VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1591.1         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  24.238         	|63             	|  1527.0         	|  95.971         	|
run_training_batch                 	|  0.24243        	|1000           	|  242.43         	|  15.237         	|
optimizer_step_with_closure_0      	|  0.2405         	|1000           	|  240.5          	|  15.115         	|
training_step_and_backward         	|  0.1789         	|1000           	|  178.9          	|  11.244         	|
model_forward                      	|  0.09122        	|1000           	|  91.22          	|  5.7331         	|
training_step                      	|  0.091          	|1000           	|  91.0           	|  5.7193         	|
backward                           	|  0.086268       	|1000           	|  86.268         	|  5.4219         	|
get_train_batch                    	|  0.033383       	|1063           	|  35.486         	|  2.2303         	|
fetch_next_train_batch             	|  0.03336        	|1063           	|  35.462         	|  2.2287         	|
run_validate_evaluation            	|  30.505         	|1              	|  30.505         	|  1.9172         	|
evaluation_step_and_end            	|  0.084051       	|313            	|  26.308         	|  1.6534         	|
validation_step                    	|  0.083982       	|313            	|  26.286         	|  1.6521         	|
configure_optimizers               	|  1.8675         	|1              	|  1.8675         	|  0.11737        	|
on_train_batch_end                 	|  0.0015063      	|1000           	|  1.5063         	|  0.09467        	|
zero_grad                          	|  0.0013841      	|1000           	|  1.3841         	|  0.08699        	|
get_validate_batch                 	|  0.0035479      	|314            	|  1.114          	|  0.070016       	|
fetch_next_validate_batch          	|  0.0035303      	|314            	|  1.1085         	|  0.069668       	|
training_batch_to_device           	|  0.00024237     	|1000           	|  0.24237        	|  0.015233       	|
on_train_batch_start               	|  9.3737e-05     	|1000           	|  0.093737       	|  0.0058913      	|
evaluation_batch_to_device         	|  0.00022045     	|313            	|  0.069001       	|  0.0043366      	|
on_train_end                       	|  0.045144       	|1              	|  0.045144       	|  0.0028373      	|
on_train_epoch_end                 	|  0.00051269     	|63             	|  0.0323         	|  0.00203        	|
on_train_epoch_start               	|  0.00038625     	|63             	|  0.024334       	|  0.0015294      	|
on_pretrain_routine_start          	|  0.022218       	|1              	|  0.022218       	|  0.0013964      	|
on_batch_start                     	|  2.0107e-05     	|1000           	|  0.020107       	|  0.0012637      	|
on_after_backward                  	|  1.6144e-05     	|1000           	|  0.016144       	|  0.0010146      	|
on_batch_end                       	|  1.5006e-05     	|1000           	|  0.015006       	|  0.00094312     	|
on_before_zero_grad                	|  1.4139e-05     	|1000           	|  0.014139       	|  0.00088863     	|
on_before_backward                 	|  1.1559e-05     	|1000           	|  0.011559       	|  0.00072646     	|
on_before_optimizer_step           	|  1.121e-05      	|1000           	|  0.01121        	|  0.00070451     	|
on_validation_batch_end            	|  2.5068e-05     	|313            	|  0.0078462      	|  0.00049313     	|
training_step_end                  	|  5.8851e-06     	|1000           	|  0.0058851      	|  0.00036988     	|
on_validation_model_eval           	|  0.0039841      	|1              	|  0.0039841      	|  0.00025039     	|
on_validation_batch_start          	|  1.2272e-05     	|313            	|  0.0038411      	|  0.00024141     	|
validation_step_end                	|  5.8564e-06     	|313            	|  0.0018331      	|  0.00011521     	|
on_train_start                     	|  0.001146       	|1              	|  0.001146       	|  7.2026e-05     	|
on_epoch_end                       	|  1.1647e-05     	|64             	|  0.00074542     	|  4.6849e-05     	|
on_epoch_start                     	|  1.0453e-05     	|64             	|  0.00066897     	|  4.2044e-05     	|
on_validation_start                	|  0.00036959     	|1              	|  0.00036959     	|  2.3228e-05     	|
on_validation_end                  	|  0.00015        	|1              	|  0.00015        	|  9.4275e-06     	|
on_configure_sharded_model         	|  2.2097e-05     	|2              	|  4.4195e-05     	|  2.7776e-06     	|
on_before_accelerator_backend_setup	|  2.1472e-05     	|2              	|  4.2943e-05     	|  2.6989e-06     	|
teardown                           	|  2.0382e-05     	|2              	|  4.0764e-05     	|  2.562e-06      	|
on_fit_start                       	|  4.019e-05      	|1              	|  4.019e-05      	|  2.5259e-06     	|
setup                              	|  2.0055e-05     	|2              	|  4.011e-05      	|  2.5209e-06     	|
on_validation_epoch_end            	|  3.2529e-05     	|1              	|  3.2529e-05     	|  2.0444e-06     	|
on_fit_end                         	|  3.2028e-05     	|1              	|  3.2028e-05     	|  2.0129e-06     	|
configure_sharded_model            	|  1.2732e-05     	|2              	|  2.5464e-05     	|  1.6004e-06     	|
on_pretrain_routine_end            	|  1.7073e-05     	|1              	|  1.7073e-05     	|  1.073e-06      	|
prepare_data                       	|  7.9898e-06     	|2              	|  1.598e-05      	|  1.0043e-06     	|
on_val_dataloader                  	|  7.4171e-06     	|2              	|  1.4834e-05     	|  9.3231e-07     	|
configure_callbacks                	|  6.7037e-06     	|2              	|  1.3407e-05     	|  8.4264e-07     	|
on_validation_epoch_start          	|  9.0934e-06     	|1              	|  9.0934e-06     	|  5.7151e-07     	|
on_train_dataloader                	|  8.665e-06      	|1              	|  8.665e-06      	|  5.4459e-07     	|
