VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  375.33         	|  100 %          	|
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run_training_epoch                 	|  13.07          	|25             	|  326.75         	|  87.057         	|
run_training_batch                 	|  0.27762        	|1000           	|  277.62         	|  73.967         	|
optimizer_step_with_closure_0      	|  0.27429        	|1000           	|  274.29         	|  73.081         	|
training_step_and_backward         	|  0.20966        	|1000           	|  209.66         	|  55.861         	|
model_forward                      	|  0.10481        	|1000           	|  104.81         	|  27.924         	|
training_step                      	|  0.10462        	|1000           	|  104.62         	|  27.873         	|
backward                           	|  0.10328        	|1000           	|  103.28         	|  27.516         	|
run_validate_evaluation            	|  16.538         	|1              	|  16.538         	|  4.4061         	|
evaluation_step_and_end            	|  0.10236        	|139            	|  14.228         	|  3.7909         	|
validation_step                    	|  0.10225        	|139            	|  14.212         	|  3.7866         	|
get_train_batch                    	|  0.0093073      	|1025           	|  9.54           	|  2.5418         	|
fetch_next_train_batch             	|  0.0092843      	|1025           	|  9.5164         	|  2.5355         	|
on_train_batch_end                 	|  0.0021535      	|1000           	|  2.1535         	|  0.57376        	|
zero_grad                          	|  0.001545       	|1000           	|  1.545          	|  0.41165        	|
get_validate_batch                 	|  0.0042577      	|140            	|  0.59608        	|  0.15882        	|
fetch_next_validate_batch          	|  0.0042327      	|140            	|  0.59258        	|  0.15788        	|
training_batch_to_device           	|  0.00025557     	|1000           	|  0.25557        	|  0.068092       	|
on_train_batch_start               	|  0.00012469     	|1000           	|  0.12469        	|  0.033221       	|
on_train_end                       	|  0.041483       	|1              	|  0.041483       	|  0.011052       	|
evaluation_batch_to_device         	|  0.00026135     	|139            	|  0.036328       	|  0.0096788      	|
on_after_backward                  	|  2.6364e-05     	|1000           	|  0.026364       	|  0.0070243      	|
on_pretrain_routine_start          	|  0.022714       	|1              	|  0.022714       	|  0.0060519      	|
on_batch_start                     	|  2.0511e-05     	|1000           	|  0.020511       	|  0.0054647      	|
on_batch_end                       	|  1.9113e-05     	|1000           	|  0.019113       	|  0.0050924      	|
on_before_zero_grad                	|  1.8233e-05     	|1000           	|  0.018233       	|  0.0048578      	|
on_before_backward                 	|  1.3789e-05     	|1000           	|  0.013789       	|  0.0036738      	|
on_before_optimizer_step           	|  1.3268e-05     	|1000           	|  0.013268       	|  0.0035352      	|
configure_optimizers               	|  0.012544       	|1              	|  0.012544       	|  0.003342       	|
on_train_epoch_start               	|  0.00037752     	|25             	|  0.009438       	|  0.0025146      	|
on_train_epoch_end                 	|  0.00036802     	|25             	|  0.0092006      	|  0.0024513      	|
training_step_end                  	|  7.3827e-06     	|1000           	|  0.0073827      	|  0.001967       	|
on_validation_batch_end            	|  3.8836e-05     	|139            	|  0.0053982      	|  0.0014383      	|
on_validation_model_eval           	|  0.003997       	|1              	|  0.003997       	|  0.0010649      	|
on_validation_batch_start          	|  1.7238e-05     	|139            	|  0.0023961      	|  0.00063841     	|
on_train_start                     	|  0.0012979      	|1              	|  0.0012979      	|  0.00034581     	|
validation_step_end                	|  9.317e-06      	|139            	|  0.0012951      	|  0.00034505     	|
on_validation_start                	|  0.00041136     	|1              	|  0.00041136     	|  0.0001096      	|
on_epoch_end                       	|  1.1879e-05     	|26             	|  0.00030885     	|  8.2287e-05     	|
on_epoch_start                     	|  1.1212e-05     	|26             	|  0.00029152     	|  7.7672e-05     	|
on_validation_end                  	|  0.00017894     	|1              	|  0.00017894     	|  4.7677e-05     	|
on_fit_start                       	|  0.00013359     	|1              	|  0.00013359     	|  3.5591e-05     	|
teardown                           	|  3.4679e-05     	|2              	|  6.9357e-05     	|  1.8479e-05     	|
setup                              	|  3.1262e-05     	|2              	|  6.2523e-05     	|  1.6658e-05     	|
on_configure_sharded_model         	|  2.5259e-05     	|2              	|  5.0519e-05     	|  1.346e-05      	|
on_before_accelerator_backend_setup	|  2.1985e-05     	|2              	|  4.397e-05      	|  1.1715e-05     	|
on_validation_epoch_end            	|  3.4813e-05     	|1              	|  3.4813e-05     	|  9.2753e-06     	|
on_fit_end                         	|  3.1613e-05     	|1              	|  3.1613e-05     	|  8.4227e-06     	|
configure_sharded_model            	|  9.2508e-06     	|2              	|  1.8502e-05     	|  4.9294e-06     	|
prepare_data                       	|  8.0299e-06     	|2              	|  1.606e-05      	|  4.2788e-06     	|
on_val_dataloader                  	|  7.4683e-06     	|2              	|  1.4937e-05     	|  3.9796e-06     	|
configure_callbacks                	|  6.455e-06      	|2              	|  1.291e-05      	|  3.4396e-06     	|
on_pretrain_routine_end            	|  1.2796e-05     	|1              	|  1.2796e-05     	|  3.4094e-06     	|
on_train_dataloader                	|  1.0541e-05     	|1              	|  1.0541e-05     	|  2.8084e-06     	|
on_validation_epoch_start          	|  1.0379e-05     	|1              	|  1.0379e-05     	|  2.7652e-06     	|
