VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1325.5         	|  100 %          	|
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run_training_epoch                 	|  2.5769         	|500            	|  1288.4         	|  97.201         	|
run_training_batch                 	|  0.28311        	|1000           	|  283.11         	|  21.358         	|
optimizer_step_with_closure_0      	|  0.2789         	|1000           	|  278.9          	|  21.041         	|
training_step_and_backward         	|  0.21514        	|1000           	|  215.14         	|  16.23          	|
get_train_batch                    	|  0.13401        	|1500           	|  201.01         	|  15.164         	|
fetch_next_train_batch             	|  0.13396        	|1500           	|  200.94         	|  15.159         	|
backward                           	|  0.10941        	|1000           	|  109.41         	|  8.2541         	|
model_forward                      	|  0.10422        	|1000           	|  104.22         	|  7.8627         	|
training_step                      	|  0.10399        	|1000           	|  103.99         	|  7.8453         	|
run_validate_evaluation            	|  7.7046         	|1              	|  7.7046         	|  0.58124        	|
evaluation_step_and_end            	|  0.097831       	|48             	|  4.6959         	|  0.35426        	|
validation_step                    	|  0.097719       	|48             	|  4.6905         	|  0.35386        	|
on_train_batch_end                 	|  0.0023725      	|1000           	|  2.3725         	|  0.17899        	|
zero_grad                          	|  0.0014659      	|1000           	|  1.4659         	|  0.11059        	|
training_batch_to_device           	|  0.00070917     	|1000           	|  0.70917        	|  0.053501       	|
get_validate_batch                 	|  0.014117       	|49             	|  0.69173        	|  0.052185       	|
fetch_next_validate_batch          	|  0.014092       	|49             	|  0.69052        	|  0.052094       	|
on_train_epoch_end                 	|  0.00032696     	|500            	|  0.16348        	|  0.012333       	|
on_train_epoch_start               	|  0.00031456     	|500            	|  0.15728        	|  0.011865       	|
on_train_batch_start               	|  0.00011167     	|1000           	|  0.11167        	|  0.0084242      	|
on_batch_start                     	|  4.9088e-05     	|1000           	|  0.049088       	|  0.0037033      	|
on_train_end                       	|  0.047412       	|1              	|  0.047412       	|  0.0035768      	|
on_after_backward                  	|  2.923e-05      	|1000           	|  0.02923        	|  0.0022052      	|
on_before_zero_grad                	|  2.3474e-05     	|1000           	|  0.023474       	|  0.0017709      	|
on_pretrain_routine_start          	|  0.022347       	|1              	|  0.022347       	|  0.0016859      	|
on_before_backward                 	|  1.6444e-05     	|1000           	|  0.016444       	|  0.0012405      	|
on_before_optimizer_step           	|  1.622e-05      	|1000           	|  0.01622        	|  0.0012237      	|
on_batch_end                       	|  1.5802e-05     	|1000           	|  0.015802       	|  0.0011921      	|
evaluation_batch_to_device         	|  0.00026066     	|48             	|  0.012512       	|  0.00094391     	|
configure_optimizers               	|  0.010337       	|1              	|  0.010337       	|  0.0007798      	|
training_step_end                  	|  9.9519e-06     	|1000           	|  0.0099519      	|  0.00075079     	|
on_epoch_start                     	|  1.1141e-05     	|501            	|  0.0055814      	|  0.00042107     	|
on_epoch_end                       	|  1.0961e-05     	|501            	|  0.0054917      	|  0.0004143      	|
on_validation_model_eval           	|  0.0042003      	|1              	|  0.0042003      	|  0.00031687     	|
on_validation_batch_end            	|  4.0552e-05     	|48             	|  0.0019465      	|  0.00014685     	|
on_train_start                     	|  0.0010624      	|1              	|  0.0010624      	|  8.015e-05      	|
on_validation_batch_start          	|  1.8164e-05     	|48             	|  0.00087188     	|  6.5776e-05     	|
on_validation_start                	|  0.00062435     	|1              	|  0.00062435     	|  4.7101e-05     	|
validation_step_end                	|  9.0248e-06     	|48             	|  0.00043319     	|  3.268e-05      	|
on_validation_end                  	|  0.00014444     	|1              	|  0.00014444     	|  1.0897e-05     	|
on_configure_sharded_model         	|  2.6001e-05     	|2              	|  5.2001e-05     	|  3.923e-06      	|
teardown                           	|  2.5855e-05     	|2              	|  5.1711e-05     	|  3.9011e-06     	|
on_before_accelerator_backend_setup	|  2.5408e-05     	|2              	|  5.0817e-05     	|  3.8337e-06     	|
on_fit_start                       	|  4.7971e-05     	|1              	|  4.7971e-05     	|  3.619e-06      	|
setup                              	|  2.2776e-05     	|2              	|  4.5553e-05     	|  3.4366e-06     	|
on_val_dataloader                  	|  1.5629e-05     	|2              	|  3.1257e-05     	|  2.3581e-06     	|
on_fit_end                         	|  3.0829e-05     	|1              	|  3.0829e-05     	|  2.3258e-06     	|
on_validation_epoch_end            	|  2.7511e-05     	|1              	|  2.7511e-05     	|  2.0755e-06     	|
configure_sharded_model            	|  8.3158e-06     	|2              	|  1.6632e-05     	|  1.2547e-06     	|
configure_callbacks                	|  7.4655e-06     	|2              	|  1.4931e-05     	|  1.1264e-06     	|
prepare_data                       	|  7.0976e-06     	|2              	|  1.4195e-05     	|  1.0709e-06     	|
on_pretrain_routine_end            	|  1.3269e-05     	|1              	|  1.3269e-05     	|  1.0011e-06     	|
on_validation_epoch_start          	|  1.0923e-05     	|1              	|  1.0923e-05     	|  8.2401e-07     	|
on_train_dataloader                	|  7.8883e-06     	|1              	|  7.8883e-06     	|  5.951e-07      	|
