VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  452.78         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  14.867         	|25             	|  371.68         	|  82.089         	|
run_training_batch                 	|  0.35906        	|1000           	|  359.06         	|  79.302         	|
optimizer_step_with_closure_0      	|  0.3564         	|1000           	|  356.4          	|  78.713         	|
training_step_and_backward         	|  0.27689        	|1000           	|  276.89         	|  61.153         	|
model_forward                      	|  0.16345        	|1000           	|  163.45         	|  36.099         	|
training_step                      	|  0.16331        	|1000           	|  163.31         	|  36.068         	|
backward                           	|  0.11211        	|1000           	|  112.11         	|  24.76          	|
run_validate_evaluation            	|  36.014         	|1              	|  36.014         	|  7.9541         	|
evaluation_step_and_end            	|  0.25426        	|139            	|  35.342         	|  7.8056         	|
validation_step                    	|  0.25421        	|139            	|  35.335         	|  7.804          	|
get_train_batch                    	|  0.0042732      	|1025           	|  4.3801         	|  0.96737        	|
fetch_next_train_batch             	|  0.0042561      	|1025           	|  4.3625         	|  0.9635         	|
zero_grad                          	|  0.0013066      	|1000           	|  1.3066         	|  0.28856        	|
on_train_batch_end                 	|  0.0012124      	|1000           	|  1.2124         	|  0.26777        	|
get_validate_batch                 	|  0.0025753      	|140            	|  0.36055        	|  0.079629       	|
fetch_next_validate_batch          	|  0.0025609      	|140            	|  0.35853        	|  0.079183       	|
training_batch_to_device           	|  0.00024399     	|1000           	|  0.24399        	|  0.053888       	|
on_train_batch_start               	|  9.2009e-05     	|1000           	|  0.092009       	|  0.020321       	|
evaluation_batch_to_device         	|  0.00022745     	|139            	|  0.031616       	|  0.0069826      	|
on_train_end                       	|  0.024216       	|1              	|  0.024216       	|  0.0053483      	|
on_pretrain_routine_start          	|  0.022137       	|1              	|  0.022137       	|  0.0048892      	|
on_batch_start                     	|  1.6741e-05     	|1000           	|  0.016741       	|  0.0036974      	|
on_before_zero_grad                	|  1.3635e-05     	|1000           	|  0.013635       	|  0.0030113      	|
on_batch_end                       	|  1.3586e-05     	|1000           	|  0.013586       	|  0.0030007      	|
on_after_backward                  	|  1.1893e-05     	|1000           	|  0.011893       	|  0.0026266      	|
on_before_backward                 	|  1.0777e-05     	|1000           	|  0.010777       	|  0.0023801      	|
on_before_optimizer_step           	|  1.0721e-05     	|1000           	|  0.010721       	|  0.0023679      	|
configure_optimizers               	|  0.0086902      	|1              	|  0.0086902      	|  0.0019193      	|
on_train_epoch_start               	|  0.00029288     	|25             	|  0.0073219      	|  0.0016171      	|
on_train_epoch_end                 	|  0.00028142     	|25             	|  0.0070354      	|  0.0015538      	|
on_validation_model_eval           	|  0.0058637      	|1              	|  0.0058637      	|  0.001295       	|
training_step_end                  	|  5.8616e-06     	|1000           	|  0.0058616      	|  0.0012946      	|
on_validation_batch_end            	|  1.9189e-05     	|139            	|  0.0026673      	|  0.0005891      	|
on_validation_batch_start          	|  1.0638e-05     	|139            	|  0.0014787      	|  0.00032659     	|
on_train_start                     	|  0.00070856     	|1              	|  0.00070856     	|  0.00015649     	|
validation_step_end                	|  4.8855e-06     	|139            	|  0.00067908     	|  0.00014998     	|
on_validation_start                	|  0.00032404     	|1              	|  0.00032404     	|  7.1566e-05     	|
on_epoch_start                     	|  1.1166e-05     	|26             	|  0.00029032     	|  6.4119e-05     	|
on_epoch_end                       	|  1.0347e-05     	|26             	|  0.00026903     	|  5.9418e-05     	|
on_validation_end                  	|  0.0001098      	|1              	|  0.0001098      	|  2.4249e-05     	|
on_before_accelerator_backend_setup	|  1.9336e-05     	|2              	|  3.8672e-05     	|  8.541e-06      	|
teardown                           	|  1.5219e-05     	|2              	|  3.0437e-05     	|  6.7223e-06     	|
setup                              	|  1.359e-05      	|2              	|  2.7181e-05     	|  6.0031e-06     	|
on_configure_sharded_model         	|  1.3505e-05     	|2              	|  2.701e-05      	|  5.9654e-06     	|
on_fit_end                         	|  2.3333e-05     	|1              	|  2.3333e-05     	|  5.1533e-06     	|
on_validation_epoch_end            	|  1.9316e-05     	|1              	|  1.9316e-05     	|  4.2661e-06     	|
on_fit_start                       	|  1.8935e-05     	|1              	|  1.8935e-05     	|  4.1819e-06     	|
prepare_data                       	|  6.6626e-06     	|2              	|  1.3325e-05     	|  2.943e-06      	|
on_val_dataloader                  	|  6.4675e-06     	|2              	|  1.2935e-05     	|  2.8568e-06     	|
configure_callbacks                	|  5.6456e-06     	|2              	|  1.1291e-05     	|  2.4937e-06     	|
configure_sharded_model            	|  5.3205e-06     	|2              	|  1.0641e-05     	|  2.3502e-06     	|
on_pretrain_routine_end            	|  9.4969e-06     	|1              	|  9.4969e-06     	|  2.0975e-06     	|
on_validation_epoch_start          	|  9.0169e-06     	|1              	|  9.0169e-06     	|  1.9915e-06     	|
on_train_dataloader                	|  4.068e-06      	|1              	|  4.068e-06      	|  8.9845e-07     	|
