VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  396.16         	|  100 %          	|
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run_training_epoch                 	|  13.701         	|25             	|  342.51         	|  86.459         	|
run_training_batch                 	|  0.28865        	|1000           	|  288.65         	|  72.862         	|
optimizer_step_with_closure_0      	|  0.28483        	|1000           	|  284.83         	|  71.897         	|
training_step_and_backward         	|  0.22051        	|1000           	|  220.51         	|  55.663         	|
backward                           	|  0.10953        	|1000           	|  109.53         	|  27.649         	|
model_forward                      	|  0.10946        	|1000           	|  109.46         	|  27.631         	|
training_step                      	|  0.10925        	|1000           	|  109.25         	|  27.576         	|
run_validate_evaluation            	|  16.54          	|1              	|  16.54          	|  4.1752         	|
evaluation_step_and_end            	|  0.10125        	|139            	|  14.073         	|  3.5524         	|
validation_step                    	|  0.10112        	|139            	|  14.055         	|  3.5479         	|
get_train_batch                    	|  0.011178       	|1025           	|  11.458         	|  2.8922         	|
fetch_next_train_batch             	|  0.011151       	|1025           	|  11.43          	|  2.8851         	|
on_train_batch_end                 	|  0.0027573      	|1000           	|  2.7573         	|  0.69602        	|
zero_grad                          	|  0.001481       	|1000           	|  1.481          	|  0.37385        	|
get_validate_batch                 	|  0.005578       	|140            	|  0.78092        	|  0.19712        	|
fetch_next_validate_batch          	|  0.0055513      	|140            	|  0.77718        	|  0.19618        	|
training_batch_to_device           	|  0.00035345     	|1000           	|  0.35345        	|  0.089219       	|
on_train_batch_start               	|  0.00011025     	|1000           	|  0.11025        	|  0.027829       	|
on_train_end                       	|  0.045718       	|1              	|  0.045718       	|  0.01154        	|
evaluation_batch_to_device         	|  0.00032853     	|139            	|  0.045666       	|  0.011527       	|
on_after_backward                  	|  3.6569e-05     	|1000           	|  0.036569       	|  0.0092308      	|
on_pretrain_routine_start          	|  0.023657       	|1              	|  0.023657       	|  0.0059716      	|
on_batch_start                     	|  2.3503e-05     	|1000           	|  0.023503       	|  0.0059328      	|
on_before_zero_grad                	|  1.8204e-05     	|1000           	|  0.018204       	|  0.0045951      	|
on_batch_end                       	|  1.6809e-05     	|1000           	|  0.016809       	|  0.0042431      	|
on_before_optimizer_step           	|  1.4407e-05     	|1000           	|  0.014407       	|  0.0036366      	|
on_before_backward                 	|  1.3613e-05     	|1000           	|  0.013613       	|  0.0034362      	|
on_train_epoch_end                 	|  0.0004609      	|25             	|  0.011523       	|  0.0029086      	|
on_train_epoch_start               	|  0.00043771     	|25             	|  0.010943       	|  0.0027622      	|
configure_optimizers               	|  0.010105       	|1              	|  0.010105       	|  0.0025506      	|
training_step_end                  	|  7.1225e-06     	|1000           	|  0.0071225      	|  0.0017979      	|
on_validation_batch_end            	|  4.2335e-05     	|139            	|  0.0058845      	|  0.0014854      	|
on_validation_model_eval           	|  0.0045659      	|1              	|  0.0045659      	|  0.0011525      	|
on_validation_batch_start          	|  1.7549e-05     	|139            	|  0.0024392      	|  0.00061573     	|
validation_step_end                	|  1.0404e-05     	|139            	|  0.0014461      	|  0.00036503     	|
on_train_start                     	|  0.00098654     	|1              	|  0.00098654     	|  0.00024903     	|
on_validation_start                	|  0.00068796     	|1              	|  0.00068796     	|  0.00017366     	|
on_epoch_start                     	|  1.2753e-05     	|26             	|  0.00033157     	|  8.3696e-05     	|
on_epoch_end                       	|  1.2378e-05     	|26             	|  0.00032184     	|  8.1241e-05     	|
on_validation_end                  	|  0.00019477     	|1              	|  0.00019477     	|  4.9164e-05     	|
on_fit_end                         	|  0.00011787     	|1              	|  0.00011787     	|  2.9752e-05     	|
teardown                           	|  5.0499e-05     	|2              	|  0.000101       	|  2.5494e-05     	|
setup                              	|  3.1152e-05     	|2              	|  6.2304e-05     	|  1.5727e-05     	|
on_configure_sharded_model         	|  2.8945e-05     	|2              	|  5.7889e-05     	|  1.4613e-05     	|
on_before_accelerator_backend_setup	|  2.6275e-05     	|2              	|  5.2551e-05     	|  1.3265e-05     	|
on_validation_epoch_end            	|  4.3968e-05     	|1              	|  4.3968e-05     	|  1.1099e-05     	|
on_fit_start                       	|  4.1222e-05     	|1              	|  4.1222e-05     	|  1.0405e-05     	|
on_val_dataloader                  	|  1.7934e-05     	|2              	|  3.5867e-05     	|  9.0537e-06     	|
configure_sharded_model            	|  1.0224e-05     	|2              	|  2.0448e-05     	|  5.1616e-06     	|
prepare_data                       	|  9.0189e-06     	|2              	|  1.8038e-05     	|  4.5532e-06     	|
configure_callbacks                	|  8.8504e-06     	|2              	|  1.7701e-05     	|  4.4681e-06     	|
on_pretrain_routine_end            	|  1.4203e-05     	|1              	|  1.4203e-05     	|  3.5851e-06     	|
on_validation_epoch_start          	|  1.2191e-05     	|1              	|  1.2191e-05     	|  3.0773e-06     	|
on_train_dataloader                	|  7.8753e-06     	|1              	|  7.8753e-06     	|  1.9879e-06     	|
