VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  385.56         	|  100 %          	|
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run_training_epoch                 	|  13.493         	|25             	|  337.32         	|  87.487         	|
run_training_batch                 	|  0.28258        	|1000           	|  282.58         	|  73.291         	|
optimizer_step_with_closure_0      	|  0.27885        	|1000           	|  278.85         	|  72.324         	|
training_step_and_backward         	|  0.21539        	|1000           	|  215.39         	|  55.864         	|
backward                           	|  0.10877        	|1000           	|  108.77         	|  28.211         	|
model_forward                      	|  0.1051         	|1000           	|  105.1          	|  27.259         	|
training_step                      	|  0.10491        	|1000           	|  104.91         	|  27.21          	|
run_validate_evaluation            	|  16.322         	|1              	|  16.322         	|  4.2332         	|
evaluation_step_and_end            	|  0.09917        	|139            	|  13.785         	|  3.5752         	|
validation_step                    	|  0.099059       	|139            	|  13.769         	|  3.5712         	|
get_train_batch                    	|  0.012785       	|1025           	|  13.105         	|  3.3988         	|
fetch_next_train_batch             	|  0.012762       	|1025           	|  13.081         	|  3.3927         	|
on_train_batch_end                 	|  0.0022686      	|1000           	|  2.2686         	|  0.58839        	|
zero_grad                          	|  0.0014864      	|1000           	|  1.4864         	|  0.38552        	|
get_validate_batch                 	|  0.0056868      	|140            	|  0.79615        	|  0.20649        	|
fetch_next_validate_batch          	|  0.0056633      	|140            	|  0.79287        	|  0.20564        	|
training_batch_to_device           	|  0.00027222     	|1000           	|  0.27222        	|  0.070602       	|
on_train_batch_start               	|  9.3137e-05     	|1000           	|  0.093137       	|  0.024156       	|
on_train_end                       	|  0.042541       	|1              	|  0.042541       	|  0.011033       	|
evaluation_batch_to_device         	|  0.00027684     	|139            	|  0.038481       	|  0.0099806      	|
on_after_backward                  	|  2.5696e-05     	|1000           	|  0.025696       	|  0.0066646      	|
on_pretrain_routine_start          	|  0.022773       	|1              	|  0.022773       	|  0.0059064      	|
on_batch_start                     	|  1.9863e-05     	|1000           	|  0.019863       	|  0.0051517      	|
on_before_zero_grad                	|  1.7763e-05     	|1000           	|  0.017763       	|  0.0046071      	|
on_batch_end                       	|  1.6189e-05     	|1000           	|  0.016189       	|  0.0041987      	|
on_before_optimizer_step           	|  1.3416e-05     	|1000           	|  0.013416       	|  0.0034795      	|
on_before_backward                 	|  1.2911e-05     	|1000           	|  0.012911       	|  0.0033487      	|
configure_optimizers               	|  0.010062       	|1              	|  0.010062       	|  0.0026097      	|
on_train_epoch_start               	|  0.0003796      	|25             	|  0.0094899      	|  0.0024613      	|
on_train_epoch_end                 	|  0.00036052     	|25             	|  0.0090129      	|  0.0023376      	|
training_step_end                  	|  7.2656e-06     	|1000           	|  0.0072656      	|  0.0018844      	|
on_validation_batch_end            	|  3.9691e-05     	|139            	|  0.005517       	|  0.0014309      	|
on_validation_model_eval           	|  0.0039211      	|1              	|  0.0039211      	|  0.001017       	|
on_validation_batch_start          	|  1.6133e-05     	|139            	|  0.0022425      	|  0.0005816      	|
validation_step_end                	|  9.2494e-06     	|139            	|  0.0012857      	|  0.00033345     	|
on_train_start                     	|  0.0010252      	|1              	|  0.0010252      	|  0.0002659      	|
on_validation_start                	|  0.0004429      	|1              	|  0.0004429      	|  0.00011487     	|
on_epoch_end                       	|  1.1916e-05     	|26             	|  0.00030982     	|  8.0356e-05     	|
on_epoch_start                     	|  1.1881e-05     	|26             	|  0.00030891     	|  8.0118e-05     	|
on_validation_end                  	|  0.00020626     	|1              	|  0.00020626     	|  5.3495e-05     	|
setup                              	|  3.835e-05      	|2              	|  7.67e-05       	|  1.9893e-05     	|
on_configure_sharded_model         	|  3.6185e-05     	|2              	|  7.2369e-05     	|  1.877e-05      	|
on_fit_end                         	|  5.94e-05       	|1              	|  5.94e-05       	|  1.5406e-05     	|
on_before_accelerator_backend_setup	|  2.4798e-05     	|2              	|  4.9597e-05     	|  1.2863e-05     	|
teardown                           	|  2.3178e-05     	|2              	|  4.6356e-05     	|  1.2023e-05     	|
on_fit_start                       	|  4.0498e-05     	|1              	|  4.0498e-05     	|  1.0504e-05     	|
configure_sharded_model            	|  1.5647e-05     	|2              	|  3.1294e-05     	|  8.1165e-06     	|
on_validation_epoch_end            	|  3.029e-05      	|1              	|  3.029e-05      	|  7.8561e-06     	|
on_val_dataloader                  	|  7.7756e-06     	|2              	|  1.5551e-05     	|  4.0334e-06     	|
configure_callbacks                	|  7.662e-06      	|2              	|  1.5324e-05     	|  3.9744e-06     	|
prepare_data                       	|  7.5027e-06     	|2              	|  1.5005e-05     	|  3.8918e-06     	|
on_pretrain_routine_end            	|  1.391e-05      	|1              	|  1.391e-05      	|  3.6078e-06     	|
on_validation_epoch_start          	|  1.2094e-05     	|1              	|  1.2094e-05     	|  3.1368e-06     	|
on_train_dataloader                	|  8.2087e-06     	|1              	|  8.2087e-06     	|  2.129e-06      	|
