VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  450.23         	|  100 %          	|
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run_training_epoch                 	|  14.809         	|25             	|  370.22         	|  82.23          	|
run_training_batch                 	|  0.35764        	|1000           	|  357.64         	|  79.436         	|
optimizer_step_with_closure_0      	|  0.35486        	|1000           	|  354.86         	|  78.817         	|
training_step_and_backward         	|  0.27631        	|1000           	|  276.31         	|  61.371         	|
model_forward                      	|  0.16323        	|1000           	|  163.23         	|  36.255         	|
training_step                      	|  0.16309        	|1000           	|  163.09         	|  36.224         	|
backward                           	|  0.11175        	|1000           	|  111.75         	|  24.82          	|
run_validate_evaluation            	|  35.964         	|1              	|  35.964         	|  7.9879         	|
evaluation_step_and_end            	|  0.25404        	|139            	|  35.312         	|  7.8431         	|
validation_step                    	|  0.25399        	|139            	|  35.304         	|  7.8414         	|
get_train_batch                    	|  0.004193       	|1025           	|  4.2978         	|  0.95459        	|
fetch_next_train_batch             	|  0.0041736      	|1025           	|  4.278          	|  0.95018        	|
zero_grad                          	|  0.0013053      	|1000           	|  1.3053         	|  0.28992        	|
on_train_batch_end                 	|  0.0012089      	|1000           	|  1.2089         	|  0.2685         	|
get_validate_batch                 	|  0.0024029      	|140            	|  0.3364         	|  0.074717       	|
fetch_next_validate_batch          	|  0.002388       	|140            	|  0.33432        	|  0.074255       	|
training_batch_to_device           	|  0.00024021     	|1000           	|  0.24021        	|  0.053354       	|
on_train_batch_start               	|  9.1885e-05     	|1000           	|  0.091885       	|  0.020408       	|
evaluation_batch_to_device         	|  0.0002285      	|139            	|  0.031762       	|  0.0070546      	|
on_train_end                       	|  0.023653       	|1              	|  0.023653       	|  0.0052535      	|
on_pretrain_routine_start          	|  0.022968       	|1              	|  0.022968       	|  0.0051015      	|
on_batch_start                     	|  1.5383e-05     	|1000           	|  0.015383       	|  0.0034167      	|
on_before_zero_grad                	|  1.3683e-05     	|1000           	|  0.013683       	|  0.0030392      	|
on_batch_end                       	|  1.3213e-05     	|1000           	|  0.013213       	|  0.0029348      	|
on_after_backward                  	|  1.1905e-05     	|1000           	|  0.011905       	|  0.0026443      	|
on_before_backward                 	|  1.0952e-05     	|1000           	|  0.010952       	|  0.0024325      	|
on_before_optimizer_step           	|  1.0335e-05     	|1000           	|  0.010335       	|  0.0022956      	|
configure_optimizers               	|  0.0082834      	|1              	|  0.0082834      	|  0.0018398      	|
on_train_epoch_end                 	|  0.00030746     	|25             	|  0.0076865      	|  0.0017072      	|
on_train_epoch_start               	|  0.00028377     	|25             	|  0.0070942      	|  0.0015757      	|
training_step_end                  	|  6.3829e-06     	|1000           	|  0.0063829      	|  0.0014177      	|
on_validation_model_eval           	|  0.0045133      	|1              	|  0.0045133      	|  0.0010024      	|
on_validation_batch_end            	|  2.0138e-05     	|139            	|  0.0027992      	|  0.00062173     	|
on_validation_batch_start          	|  1.0562e-05     	|139            	|  0.0014681      	|  0.00032609     	|
validation_step_end                	|  5.1666e-06     	|139            	|  0.00071816     	|  0.00015951     	|
on_train_start                     	|  0.00068427     	|1              	|  0.00068427     	|  0.00015198     	|
on_validation_start                	|  0.00031742     	|1              	|  0.00031742     	|  7.0503e-05     	|
on_epoch_end                       	|  1.0811e-05     	|26             	|  0.00028107     	|  6.2429e-05     	|
on_epoch_start                     	|  1.0604e-05     	|26             	|  0.0002757      	|  6.1235e-05     	|
on_validation_end                  	|  0.00011146     	|1              	|  0.00011146     	|  2.4756e-05     	|
on_before_accelerator_backend_setup	|  1.9752e-05     	|2              	|  3.9505e-05     	|  8.7744e-06     	|
teardown                           	|  1.586e-05      	|2              	|  3.172e-05      	|  7.0453e-06     	|
on_configure_sharded_model         	|  1.5745e-05     	|2              	|  3.1489e-05     	|  6.994e-06      	|
setup                              	|  1.3921e-05     	|2              	|  2.7842e-05     	|  6.184e-06      	|
on_fit_end                         	|  2.2232e-05     	|1              	|  2.2232e-05     	|  4.9379e-06     	|
on_validation_epoch_end            	|  1.8204e-05     	|1              	|  1.8204e-05     	|  4.0433e-06     	|
on_fit_start                       	|  1.6831e-05     	|1              	|  1.6831e-05     	|  3.7383e-06     	|
on_val_dataloader                  	|  6.6225e-06     	|2              	|  1.3245e-05     	|  2.9418e-06     	|
prepare_data                       	|  5.701e-06      	|2              	|  1.1402e-05     	|  2.5325e-06     	|
on_pretrain_routine_end            	|  1.047e-05      	|1              	|  1.047e-05      	|  2.3255e-06     	|
configure_callbacks                	|  5.2145e-06     	|2              	|  1.0429e-05     	|  2.3164e-06     	|
on_validation_epoch_start          	|  9.688e-06      	|1              	|  9.688e-06      	|  2.1518e-06     	|
configure_sharded_model            	|  4.574e-06      	|2              	|  9.148e-06      	|  2.0319e-06     	|
on_train_dataloader                	|  4.3779e-06     	|1              	|  4.3779e-06     	|  9.7237e-07     	|
