VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  455.3          	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  14.981         	|25             	|  374.53         	|  82.26          	|
run_training_batch                 	|  0.36194        	|1000           	|  361.94         	|  79.495         	|
optimizer_step_with_closure_0      	|  0.35928        	|1000           	|  359.28         	|  78.91          	|
training_step_and_backward         	|  0.28083        	|1000           	|  280.83         	|  61.68          	|
model_forward                      	|  0.16535        	|1000           	|  165.35         	|  36.316         	|
training_step                      	|  0.16521        	|1000           	|  165.21         	|  36.286         	|
backward                           	|  0.11418        	|1000           	|  114.18         	|  25.078         	|
run_validate_evaluation            	|  35.851         	|1              	|  35.851         	|  7.8741         	|
evaluation_step_and_end            	|  0.25332        	|139            	|  35.212         	|  7.7337         	|
validation_step                    	|  0.25327        	|139            	|  35.205         	|  7.7321         	|
get_train_batch                    	|  0.0042612      	|1025           	|  4.3677         	|  0.9593         	|
fetch_next_train_batch             	|  0.0042436      	|1025           	|  4.3497         	|  0.95533        	|
zero_grad                          	|  0.0012755      	|1000           	|  1.2755         	|  0.28015        	|
on_train_batch_end                 	|  0.0012046      	|1000           	|  1.2046         	|  0.26457        	|
get_validate_batch                 	|  0.0023684      	|140            	|  0.33158        	|  0.072827       	|
fetch_next_validate_batch          	|  0.0023537      	|140            	|  0.32952        	|  0.072374       	|
training_batch_to_device           	|  0.00023906     	|1000           	|  0.23906        	|  0.052506       	|
on_train_batch_start               	|  9.2215e-05     	|1000           	|  0.092215       	|  0.020253       	|
evaluation_batch_to_device         	|  0.00021811     	|139            	|  0.030317       	|  0.0066586      	|
on_train_end                       	|  0.024001       	|1              	|  0.024001       	|  0.0052714      	|
on_pretrain_routine_start          	|  0.022521       	|1              	|  0.022521       	|  0.0049464      	|
on_batch_start                     	|  1.5113e-05     	|1000           	|  0.015113       	|  0.0033194      	|
on_before_zero_grad                	|  1.3616e-05     	|1000           	|  0.013616       	|  0.0029905      	|
on_batch_end                       	|  1.32e-05       	|1000           	|  0.0132         	|  0.0028992      	|
on_after_backward                  	|  1.2377e-05     	|1000           	|  0.012377       	|  0.0027184      	|
on_before_backward                 	|  1.0688e-05     	|1000           	|  0.010688       	|  0.0023475      	|
on_before_optimizer_step           	|  1.0484e-05     	|1000           	|  0.010484       	|  0.0023026      	|
configure_optimizers               	|  0.0085969      	|1              	|  0.0085969      	|  0.0018882      	|
on_train_epoch_end                 	|  0.00029199     	|25             	|  0.0072997      	|  0.0016033      	|
on_train_epoch_start               	|  0.00028619     	|25             	|  0.0071546      	|  0.0015714      	|
training_step_end                  	|  6.1203e-06     	|1000           	|  0.0061203      	|  0.0013442      	|
on_validation_model_eval           	|  0.0042398      	|1              	|  0.0042398      	|  0.0009312      	|
on_validation_batch_end            	|  2.0414e-05     	|139            	|  0.0028375      	|  0.00062321     	|
on_validation_batch_start          	|  1.1085e-05     	|139            	|  0.0015408      	|  0.00033842     	|
validation_step_end                	|  5.2272e-06     	|139            	|  0.00072658     	|  0.00015958     	|
on_train_start                     	|  0.00067964     	|1              	|  0.00067964     	|  0.00014927     	|
on_validation_start                	|  0.00033652     	|1              	|  0.00033652     	|  7.3911e-05     	|
on_epoch_end                       	|  1.0571e-05     	|26             	|  0.00027484     	|  6.0363e-05     	|
on_epoch_start                     	|  1.0392e-05     	|26             	|  0.0002702      	|  5.9344e-05     	|
on_validation_end                  	|  0.00012451     	|1              	|  0.00012451     	|  2.7347e-05     	|
on_before_accelerator_backend_setup	|  1.8931e-05     	|2              	|  3.7861e-05     	|  8.3156e-06     	|
teardown                           	|  1.588e-05      	|2              	|  3.176e-05      	|  6.9756e-06     	|
setup                              	|  1.3871e-05     	|2              	|  2.7742e-05     	|  6.0931e-06     	|
on_configure_sharded_model         	|  1.3851e-05     	|2              	|  2.7702e-05     	|  6.0843e-06     	|
on_fit_end                         	|  2.1691e-05     	|1              	|  2.1691e-05     	|  4.7641e-06     	|
on_validation_epoch_end            	|  1.7423e-05     	|1              	|  1.7423e-05     	|  3.8267e-06     	|
on_fit_start                       	|  1.6701e-05     	|1              	|  1.6701e-05     	|  3.6681e-06     	|
on_val_dataloader                  	|  6.5771e-06     	|2              	|  1.3154e-05     	|  2.8891e-06     	|
prepare_data                       	|  6.102e-06      	|2              	|  1.2204e-05     	|  2.6804e-06     	|
configure_callbacks                	|  5.6904e-06     	|2              	|  1.1381e-05     	|  2.4996e-06     	|
on_pretrain_routine_end            	|  1.0599e-05     	|1              	|  1.0599e-05     	|  2.3279e-06     	|
on_validation_epoch_start          	|  1.0279e-05     	|1              	|  1.0279e-05     	|  2.2576e-06     	|
configure_sharded_model            	|  5.0141e-06     	|2              	|  1.0028e-05     	|  2.2025e-06     	|
on_train_dataloader                	|  4.4891e-06     	|1              	|  4.4891e-06     	|  9.8596e-07     	|
