VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  513.62         	|  100 %          	|
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run_training_epoch                 	|  2.1649         	|200            	|  432.98         	|  84.299         	|
run_training_batch                 	|  0.36038        	|1000           	|  360.38         	|  70.164         	|
optimizer_step_with_closure_0      	|  0.35765        	|1000           	|  357.65         	|  69.634         	|
training_step_and_backward         	|  0.27974        	|1000           	|  279.74         	|  54.464         	|
model_forward                      	|  0.16477        	|1000           	|  164.77         	|  32.081         	|
training_step                      	|  0.16462        	|1000           	|  164.62         	|  32.051         	|
backward                           	|  0.11362        	|1000           	|  113.62         	|  22.121         	|
run_validate_evaluation            	|  35.69          	|1              	|  35.69          	|  6.9486         	|
evaluation_step_and_end            	|  0.25204        	|139            	|  35.033         	|  6.8208         	|
validation_step                    	|  0.25198        	|139            	|  35.026         	|  6.8194         	|
get_train_batch                    	|  0.016531       	|1200           	|  19.837         	|  3.8622         	|
fetch_next_train_batch             	|  0.016505       	|1200           	|  19.806         	|  3.8562         	|
zero_grad                          	|  0.0013202      	|1000           	|  1.3202         	|  0.25703        	|
on_train_batch_end                 	|  0.0012534      	|1000           	|  1.2534         	|  0.24403        	|
training_batch_to_device           	|  0.00034508     	|1000           	|  0.34508        	|  0.067186       	|
get_validate_batch                 	|  0.0023961      	|140            	|  0.33545        	|  0.065311       	|
fetch_next_validate_batch          	|  0.0023818      	|140            	|  0.33345        	|  0.064921       	|
on_train_batch_start               	|  9.8628e-05     	|1000           	|  0.098628       	|  0.019202       	|
on_train_epoch_start               	|  0.00027476     	|200            	|  0.054952       	|  0.010699       	|
on_train_epoch_end                 	|  0.00025107     	|200            	|  0.050213       	|  0.0097763      	|
evaluation_batch_to_device         	|  0.00022455     	|139            	|  0.031212       	|  0.0060768      	|
on_batch_start                     	|  2.3697e-05     	|1000           	|  0.023697       	|  0.0046136      	|
on_train_end                       	|  0.023667       	|1              	|  0.023667       	|  0.0046079      	|
on_pretrain_routine_start          	|  0.022959       	|1              	|  0.022959       	|  0.0044701      	|
on_before_zero_grad                	|  1.733e-05      	|1000           	|  0.01733        	|  0.003374       	|
on_batch_end                       	|  1.3966e-05     	|1000           	|  0.013966       	|  0.002719       	|
on_after_backward                  	|  1.298e-05      	|1000           	|  0.01298        	|  0.0025271      	|
on_before_backward                 	|  1.1899e-05     	|1000           	|  0.011899       	|  0.0023166      	|
on_before_optimizer_step           	|  1.1089e-05     	|1000           	|  0.011089       	|  0.0021589      	|
configure_optimizers               	|  0.007695       	|1              	|  0.007695       	|  0.0014982      	|
training_step_end                  	|  6.8521e-06     	|1000           	|  0.0068521      	|  0.0013341      	|
on_validation_model_eval           	|  0.0040942      	|1              	|  0.0040942      	|  0.00079711     	|
on_validation_batch_end            	|  1.905e-05      	|139            	|  0.0026479      	|  0.00051554     	|
on_epoch_start                     	|  1.0625e-05     	|201            	|  0.0021357      	|  0.00041581     	|
on_epoch_end                       	|  1.0621e-05     	|201            	|  0.0021348      	|  0.00041563     	|
on_validation_batch_start          	|  1.04e-05       	|139            	|  0.0014457      	|  0.00028146     	|
on_train_start                     	|  0.00079013     	|1              	|  0.00079013     	|  0.00015383     	|
validation_step_end                	|  4.8948e-06     	|139            	|  0.00068038     	|  0.00013247     	|
on_validation_start                	|  0.00032294     	|1              	|  0.00032294     	|  6.2876e-05     	|
on_validation_end                  	|  0.00010784     	|1              	|  0.00010784     	|  2.0996e-05     	|
on_before_accelerator_backend_setup	|  1.8995e-05     	|2              	|  3.7991e-05     	|  7.3967e-06     	|
teardown                           	|  1.5975e-05     	|2              	|  3.195e-05      	|  6.2205e-06     	|
setup                              	|  1.592e-05      	|2              	|  3.1839e-05     	|  6.1989e-06     	|
on_configure_sharded_model         	|  1.3335e-05     	|2              	|  2.667e-05      	|  5.1925e-06     	|
on_fit_end                         	|  2.4446e-05     	|1              	|  2.4446e-05     	|  4.7595e-06     	|
on_validation_epoch_end            	|  2.093e-05      	|1              	|  2.093e-05      	|  4.075e-06      	|
on_fit_start                       	|  1.6611e-05     	|1              	|  1.6611e-05     	|  3.2341e-06     	|
on_pretrain_routine_end            	|  1.3114e-05     	|1              	|  1.3114e-05     	|  2.5533e-06     	|
on_val_dataloader                  	|  6.1065e-06     	|2              	|  1.2213e-05     	|  2.3778e-06     	|
prepare_data                       	|  5.916e-06      	|2              	|  1.1832e-05     	|  2.3036e-06     	|
configure_callbacks                	|  5.505e-06      	|2              	|  1.101e-05      	|  2.1436e-06     	|
configure_sharded_model            	|  5.0795e-06     	|2              	|  1.0159e-05     	|  1.9779e-06     	|
on_validation_epoch_start          	|  9.8679e-06     	|1              	|  9.8679e-06     	|  1.9212e-06     	|
on_train_dataloader                	|  4.2079e-06     	|1              	|  4.2079e-06     	|  8.1927e-07     	|
