VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  588.79         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  8.1829         	|63             	|  515.52         	|  87.555         	|
run_training_batch                 	|  0.37877        	|1000           	|  378.77         	|  64.33          	|
optimizer_step_with_closure_0      	|  0.3756         	|1000           	|  375.6          	|  63.792         	|
training_step_and_backward         	|  0.27059        	|1000           	|  270.59         	|  45.956         	|
model_forward                      	|  0.13771        	|1000           	|  137.71         	|  23.388         	|
training_step                      	|  0.13752        	|1000           	|  137.52         	|  23.356         	|
backward                           	|  0.13137        	|1000           	|  131.37         	|  22.312         	|
run_validate_evaluation            	|  30.973         	|1              	|  30.973         	|  5.2604         	|
get_train_batch                    	|  0.028911       	|1063           	|  30.732         	|  5.2195         	|
fetch_next_train_batch             	|  0.028886       	|1063           	|  30.706         	|  5.215          	|
evaluation_step_and_end            	|  0.2217         	|125            	|  27.712         	|  4.7066         	|
validation_step                    	|  0.22158        	|125            	|  27.697         	|  4.704          	|
on_train_batch_end                 	|  0.0022304      	|1000           	|  2.2304         	|  0.37881        	|
zero_grad                          	|  0.0014716      	|1000           	|  1.4716         	|  0.24993        	|
get_validate_batch                 	|  0.0067025      	|126            	|  0.84452        	|  0.14343        	|
fetch_next_validate_batch          	|  0.0066775      	|126            	|  0.84137        	|  0.1429         	|
training_batch_to_device           	|  0.00026564     	|1000           	|  0.26564        	|  0.045117       	|
on_train_batch_start               	|  9.8588e-05     	|1000           	|  0.098588       	|  0.016744       	|
on_train_end                       	|  0.04507        	|1              	|  0.04507        	|  0.0076546      	|
evaluation_batch_to_device         	|  0.00029221     	|125            	|  0.036526       	|  0.0062035      	|
on_pretrain_routine_start          	|  0.02753        	|1              	|  0.02753        	|  0.0046757      	|
on_train_epoch_start               	|  0.000405       	|63             	|  0.025515       	|  0.0043334      	|
on_train_epoch_end                 	|  0.00040117     	|63             	|  0.025274       	|  0.0042925      	|
on_after_backward                  	|  2.4064e-05     	|1000           	|  0.024064       	|  0.004087       	|
on_batch_start                     	|  2.2221e-05     	|1000           	|  0.022221       	|  0.003774       	|
on_before_zero_grad                	|  1.7241e-05     	|1000           	|  0.017241       	|  0.0029282      	|
on_batch_end                       	|  1.625e-05      	|1000           	|  0.01625        	|  0.0027599      	|
on_before_backward                 	|  1.3694e-05     	|1000           	|  0.013694       	|  0.0023258      	|
on_before_optimizer_step           	|  1.3546e-05     	|1000           	|  0.013546       	|  0.0023006      	|
configure_optimizers               	|  0.010462       	|1              	|  0.010462       	|  0.0017769      	|
training_step_end                  	|  7.8903e-06     	|1000           	|  0.0078903      	|  0.0013401      	|
on_validation_batch_end            	|  4.5842e-05     	|125            	|  0.0057303      	|  0.00097322     	|
on_validation_model_eval           	|  0.0047392      	|1              	|  0.0047392      	|  0.00080489     	|
on_train_start                     	|  0.0021698      	|1              	|  0.0021698      	|  0.00036852     	|
on_validation_batch_start          	|  1.7046e-05     	|125            	|  0.0021308      	|  0.00036189     	|
validation_step_end                	|  9.2847e-06     	|125            	|  0.0011606      	|  0.00019711     	|
on_epoch_start                     	|  1.1697e-05     	|64             	|  0.00074859     	|  0.00012714     	|
on_epoch_end                       	|  1.1419e-05     	|64             	|  0.00073081     	|  0.00012412     	|
on_validation_start                	|  0.0006957      	|1              	|  0.0006957      	|  0.00011816     	|
on_validation_end                  	|  0.00023243     	|1              	|  0.00023243     	|  3.9476e-05     	|
setup                              	|  4.4962e-05     	|2              	|  8.9925e-05     	|  1.5273e-05     	|
on_before_accelerator_backend_setup	|  3.4004e-05     	|2              	|  6.8007e-05     	|  1.155e-05      	|
on_fit_end                         	|  6.2648e-05     	|1              	|  6.2648e-05     	|  1.064e-05      	|
on_configure_sharded_model         	|  2.7974e-05     	|2              	|  5.5948e-05     	|  9.5022e-06     	|
teardown                           	|  2.6163e-05     	|2              	|  5.2325e-05     	|  8.8869e-06     	|
on_fit_start                       	|  3.9516e-05     	|1              	|  3.9516e-05     	|  6.7113e-06     	|
on_validation_epoch_end            	|  2.975e-05      	|1              	|  2.975e-05      	|  5.0527e-06     	|
on_val_dataloader                  	|  1.31e-05       	|2              	|  2.62e-05       	|  4.4498e-06     	|
on_validation_epoch_start          	|  2.1024e-05     	|1              	|  2.1024e-05     	|  3.5706e-06     	|
configure_sharded_model            	|  9.696e-06      	|2              	|  1.9392e-05     	|  3.2935e-06     	|
configure_callbacks                	|  8.0941e-06     	|2              	|  1.6188e-05     	|  2.7494e-06     	|
prepare_data                       	|  7.9414e-06     	|2              	|  1.5883e-05     	|  2.6975e-06     	|
on_pretrain_routine_end            	|  1.386e-05      	|1              	|  1.386e-05      	|  2.354e-06      	|
on_train_dataloader                	|  5.6513e-06     	|1              	|  5.6513e-06     	|  9.598e-07      	|
