VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  379.23         	|  100 %          	|
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run_training_epoch                 	|  15.501         	|21             	|  325.52         	|  85.836         	|
run_training_batch                 	|  0.27725        	|1000           	|  277.25         	|  73.108         	|
optimizer_step_with_closure_0      	|  0.27392        	|1000           	|  273.92         	|  72.231         	|
training_step_and_backward         	|  0.21171        	|1000           	|  211.71         	|  55.826         	|
backward                           	|  0.10564        	|1000           	|  105.64         	|  27.856         	|
model_forward                      	|  0.10464        	|1000           	|  104.64         	|  27.592         	|
training_step                      	|  0.10444        	|1000           	|  104.44         	|  27.541         	|
run_validate_evaluation            	|  16.019         	|1              	|  16.019         	|  4.224          	|
evaluation_step_and_end            	|  0.1078         	|125            	|  13.475         	|  3.5532         	|
validation_step                    	|  0.10767        	|125            	|  13.458         	|  3.5489         	|
get_train_batch                    	|  0.0096211      	|1021           	|  9.8231         	|  2.5903         	|
fetch_next_train_batch             	|  0.0095953      	|1021           	|  9.7968         	|  2.5833         	|
on_train_batch_end                 	|  0.0024933      	|1000           	|  2.4933         	|  0.65747        	|
zero_grad                          	|  0.0014008      	|1000           	|  1.4008         	|  0.36938        	|
get_validate_batch                 	|  0.0056973      	|126            	|  0.71786        	|  0.18929        	|
fetch_next_validate_batch          	|  0.0056721      	|126            	|  0.71469        	|  0.18846        	|
training_batch_to_device           	|  0.00027252     	|1000           	|  0.27252        	|  0.071861       	|
on_train_batch_start               	|  9.6147e-05     	|1000           	|  0.096147       	|  0.025353       	|
on_train_end                       	|  0.073233       	|1              	|  0.073233       	|  0.019311       	|
evaluation_batch_to_device         	|  0.00025857     	|125            	|  0.032321       	|  0.0085227      	|
on_after_backward                  	|  2.5619e-05     	|1000           	|  0.025619       	|  0.0067554      	|
on_pretrain_routine_start          	|  0.024985       	|1              	|  0.024985       	|  0.0065884      	|
on_batch_start                     	|  2.139e-05      	|1000           	|  0.02139        	|  0.0056403      	|
configure_optimizers               	|  0.018332       	|1              	|  0.018332       	|  0.0048341      	|
on_before_zero_grad                	|  1.71e-05       	|1000           	|  0.0171         	|  0.004509       	|
on_batch_end                       	|  1.5926e-05     	|1000           	|  0.015926       	|  0.0041997      	|
on_before_backward                 	|  1.3656e-05     	|1000           	|  0.013656       	|  0.0036008      	|
on_before_optimizer_step           	|  1.2901e-05     	|1000           	|  0.012901       	|  0.0034019      	|
on_train_epoch_end                 	|  0.00046561     	|21             	|  0.0097778      	|  0.0025783      	|
on_train_epoch_start               	|  0.0004344      	|21             	|  0.0091223      	|  0.0024055      	|
training_step_end                  	|  6.9354e-06     	|1000           	|  0.0069354      	|  0.0018288      	|
on_validation_batch_end            	|  3.8779e-05     	|125            	|  0.0048474      	|  0.0012782      	|
on_validation_model_eval           	|  0.0040125      	|1              	|  0.0040125      	|  0.0010581      	|
on_validation_batch_start          	|  1.6604e-05     	|125            	|  0.0020755      	|  0.00054729     	|
on_train_start                     	|  0.0011682      	|1              	|  0.0011682      	|  0.00030805     	|
validation_step_end                	|  9.0359e-06     	|125            	|  0.0011295      	|  0.00029784     	|
on_validation_start                	|  0.00052494     	|1              	|  0.00052494     	|  0.00013842     	|
on_epoch_end                       	|  1.3084e-05     	|22             	|  0.00028785     	|  7.5904e-05     	|
on_epoch_start                     	|  1.2344e-05     	|22             	|  0.00027157     	|  7.161e-05      	|
on_validation_end                  	|  0.0002685      	|1              	|  0.0002685      	|  7.08e-05       	|
on_before_accelerator_backend_setup	|  3.322e-05      	|2              	|  6.6441e-05     	|  1.752e-05      	|
setup                              	|  2.7858e-05     	|2              	|  5.5715e-05     	|  1.4692e-05     	|
on_fit_end                         	|  5.2892e-05     	|1              	|  5.2892e-05     	|  1.3947e-05     	|
on_configure_sharded_model         	|  2.6136e-05     	|2              	|  5.2271e-05     	|  1.3784e-05     	|
on_fit_start                       	|  4.5009e-05     	|1              	|  4.5009e-05     	|  1.1868e-05     	|
teardown                           	|  2.0701e-05     	|2              	|  4.1403e-05     	|  1.0918e-05     	|
on_validation_epoch_end            	|  3.8993e-05     	|1              	|  3.8993e-05     	|  1.0282e-05     	|
on_val_dataloader                  	|  9.9922e-06     	|2              	|  1.9984e-05     	|  5.2697e-06     	|
prepare_data                       	|  9.465e-06      	|2              	|  1.893e-05      	|  4.9917e-06     	|
configure_sharded_model            	|  9.2275e-06     	|2              	|  1.8455e-05     	|  4.8665e-06     	|
configure_callbacks                	|  8.8215e-06     	|2              	|  1.7643e-05     	|  4.6523e-06     	|
on_pretrain_routine_end            	|  1.6727e-05     	|1              	|  1.6727e-05     	|  4.4107e-06     	|
on_validation_epoch_start          	|  1.1515e-05     	|1              	|  1.1515e-05     	|  3.0364e-06     	|
on_train_dataloader                	|  9.2424e-06     	|1              	|  9.2424e-06     	|  2.4372e-06     	|
