VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  557.76         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  7.7836         	|63             	|  490.36         	|  87.916         	|
run_training_batch                 	|  0.36743        	|1000           	|  367.43         	|  65.875         	|
optimizer_step_with_closure_0      	|  0.36487        	|1000           	|  364.87         	|  65.417         	|
training_step_and_backward         	|  0.2621         	|1000           	|  262.1          	|  46.992         	|
model_forward                      	|  0.13592        	|1000           	|  135.92         	|  24.369         	|
training_step                      	|  0.13574        	|1000           	|  135.74         	|  24.336         	|
backward                           	|  0.12477        	|1000           	|  124.77         	|  22.37          	|
run_validate_evaluation            	|  30.514         	|1              	|  30.514         	|  5.4708         	|
evaluation_step_and_end            	|  0.22071        	|125            	|  27.588         	|  4.9462         	|
validation_step                    	|  0.22061        	|125            	|  27.576         	|  4.944          	|
get_train_batch                    	|  0.025491       	|1063           	|  27.097         	|  4.8581         	|
fetch_next_train_batch             	|  0.025467       	|1063           	|  27.071         	|  4.8535         	|
on_train_batch_end                 	|  0.0017596      	|1000           	|  1.7596         	|  0.31548        	|
zero_grad                          	|  0.001376       	|1000           	|  1.376          	|  0.2467         	|
get_validate_batch                 	|  0.0063367      	|126            	|  0.79842        	|  0.14315        	|
fetch_next_validate_batch          	|  0.006314       	|126            	|  0.79556        	|  0.14263        	|
training_batch_to_device           	|  0.00024153     	|1000           	|  0.24153        	|  0.043303       	|
on_train_batch_start               	|  9.5765e-05     	|1000           	|  0.095765       	|  0.017169       	|
on_train_end                       	|  0.043877       	|1              	|  0.043877       	|  0.0078666      	|
evaluation_batch_to_device         	|  0.00026327     	|125            	|  0.032908       	|  0.0059         	|
on_train_epoch_end                 	|  0.00036131     	|63             	|  0.022762       	|  0.004081       	|
on_train_epoch_start               	|  0.00035399     	|63             	|  0.022301       	|  0.0039983      	|
on_pretrain_routine_start          	|  0.021342       	|1              	|  0.021342       	|  0.0038263      	|
on_batch_start                     	|  2.0517e-05     	|1000           	|  0.020517       	|  0.0036785      	|
on_after_backward                  	|  2.0081e-05     	|1000           	|  0.020081       	|  0.0036003      	|
on_before_zero_grad                	|  1.659e-05      	|1000           	|  0.01659        	|  0.0029744      	|
on_batch_end                       	|  1.5467e-05     	|1000           	|  0.015467       	|  0.002773       	|
on_before_backward                 	|  1.3257e-05     	|1000           	|  0.013257       	|  0.0023769      	|
on_before_optimizer_step           	|  1.3064e-05     	|1000           	|  0.013064       	|  0.0023422      	|
configure_optimizers               	|  0.0091999      	|1              	|  0.0091999      	|  0.0016494      	|
training_step_end                  	|  6.7452e-06     	|1000           	|  0.0067452      	|  0.0012093      	|
on_validation_batch_end            	|  3.7371e-05     	|125            	|  0.0046714      	|  0.00083752     	|
on_validation_model_eval           	|  0.0038541      	|1              	|  0.0038541      	|  0.00069099     	|
on_validation_batch_start          	|  1.5305e-05     	|125            	|  0.0019131      	|  0.00034299     	|
on_train_start                     	|  0.0014313      	|1              	|  0.0014313      	|  0.00025661     	|
validation_step_end                	|  8.3421e-06     	|125            	|  0.0010428      	|  0.00018696     	|
on_epoch_end                       	|  1.1534e-05     	|64             	|  0.00073817     	|  0.00013234     	|
on_epoch_start                     	|  1.0539e-05     	|64             	|  0.00067447     	|  0.00012092     	|
on_validation_start                	|  0.00065553     	|1              	|  0.00065553     	|  0.00011753     	|
on_validation_end                  	|  0.00015649     	|1              	|  0.00015649     	|  2.8057e-05     	|
teardown                           	|  3.3811e-05     	|2              	|  6.7621e-05     	|  1.2124e-05     	|
on_before_accelerator_backend_setup	|  3.1953e-05     	|2              	|  6.3905e-05     	|  1.1457e-05     	|
setup                              	|  2.8717e-05     	|2              	|  5.7435e-05     	|  1.0297e-05     	|
on_configure_sharded_model         	|  2.4647e-05     	|2              	|  4.9293e-05     	|  8.8376e-06     	|
on_fit_start                       	|  4.0835e-05     	|1              	|  4.0835e-05     	|  7.3212e-06     	|
on_validation_epoch_end            	|  2.9404e-05     	|1              	|  2.9404e-05     	|  5.2717e-06     	|
on_val_dataloader                  	|  1.3606e-05     	|2              	|  2.7211e-05     	|  4.8787e-06     	|
on_fit_end                         	|  2.5354e-05     	|1              	|  2.5354e-05     	|  4.5457e-06     	|
configure_sharded_model            	|  8.0746e-06     	|2              	|  1.6149e-05     	|  2.8953e-06     	|
prepare_data                       	|  7.4524e-06     	|2              	|  1.4905e-05     	|  2.6723e-06     	|
on_pretrain_routine_end            	|  1.2852e-05     	|1              	|  1.2852e-05     	|  2.3042e-06     	|
configure_callbacks                	|  6.3404e-06     	|2              	|  1.2681e-05     	|  2.2735e-06     	|
on_validation_epoch_start          	|  1.2413e-05     	|1              	|  1.2413e-05     	|  2.2254e-06     	|
on_train_dataloader                	|  5.9996e-06     	|1              	|  5.9996e-06     	|  1.0756e-06     	|
