VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  670.46         	|  100 %          	|
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run_training_epoch                 	|  3.7126         	|167            	|  620.0          	|  92.473         	|
run_training_batch                 	|  0.24479        	|1000           	|  244.79         	|  36.511         	|
optimizer_step_with_closure_0      	|  0.24272        	|1000           	|  242.72         	|  36.201         	|
training_step_and_backward         	|  0.18206        	|1000           	|  182.06         	|  27.154         	|
model_forward                      	|  0.094427       	|1000           	|  94.427         	|  14.084         	|
training_step                      	|  0.094256       	|1000           	|  94.256         	|  14.058         	|
backward                           	|  0.086271       	|1000           	|  86.271         	|  12.867         	|
get_train_batch                    	|  0.068272       	|1167           	|  79.674         	|  11.883         	|
fetch_next_train_batch             	|  0.068246       	|1167           	|  79.643         	|  11.879         	|
run_validate_evaluation            	|  16.632         	|1              	|  16.632         	|  2.4807         	|
evaluation_step_and_end            	|  0.10681        	|125            	|  13.351         	|  1.9914         	|
validation_step                    	|  0.10674        	|125            	|  13.343         	|  1.9901         	|
on_train_batch_end                 	|  0.0016135      	|1000           	|  1.6135         	|  0.24066        	|
zero_grad                          	|  0.0013275      	|1000           	|  1.3275         	|  0.198          	|
get_validate_batch                 	|  0.0064671      	|126            	|  0.81485        	|  0.12154        	|
fetch_next_validate_batch          	|  0.0064491      	|126            	|  0.81259        	|  0.1212         	|
training_batch_to_device           	|  0.0003343      	|1000           	|  0.3343         	|  0.049861       	|
on_train_batch_start               	|  9.7936e-05     	|1000           	|  0.097936       	|  0.014607       	|
on_train_epoch_start               	|  0.00031738     	|167            	|  0.053003       	|  0.0079054      	|
on_train_epoch_end                 	|  0.00029731     	|167            	|  0.049651       	|  0.0074055      	|
on_train_end                       	|  0.042806       	|1              	|  0.042806       	|  0.0063845      	|
evaluation_batch_to_device         	|  0.00023852     	|125            	|  0.029815       	|  0.004447       	|
on_batch_start                     	|  2.814e-05      	|1000           	|  0.02814        	|  0.0041971      	|
on_pretrain_routine_start          	|  0.021729       	|1              	|  0.021729       	|  0.0032409      	|
on_after_backward                  	|  1.9314e-05     	|1000           	|  0.019314       	|  0.0028808      	|
on_before_zero_grad                	|  1.6904e-05     	|1000           	|  0.016904       	|  0.0025212      	|
on_batch_end                       	|  1.5196e-05     	|1000           	|  0.015196       	|  0.0022665      	|
on_before_backward                 	|  1.1647e-05     	|1000           	|  0.011647       	|  0.0017372      	|
on_before_optimizer_step           	|  1.1573e-05     	|1000           	|  0.011573       	|  0.0017262      	|
configure_optimizers               	|  0.010585       	|1              	|  0.010585       	|  0.0015787      	|
training_step_end                  	|  6.9442e-06     	|1000           	|  0.0069442      	|  0.0010357      	|
on_validation_model_eval           	|  0.0049079      	|1              	|  0.0049079      	|  0.00073201     	|
on_validation_batch_end            	|  2.7924e-05     	|125            	|  0.0034905      	|  0.00052062     	|
on_epoch_start                     	|  1.1932e-05     	|168            	|  0.0020046      	|  0.00029898     	|
on_epoch_end                       	|  1.0666e-05     	|168            	|  0.0017919      	|  0.00026726     	|
on_train_start                     	|  0.00164        	|1              	|  0.00164        	|  0.00024461     	|
on_validation_batch_start          	|  1.2567e-05     	|125            	|  0.0015709      	|  0.0002343      	|
validation_step_end                	|  6.0323e-06     	|125            	|  0.00075404     	|  0.00011247     	|
on_validation_start                	|  0.00057396     	|1              	|  0.00057396     	|  8.5606e-05     	|
on_validation_end                  	|  0.00019887     	|1              	|  0.00019887     	|  2.9661e-05     	|
on_before_accelerator_backend_setup	|  2.7392e-05     	|2              	|  5.4784e-05     	|  8.1711e-06     	|
on_fit_end                         	|  5.0705e-05     	|1              	|  5.0705e-05     	|  7.5627e-06     	|
setup                              	|  2.333e-05      	|2              	|  4.6659e-05     	|  6.9593e-06     	|
on_configure_sharded_model         	|  2.3128e-05     	|2              	|  4.6257e-05     	|  6.8993e-06     	|
on_fit_start                       	|  4.3297e-05     	|1              	|  4.3297e-05     	|  6.4578e-06     	|
teardown                           	|  1.9557e-05     	|2              	|  3.9114e-05     	|  5.8338e-06     	|
on_val_dataloader                  	|  1.5458e-05     	|2              	|  3.0916e-05     	|  4.6112e-06     	|
on_validation_epoch_end            	|  2.946e-05      	|1              	|  2.946e-05      	|  4.3939e-06     	|
configure_callbacks                	|  1.0082e-05     	|2              	|  2.0163e-05     	|  3.0073e-06     	|
prepare_data                       	|  7.7095e-06     	|2              	|  1.5419e-05     	|  2.2998e-06     	|
on_pretrain_routine_end            	|  1.3953e-05     	|1              	|  1.3953e-05     	|  2.0811e-06     	|
configure_sharded_model            	|  6.8983e-06     	|2              	|  1.3797e-05     	|  2.0578e-06     	|
on_validation_epoch_start          	|  1.058e-05      	|1              	|  1.058e-05      	|  1.578e-06      	|
on_train_dataloader                	|  7.3481e-06     	|1              	|  7.3481e-06     	|  1.096e-06      	|
