VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  613.92         	|  100 %          	|
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run_training_epoch                 	|  3.3906         	|167            	|  566.22         	|  92.23          	|
run_training_batch                 	|  0.24116        	|1000           	|  241.16         	|  39.283         	|
optimizer_step_with_closure_0      	|  0.2391         	|1000           	|  239.1          	|  38.947         	|
training_step_and_backward         	|  0.17874        	|1000           	|  178.74         	|  29.114         	|
model_forward                      	|  0.09171        	|1000           	|  91.71          	|  14.938         	|
training_step                      	|  0.091481       	|1000           	|  91.481         	|  14.901         	|
backward                           	|  0.085637       	|1000           	|  85.637         	|  13.949         	|
get_train_batch                    	|  0.056965       	|1167           	|  66.478         	|  10.828         	|
fetch_next_train_batch             	|  0.056938       	|1167           	|  66.447         	|  10.823         	|
run_validate_evaluation            	|  16.323         	|1              	|  16.323         	|  2.6587         	|
evaluation_step_and_end            	|  0.10784        	|125            	|  13.48          	|  2.1957         	|
validation_step                    	|  0.10776        	|125            	|  13.47          	|  2.1941         	|
on_train_batch_end                 	|  0.0016256      	|1000           	|  1.6256         	|  0.26479        	|
zero_grad                          	|  0.0013066      	|1000           	|  1.3066         	|  0.21282        	|
get_validate_batch                 	|  0.0059134      	|126            	|  0.74509        	|  0.12137        	|
fetch_next_validate_batch          	|  0.0058947      	|126            	|  0.74273        	|  0.12098        	|
training_batch_to_device           	|  0.0003561      	|1000           	|  0.3561         	|  0.058004       	|
on_train_batch_start               	|  9.5732e-05     	|1000           	|  0.095732       	|  0.015593       	|
on_train_epoch_start               	|  0.00032972     	|167            	|  0.055063       	|  0.0089691      	|
on_train_epoch_end                 	|  0.00031647     	|167            	|  0.05285        	|  0.0086085      	|
on_train_end                       	|  0.046029       	|1              	|  0.046029       	|  0.0074975      	|
evaluation_batch_to_device         	|  0.00023455     	|125            	|  0.029319       	|  0.0047757      	|
on_batch_start                     	|  2.61e-05       	|1000           	|  0.0261         	|  0.0042513      	|
on_pretrain_routine_start          	|  0.022013       	|1              	|  0.022013       	|  0.0035856      	|
on_after_backward                  	|  1.7955e-05     	|1000           	|  0.017955       	|  0.0029246      	|
on_before_zero_grad                	|  1.5894e-05     	|1000           	|  0.015894       	|  0.0025889      	|
on_batch_end                       	|  1.4442e-05     	|1000           	|  0.014442       	|  0.0023524      	|
configure_optimizers               	|  0.01234        	|1              	|  0.01234        	|  0.0020099      	|
on_before_backward                 	|  1.137e-05      	|1000           	|  0.01137        	|  0.0018521      	|
on_before_optimizer_step           	|  1.1272e-05     	|1000           	|  0.011272       	|  0.001836       	|
training_step_end                  	|  6.6862e-06     	|1000           	|  0.0066862      	|  0.0010891      	|
on_validation_model_eval           	|  0.0046371      	|1              	|  0.0046371      	|  0.00075532     	|
on_validation_batch_end            	|  3.0079e-05     	|125            	|  0.0037599      	|  0.00061243     	|
on_train_start                     	|  0.0020175      	|1              	|  0.0020175      	|  0.00032862     	|
on_epoch_end                       	|  1.1369e-05     	|168            	|  0.00191        	|  0.00031111     	|
on_epoch_start                     	|  1.0828e-05     	|168            	|  0.001819       	|  0.0002963      	|
on_validation_batch_start          	|  1.3417e-05     	|125            	|  0.0016772      	|  0.00027319     	|
validation_step_end                	|  6.6622e-06     	|125            	|  0.00083278     	|  0.00013565     	|
on_validation_start                	|  0.0006683      	|1              	|  0.0006683      	|  0.00010886     	|
on_validation_end                  	|  0.00020336     	|1              	|  0.00020336     	|  3.3124e-05     	|
on_fit_start                       	|  0.000101       	|1              	|  0.000101       	|  1.6452e-05     	|
setup                              	|  2.6627e-05     	|2              	|  5.3253e-05     	|  8.6742e-06     	|
on_before_accelerator_backend_setup	|  2.5701e-05     	|2              	|  5.1402e-05     	|  8.3726e-06     	|
teardown                           	|  2.5325e-05     	|2              	|  5.0649e-05     	|  8.2501e-06     	|
on_configure_sharded_model         	|  2.2835e-05     	|2              	|  4.567e-05      	|  7.4391e-06     	|
on_val_dataloader                  	|  2.0783e-05     	|2              	|  4.1567e-05     	|  6.7707e-06     	|
on_validation_epoch_end            	|  3.9345e-05     	|1              	|  3.9345e-05     	|  6.4087e-06     	|
on_fit_end                         	|  3.1063e-05     	|1              	|  3.1063e-05     	|  5.0598e-06     	|
configure_callbacks                	|  1.419e-05      	|2              	|  2.8379e-05     	|  4.6226e-06     	|
on_train_dataloader                	|  1.6237e-05     	|1              	|  1.6237e-05     	|  2.6447e-06     	|
configure_sharded_model            	|  7.9768e-06     	|2              	|  1.5954e-05     	|  2.5986e-06     	|
prepare_data                       	|  6.6133e-06     	|2              	|  1.3227e-05     	|  2.1544e-06     	|
on_pretrain_routine_end            	|  1.2269e-05     	|1              	|  1.2269e-05     	|  1.9985e-06     	|
on_validation_epoch_start          	|  1.0433e-05     	|1              	|  1.0433e-05     	|  1.6993e-06     	|
