VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1332.5         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.5432         	|500            	|  1271.6         	|  95.428         	|
run_training_batch                 	|  0.27363        	|1000           	|  273.63         	|  20.535         	|
optimizer_step_with_closure_0      	|  0.26989        	|1000           	|  269.89         	|  20.254         	|
training_step_and_backward         	|  0.20691        	|1000           	|  206.91         	|  15.528         	|
get_train_batch                    	|  0.13024        	|1500           	|  195.37         	|  14.662         	|
fetch_next_train_batch             	|  0.13021        	|1500           	|  195.31         	|  14.657         	|
backward                           	|  0.10406        	|1000           	|  104.06         	|  7.8094         	|
model_forward                      	|  0.10149        	|1000           	|  101.49         	|  7.6165         	|
training_step                      	|  0.10127        	|1000           	|  101.27         	|  7.5997         	|
run_validate_evaluation            	|  30.483         	|1              	|  30.483         	|  2.2877         	|
evaluation_step_and_end            	|  0.083818       	|313            	|  26.235         	|  1.9689         	|
validation_step                    	|  0.083755       	|313            	|  26.215         	|  1.9674         	|
on_train_batch_end                 	|  0.0019527      	|1000           	|  1.9527         	|  0.14655        	|
zero_grad                          	|  0.0013283      	|1000           	|  1.3283         	|  0.099682       	|
get_validate_batch                 	|  0.0036245      	|314            	|  1.1381         	|  0.085409       	|
fetch_next_validate_batch          	|  0.0036081      	|314            	|  1.1329         	|  0.085023       	|
training_batch_to_device           	|  0.00065049     	|1000           	|  0.65049        	|  0.048817       	|
on_train_epoch_start               	|  0.00032107     	|500            	|  0.16053        	|  0.012048       	|
on_train_epoch_end                 	|  0.00030401     	|500            	|  0.152          	|  0.011407       	|
on_train_batch_start               	|  0.00011007     	|1000           	|  0.11007        	|  0.0082603      	|
evaluation_batch_to_device         	|  0.00020739     	|313            	|  0.064913       	|  0.0048715      	|
on_train_end                       	|  0.047          	|1              	|  0.047          	|  0.0035272      	|
on_batch_start                     	|  4.6524e-05     	|1000           	|  0.046524       	|  0.0034915      	|
on_before_zero_grad                	|  2.2982e-05     	|1000           	|  0.022982       	|  0.0017247      	|
on_pretrain_routine_start          	|  0.021985       	|1              	|  0.021985       	|  0.0016499      	|
on_after_backward                  	|  1.7942e-05     	|1000           	|  0.017942       	|  0.0013465      	|
on_batch_end                       	|  1.6883e-05     	|1000           	|  0.016883       	|  0.001267       	|
configure_optimizers               	|  0.013893       	|1              	|  0.013893       	|  0.0010426      	|
on_before_optimizer_step           	|  1.3272e-05     	|1000           	|  0.013272       	|  0.00099605     	|
on_before_backward                 	|  1.3246e-05     	|1000           	|  0.013246       	|  0.00099406     	|
training_step_end                  	|  7.9336e-06     	|1000           	|  0.0079336      	|  0.00059539     	|
on_validation_batch_end            	|  2.2754e-05     	|313            	|  0.0071221      	|  0.00053449     	|
on_epoch_end                       	|  1.1027e-05     	|501            	|  0.0055247      	|  0.00041461     	|
on_epoch_start                     	|  1.0233e-05     	|501            	|  0.0051268      	|  0.00038475     	|
on_validation_model_eval           	|  0.0037903      	|1              	|  0.0037903      	|  0.00028445     	|
on_validation_batch_start          	|  1.1803e-05     	|313            	|  0.0036943      	|  0.00027725     	|
validation_step_end                	|  5.4991e-06     	|313            	|  0.0017212      	|  0.00012917     	|
on_train_start                     	|  0.0011167      	|1              	|  0.0011167      	|  8.3807e-05     	|
on_validation_start                	|  0.00046457     	|1              	|  0.00046457     	|  3.4865e-05     	|
on_validation_end                  	|  0.00014389     	|1              	|  0.00014389     	|  1.0798e-05     	|
on_fit_end                         	|  9.6792e-05     	|1              	|  9.6792e-05     	|  7.2639e-06     	|
on_before_accelerator_backend_setup	|  2.6991e-05     	|2              	|  5.3981e-05     	|  4.0511e-06     	|
setup                              	|  2.4692e-05     	|2              	|  4.9384e-05     	|  3.7061e-06     	|
on_fit_start                       	|  4.5545e-05     	|1              	|  4.5545e-05     	|  3.418e-06      	|
on_configure_sharded_model         	|  2.2237e-05     	|2              	|  4.4474e-05     	|  3.3377e-06     	|
teardown                           	|  2.1678e-05     	|2              	|  4.3357e-05     	|  3.2538e-06     	|
on_validation_epoch_end            	|  3.2838e-05     	|1              	|  3.2838e-05     	|  2.4644e-06     	|
configure_callbacks                	|  1.2526e-05     	|2              	|  2.5053e-05     	|  1.8801e-06     	|
on_val_dataloader                  	|  9.9409e-06     	|2              	|  1.9882e-05     	|  1.4921e-06     	|
prepare_data                       	|  8.1584e-06     	|2              	|  1.6317e-05     	|  1.2245e-06     	|
configure_sharded_model            	|  7.5838e-06     	|2              	|  1.5168e-05     	|  1.1383e-06     	|
on_pretrain_routine_end            	|  1.2578e-05     	|1              	|  1.2578e-05     	|  9.4397e-07     	|
on_validation_epoch_start          	|  9.2685e-06     	|1              	|  9.2685e-06     	|  6.9557e-07     	|
on_train_dataloader                	|  5.5637e-06     	|1              	|  5.5637e-06     	|  4.1754e-07     	|
