VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  651.67         	|  100 %          	|
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run_training_epoch                 	|  3.6044         	|167            	|  601.93         	|  92.367         	|
run_training_batch                 	|  0.24406        	|1000           	|  244.06         	|  37.452         	|
optimizer_step_with_closure_0      	|  0.24188        	|1000           	|  241.88         	|  37.118         	|
training_step_and_backward         	|  0.1813         	|1000           	|  181.3          	|  27.821         	|
model_forward                      	|  0.094085       	|1000           	|  94.085         	|  14.438         	|
training_step                      	|  0.093913       	|1000           	|  93.913         	|  14.411         	|
backward                           	|  0.085883       	|1000           	|  85.883         	|  13.179         	|
get_train_batch                    	|  0.065129       	|1167           	|  76.006         	|  11.663         	|
fetch_next_train_batch             	|  0.065102       	|1167           	|  75.974         	|  11.658         	|
run_validate_evaluation            	|  16.774         	|1              	|  16.774         	|  2.5741         	|
evaluation_step_and_end            	|  0.1078         	|125            	|  13.475         	|  2.0678         	|
validation_step                    	|  0.10772        	|125            	|  13.465         	|  2.0663         	|
on_train_batch_end                 	|  0.0016156      	|1000           	|  1.6156         	|  0.24792        	|
zero_grad                          	|  0.0012907      	|1000           	|  1.2907         	|  0.19807        	|
get_validate_batch                 	|  0.006834       	|126            	|  0.86109        	|  0.13214        	|
fetch_next_validate_batch          	|  0.006815       	|126            	|  0.85868        	|  0.13177        	|
training_batch_to_device           	|  0.00041447     	|1000           	|  0.41447        	|  0.063602       	|
on_train_batch_start               	|  9.4332e-05     	|1000           	|  0.094332       	|  0.014475       	|
on_train_epoch_start               	|  0.00031528     	|167            	|  0.052653       	|  0.0080796      	|
on_train_epoch_end                 	|  0.00030625     	|167            	|  0.051144       	|  0.0078482      	|
on_train_end                       	|  0.043756       	|1              	|  0.043756       	|  0.0067145      	|
evaluation_batch_to_device         	|  0.00023731     	|125            	|  0.029664       	|  0.004552       	|
on_batch_start                     	|  2.7687e-05     	|1000           	|  0.027687       	|  0.0042486      	|
on_pretrain_routine_start          	|  0.024248       	|1              	|  0.024248       	|  0.0037209      	|
on_after_backward                  	|  1.8149e-05     	|1000           	|  0.018149       	|  0.002785       	|
on_before_zero_grad                	|  1.6005e-05     	|1000           	|  0.016005       	|  0.002456       	|
on_batch_end                       	|  1.4297e-05     	|1000           	|  0.014297       	|  0.0021939      	|
on_before_optimizer_step           	|  1.2109e-05     	|1000           	|  0.012109       	|  0.0018581      	|
on_before_backward                 	|  1.1529e-05     	|1000           	|  0.011529       	|  0.0017691      	|
configure_optimizers               	|  0.010676       	|1              	|  0.010676       	|  0.0016383      	|
training_step_end                  	|  6.7089e-06     	|1000           	|  0.0067089      	|  0.0010295      	|
on_validation_model_eval           	|  0.0038596      	|1              	|  0.0038596      	|  0.00059226     	|
on_validation_batch_end            	|  2.9246e-05     	|125            	|  0.0036557      	|  0.00056098     	|
on_epoch_end                       	|  1.1292e-05     	|168            	|  0.001897       	|  0.0002911      	|
on_train_start                     	|  0.0017597      	|1              	|  0.0017597      	|  0.00027004     	|
on_epoch_start                     	|  1.0353e-05     	|168            	|  0.0017393      	|  0.0002669      	|
on_validation_batch_start          	|  1.3454e-05     	|125            	|  0.0016817      	|  0.00025806     	|
validation_step_end                	|  6.5917e-06     	|125            	|  0.00082397     	|  0.00012644     	|
on_validation_start                	|  0.00037249     	|1              	|  0.00037249     	|  5.7159e-05     	|
on_validation_end                  	|  0.00014914     	|1              	|  0.00014914     	|  2.2886e-05     	|
on_configure_sharded_model         	|  2.4404e-05     	|2              	|  4.8809e-05     	|  7.4898e-06     	|
on_before_accelerator_backend_setup	|  2.413e-05      	|2              	|  4.8259e-05     	|  7.4055e-06     	|
teardown                           	|  2.3887e-05     	|2              	|  4.7773e-05     	|  7.3309e-06     	|
on_fit_start                       	|  4.361e-05      	|1              	|  4.361e-05      	|  6.6921e-06     	|
setup                              	|  1.9832e-05     	|2              	|  3.9663e-05     	|  6.0864e-06     	|
on_fit_end                         	|  3.3803e-05     	|1              	|  3.3803e-05     	|  5.1872e-06     	|
on_validation_epoch_end            	|  2.7036e-05     	|1              	|  2.7036e-05     	|  4.1488e-06     	|
configure_callbacks                	|  8.0839e-06     	|2              	|  1.6168e-05     	|  2.481e-06      	|
on_val_dataloader                  	|  7.8632e-06     	|2              	|  1.5726e-05     	|  2.4132e-06     	|
configure_sharded_model            	|  7.3044e-06     	|2              	|  1.4609e-05     	|  2.2417e-06     	|
prepare_data                       	|  6.2287e-06     	|2              	|  1.2457e-05     	|  1.9116e-06     	|
on_pretrain_routine_end            	|  1.1601e-05     	|1              	|  1.1601e-05     	|  1.7801e-06     	|
on_validation_epoch_start          	|  9.5721e-06     	|1              	|  9.5721e-06     	|  1.4689e-06     	|
on_train_dataloader                	|  7.8734e-06     	|1              	|  7.8734e-06     	|  1.2082e-06     	|
