VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1920.1         	|  100 %          	|
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run_training_epoch                 	|  3.4756         	|500            	|  1737.8         	|  90.504         	|
run_training_batch                 	|  0.20627        	|8000           	|  1650.1         	|  85.94          	|
training_step_and_backward         	|  0.1946         	|8000           	|  1556.8         	|  81.08          	|
model_forward                      	|  0.10936        	|8000           	|  874.88         	|  45.564         	|
training_step                      	|  0.10922        	|8000           	|  873.78         	|  45.507         	|
backward                           	|  0.085053       	|8000           	|  680.42         	|  35.437         	|
optimizer_step_with_closure_0      	|  0.25407        	|1000           	|  254.07         	|  13.232         	|
run_validate_evaluation            	|  138.13         	|1              	|  138.13         	|  7.1938         	|
evaluation_step_and_end            	|  0.13614        	|1000           	|  136.14         	|  7.0901         	|
validation_step                    	|  0.13609        	|1000           	|  136.09         	|  7.0875         	|
get_train_batch                    	|  0.0067877      	|8500           	|  57.695         	|  3.0048         	|
fetch_next_train_batch             	|  0.0067685      	|8500           	|  57.532         	|  2.9963         	|
on_train_batch_end                 	|  0.001106       	|8000           	|  8.8481         	|  0.46081        	|
training_batch_to_device           	|  0.00023726     	|8000           	|  1.8981         	|  0.098853       	|
get_validate_batch                 	|  0.0014635      	|1001           	|  1.465          	|  0.076296       	|
fetch_next_validate_batch          	|  0.0014498      	|1001           	|  1.4512         	|  0.07558        	|
zero_grad                          	|  0.0013713      	|1000           	|  1.3713         	|  0.07142        	|
on_train_batch_start               	|  9.4307e-05     	|8000           	|  0.75445        	|  0.039292       	|
evaluation_batch_to_device         	|  0.000208       	|1000           	|  0.208          	|  0.010833       	|
on_train_epoch_start               	|  0.00028844     	|500            	|  0.14422        	|  0.007511       	|
on_train_epoch_end                 	|  0.00027674     	|500            	|  0.13837        	|  0.0072063      	|
on_batch_start                     	|  1.7247e-05     	|8000           	|  0.13797        	|  0.0071857      	|
on_batch_end                       	|  1.3329e-05     	|8000           	|  0.10663        	|  0.0055535      	|
on_before_backward                 	|  1.2808e-05     	|8000           	|  0.10246        	|  0.0053362      	|
on_after_backward                  	|  1.1643e-05     	|8000           	|  0.093146       	|  0.0048511      	|
training_step_end                  	|  6.1174e-06     	|8000           	|  0.048939       	|  0.0025488      	|
on_train_end                       	|  0.024271       	|1              	|  0.024271       	|  0.001264       	|
on_pretrain_routine_start          	|  0.022496       	|1              	|  0.022496       	|  0.0011716      	|
on_before_zero_grad                	|  2.0488e-05     	|1000           	|  0.020488       	|  0.001067       	|
on_validation_batch_end            	|  1.7855e-05     	|1000           	|  0.017855       	|  0.00092992     	|
on_before_optimizer_step           	|  1.7386e-05     	|1000           	|  0.017386       	|  0.00090547     	|
on_validation_batch_start          	|  1.02e-05       	|1000           	|  0.0102         	|  0.00053123     	|
configure_optimizers               	|  0.0083083      	|1              	|  0.0083083      	|  0.0004327      	|
on_epoch_start                     	|  1.0743e-05     	|501            	|  0.0053824      	|  0.00028032     	|
on_epoch_end                       	|  1.0398e-05     	|501            	|  0.0052096      	|  0.00027132     	|
validation_step_end                	|  4.7291e-06     	|1000           	|  0.0047291      	|  0.00024629     	|
on_validation_model_eval           	|  0.0039038      	|1              	|  0.0039038      	|  0.00020331     	|
on_train_start                     	|  0.00072048     	|1              	|  0.00072048     	|  3.7523e-05     	|
on_validation_start                	|  0.00033322     	|1              	|  0.00033322     	|  1.7354e-05     	|
on_validation_end                  	|  0.00011258     	|1              	|  0.00011258     	|  5.8633e-06     	|
setup                              	|  2.1906e-05     	|2              	|  4.3812e-05     	|  2.2817e-06     	|
on_before_accelerator_backend_setup	|  2.0292e-05     	|2              	|  4.0585e-05     	|  2.1137e-06     	|
on_configure_sharded_model         	|  1.7969e-05     	|2              	|  3.5938e-05     	|  1.8717e-06     	|
teardown                           	|  1.5028e-05     	|2              	|  3.0057e-05     	|  1.5654e-06     	|
on_fit_end                         	|  2.3163e-05     	|1              	|  2.3163e-05     	|  1.2063e-06     	|
on_validation_epoch_end            	|  1.9256e-05     	|1              	|  1.9256e-05     	|  1.0029e-06     	|
on_fit_start                       	|  1.7443e-05     	|1              	|  1.7443e-05     	|  9.0844e-07     	|
prepare_data                       	|  6.2216e-06     	|2              	|  1.2443e-05     	|  6.4804e-07     	|
on_val_dataloader                  	|  5.8955e-06     	|2              	|  1.1791e-05     	|  6.1408e-07     	|
configure_callbacks                	|  5.7709e-06     	|2              	|  1.1542e-05     	|  6.0111e-07     	|
on_pretrain_routine_end            	|  1.084e-05      	|1              	|  1.084e-05      	|  5.6456e-07     	|
configure_sharded_model            	|  5.3851e-06     	|2              	|  1.077e-05      	|  5.6092e-07     	|
on_validation_epoch_start          	|  9.3968e-06     	|1              	|  9.3968e-06     	|  4.8939e-07     	|
on_train_dataloader                	|  4.3781e-06     	|1              	|  4.3781e-06     	|  2.2802e-07     	|
