VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1918.7         	|  100 %          	|
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run_training_epoch                 	|  3.4735         	|500            	|  1736.7         	|  90.514         	|
run_training_batch                 	|  0.20615        	|8000           	|  1649.2         	|  85.95          	|
training_step_and_backward         	|  0.19462        	|8000           	|  1556.9         	|  81.143         	|
model_forward                      	|  0.10947        	|8000           	|  875.79         	|  45.644         	|
training_step                      	|  0.10933        	|8000           	|  874.67         	|  45.585         	|
backward                           	|  0.084956       	|8000           	|  679.65         	|  35.421         	|
optimizer_step_with_closure_0      	|  0.2537         	|1000           	|  253.7          	|  13.222         	|
run_validate_evaluation            	|  137.98         	|1              	|  137.98         	|  7.1913         	|
evaluation_step_and_end            	|  0.13595        	|1000           	|  135.95         	|  7.0852         	|
validation_step                    	|  0.13589        	|1000           	|  135.89         	|  7.0823         	|
get_train_batch                    	|  0.0067901      	|8500           	|  57.716         	|  3.008          	|
fetch_next_train_batch             	|  0.0067707      	|8500           	|  57.551         	|  2.9994         	|
on_train_batch_end                 	|  0.001105       	|8000           	|  8.8402         	|  0.46073        	|
training_batch_to_device           	|  0.0002376      	|8000           	|  1.9008         	|  0.099063       	|
get_validate_batch                 	|  0.0014811      	|1001           	|  1.4825         	|  0.077266       	|
fetch_next_validate_batch          	|  0.0014673      	|1001           	|  1.4687         	|  0.076546       	|
zero_grad                          	|  0.0013512      	|1000           	|  1.3512         	|  0.070423       	|
on_train_batch_start               	|  9.2409e-05     	|8000           	|  0.73927        	|  0.038529       	|
evaluation_batch_to_device         	|  0.00021135     	|1000           	|  0.21135        	|  0.011015       	|
on_train_epoch_start               	|  0.00028346     	|500            	|  0.14173        	|  0.0073867      	|
on_batch_start                     	|  1.7551e-05     	|8000           	|  0.14041        	|  0.0073177      	|
on_train_epoch_end                 	|  0.00025833     	|500            	|  0.12917        	|  0.0067318      	|
on_batch_end                       	|  1.3327e-05     	|8000           	|  0.10662        	|  0.0055567      	|
on_before_backward                 	|  1.2975e-05     	|8000           	|  0.1038         	|  0.0054096      	|
on_after_backward                  	|  1.155e-05      	|8000           	|  0.092401       	|  0.0048157      	|
training_step_end                  	|  5.9169e-06     	|8000           	|  0.047335       	|  0.002467       	|
on_train_end                       	|  0.024215       	|1              	|  0.024215       	|  0.001262       	|
on_pretrain_routine_start          	|  0.022738       	|1              	|  0.022738       	|  0.0011851      	|
on_before_zero_grad                	|  2.0447e-05     	|1000           	|  0.020447       	|  0.0010656      	|
on_validation_batch_end            	|  2.0134e-05     	|1000           	|  0.020134       	|  0.0010493      	|
on_before_optimizer_step           	|  1.5812e-05     	|1000           	|  0.015812       	|  0.0008241      	|
on_validation_batch_start          	|  1.0059e-05     	|1000           	|  0.010059       	|  0.00052425     	|
configure_optimizers               	|  0.0084861      	|1              	|  0.0084861      	|  0.00044227     	|
on_epoch_start                     	|  1.0664e-05     	|501            	|  0.0053425      	|  0.00027844     	|
on_epoch_end                       	|  1.0577e-05     	|501            	|  0.0052991      	|  0.00027618     	|
validation_step_end                	|  5.1325e-06     	|1000           	|  0.0051325      	|  0.00026749     	|
on_validation_model_eval           	|  0.0040036      	|1              	|  0.0040036      	|  0.00020866     	|
on_train_start                     	|  0.00069574     	|1              	|  0.00069574     	|  3.626e-05      	|
on_validation_start                	|  0.00033582     	|1              	|  0.00033582     	|  1.7502e-05     	|
on_validation_end                  	|  0.0001106      	|1              	|  0.0001106      	|  5.764e-06      	|
setup                              	|  2.166e-05      	|2              	|  4.332e-05      	|  2.2577e-06     	|
on_before_accelerator_backend_setup	|  1.9106e-05     	|2              	|  3.8212e-05     	|  1.9915e-06     	|
on_configure_sharded_model         	|  1.7322e-05     	|2              	|  3.4645e-05     	|  1.8056e-06     	|
teardown                           	|  1.5585e-05     	|2              	|  3.1169e-05     	|  1.6245e-06     	|
on_fit_end                         	|  2.0929e-05     	|1              	|  2.0929e-05     	|  1.0908e-06     	|
on_fit_start                       	|  1.8645e-05     	|1              	|  1.8645e-05     	|  9.7173e-07     	|
on_validation_epoch_end            	|  1.7032e-05     	|1              	|  1.7032e-05     	|  8.8766e-07     	|
on_val_dataloader                  	|  5.8705e-06     	|2              	|  1.1741e-05     	|  6.1191e-07     	|
prepare_data                       	|  5.796e-06      	|2              	|  1.1592e-05     	|  6.0414e-07     	|
configure_callbacks                	|  5.7255e-06     	|2              	|  1.1451e-05     	|  5.968e-07      	|
configure_sharded_model            	|  5.205e-06      	|2              	|  1.041e-05      	|  5.4255e-07     	|
on_pretrain_routine_end            	|  9.8881e-06     	|1              	|  9.8881e-06     	|  5.1534e-07     	|
on_validation_epoch_start          	|  9.5981e-06     	|1              	|  9.5981e-06     	|  5.0023e-07     	|
on_train_dataloader                	|  3.887e-06      	|1              	|  3.887e-06      	|  2.0258e-07     	|
