VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1687.5         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  9.234          	|167            	|  1542.1         	|  91.382         	|
run_training_batch                 	|  0.18684        	|8000           	|  1494.8         	|  88.578         	|
training_step_and_backward         	|  0.17664        	|8000           	|  1413.1         	|  83.74          	|
model_forward                      	|  0.094162       	|8000           	|  753.3          	|  44.64          	|
training_step                      	|  0.094027       	|8000           	|  752.22         	|  44.576         	|
backward                           	|  0.082287       	|8000           	|  658.29         	|  39.01          	|
optimizer_step_with_closure_0      	|  0.23543        	|1000           	|  235.43         	|  13.951         	|
run_validate_evaluation            	|  101.75         	|1              	|  101.75         	|  6.0297         	|
evaluation_step_and_end            	|  0.09976        	|1000           	|  99.76          	|  5.9117         	|
validation_step                    	|  0.099709       	|1000           	|  99.709         	|  5.9087         	|
get_train_batch                    	|  0.0033614      	|8167           	|  27.453         	|  1.6268         	|
fetch_next_train_batch             	|  0.0033435      	|8167           	|  27.307         	|  1.6182         	|
on_train_batch_end                 	|  0.0010861      	|8000           	|  8.6887         	|  0.51489        	|
training_batch_to_device           	|  0.00021787     	|8000           	|  1.743          	|  0.10329        	|
get_validate_batch                 	|  0.001457       	|1001           	|  1.4585         	|  0.086427       	|
fetch_next_validate_batch          	|  0.0014431      	|1001           	|  1.4445         	|  0.085602       	|
zero_grad                          	|  0.0013816      	|1000           	|  1.3816         	|  0.08187        	|
on_train_batch_start               	|  9.0563e-05     	|8000           	|  0.7245         	|  0.042933       	|
evaluation_batch_to_device         	|  0.00020769     	|1000           	|  0.20769        	|  0.012307       	|
on_batch_start                     	|  1.6114e-05     	|8000           	|  0.12891        	|  0.0076392      	|
on_batch_end                       	|  1.3859e-05     	|8000           	|  0.11088        	|  0.0065704      	|
on_before_backward                 	|  1.3067e-05     	|8000           	|  0.10453        	|  0.0061946      	|
on_after_backward                  	|  1.148e-05      	|8000           	|  0.09184        	|  0.0054423      	|
on_train_epoch_start               	|  0.00028474     	|167            	|  0.047552       	|  0.0028179      	|
training_step_end                  	|  5.6453e-06     	|8000           	|  0.045163       	|  0.0026763      	|
on_train_epoch_end                 	|  0.00026034     	|167            	|  0.043477       	|  0.0025764      	|
on_train_end                       	|  0.025014       	|1              	|  0.025014       	|  0.0014823      	|
on_pretrain_routine_start          	|  0.022687       	|1              	|  0.022687       	|  0.0013444      	|
on_validation_batch_end            	|  1.8236e-05     	|1000           	|  0.018236       	|  0.0010806      	|
on_before_zero_grad                	|  1.692e-05      	|1000           	|  0.01692        	|  0.0010027      	|
on_before_optimizer_step           	|  1.2836e-05     	|1000           	|  0.012836       	|  0.00076063     	|
on_validation_batch_start          	|  9.8102e-06     	|1000           	|  0.0098102      	|  0.00058134     	|
configure_optimizers               	|  0.0083266      	|1              	|  0.0083266      	|  0.00049343     	|
validation_step_end                	|  4.5518e-06     	|1000           	|  0.0045518      	|  0.00026974     	|
on_validation_model_eval           	|  0.0039198      	|1              	|  0.0039198      	|  0.00023228     	|
on_epoch_start                     	|  1.0762e-05     	|168            	|  0.001808       	|  0.00010714     	|
on_epoch_end                       	|  1.0358e-05     	|168            	|  0.0017401      	|  0.00010312     	|
on_train_start                     	|  0.00072021     	|1              	|  0.00072021     	|  4.2679e-05     	|
on_validation_start                	|  0.00034298     	|1              	|  0.00034298     	|  2.0325e-05     	|
on_validation_end                  	|  0.00010983     	|1              	|  0.00010983     	|  6.5082e-06     	|
on_before_accelerator_backend_setup	|  1.9297e-05     	|2              	|  3.8594e-05     	|  2.2871e-06     	|
teardown                           	|  1.6456e-05     	|2              	|  3.2912e-05     	|  1.9503e-06     	|
setup                              	|  1.4227e-05     	|2              	|  2.8454e-05     	|  1.6862e-06     	|
on_configure_sharded_model         	|  1.3871e-05     	|2              	|  2.7742e-05     	|  1.644e-06      	|
on_fit_end                         	|  2.3364e-05     	|1              	|  2.3364e-05     	|  1.3845e-06     	|
on_validation_epoch_end            	|  1.8183e-05     	|1              	|  1.8183e-05     	|  1.0775e-06     	|
on_fit_start                       	|  1.632e-05      	|1              	|  1.632e-05      	|  9.6711e-07     	|
on_val_dataloader                  	|  6.3421e-06     	|2              	|  1.2684e-05     	|  7.5165e-07     	|
prepare_data                       	|  6.0016e-06     	|2              	|  1.2003e-05     	|  7.113e-07      	|
configure_callbacks                	|  5.5956e-06     	|2              	|  1.1191e-05     	|  6.6318e-07     	|
on_pretrain_routine_end            	|  1.0319e-05     	|1              	|  1.0319e-05     	|  6.115e-07      	|
configure_sharded_model            	|  5.009e-06      	|2              	|  1.0018e-05     	|  5.9366e-07     	|
on_validation_epoch_start          	|  9.357e-06      	|1              	|  9.357e-06      	|  5.5449e-07     	|
on_train_dataloader                	|  4.458e-06      	|1              	|  4.458e-06      	|  2.6418e-07     	|
