	|  6.29e-05       	|  1.0641e-05     	|
on_configure_sharded_model         	|  2.9837e-05     	|2              	|  5.9674e-05     	|  1.0095e-05     	|
teardown                           	|  2.6159e-05     	|2              	|  5.2318e-05     	|  8.8505e-06     	|
on_fit_start                       	|  4.7734e-05     	|1              	|  4.7734e-05     	|  8.075e-06      	|
on_validation_epoch_end            	|  3.9374e-05     	|1              	|  3.9374e-05     	|  6.6609e-06     	|
configure_callbacks                	|  1.598e-05      	|2              	|  3.1959e-05     	|  5.4065e-06     	|
on_val_dataloader                  	|  1.3555e-05     	|2              	|  2.7111e-05     	|  4.5863e-06     	|
on_train_dataloader                	|  1.9426e-05     	|1              	|  1.9426e-05     	|  3.2862e-06     	|
configure_sharded_model            	|  9.3011e-06     	|2              	|  1.8602e-05     	|  3.1469e-06     	|
prepare_data                       	|  8.5188e-06     	|2              	|  1.7038e-05     	|  2.8822e-06     	|
on_pretrain_routine_end            	|  1.5123e-05     	|1              	|  1.5123e-05     	|  2.5583e-06     	|
on_validation_epoch_start          	|  1.2944e-05     	|1              	|  1.2944e-05     	|  2.1896e-06     	|
