VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  456.5          	|  100 %          	|
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run_training_epoch                 	|  6.6037         	|63             	|  416.03         	|  91.135         	|
run_training_batch                 	|  0.27596        	|1000           	|  275.96         	|  60.452         	|
optimizer_step_with_closure_0      	|  0.27253        	|1000           	|  272.53         	|  59.7           	|
training_step_and_backward         	|  0.20809        	|1000           	|  208.09         	|  45.585         	|
model_forward                      	|  0.10493        	|1000           	|  104.93         	|  22.986         	|
training_step                      	|  0.10472        	|1000           	|  104.72         	|  22.941         	|
backward                           	|  0.10158        	|1000           	|  101.58         	|  22.253         	|
get_train_batch                    	|  0.029758       	|1063           	|  31.633         	|  6.9294         	|
fetch_next_train_batch             	|  0.029733       	|1063           	|  31.606         	|  6.9236         	|
run_validate_evaluation            	|  8.2195         	|1              	|  8.2195         	|  1.8005         	|
evaluation_step_and_end            	|  0.10509        	|48             	|  5.0444         	|  1.105          	|
validation_step                    	|  0.10498        	|48             	|  5.0389         	|  1.1038         	|
on_train_batch_end                 	|  0.0022581      	|1000           	|  2.2581         	|  0.49466        	|
zero_grad                          	|  0.0014975      	|1000           	|  1.4975         	|  0.32804        	|
get_validate_batch                 	|  0.015029       	|49             	|  0.73643        	|  0.16132        	|
fetch_next_validate_batch          	|  0.015004       	|49             	|  0.73521        	|  0.16105        	|
training_batch_to_device           	|  0.00025201     	|1000           	|  0.25201        	|  0.055205       	|
on_train_batch_start               	|  0.00011275     	|1000           	|  0.11275        	|  0.024698       	|
on_train_end                       	|  0.065222       	|1              	|  0.065222       	|  0.014287       	|
on_batch_start                     	|  4.1294e-05     	|1000           	|  0.041294       	|  0.0090458      	|
on_after_backward                  	|  2.6585e-05     	|1000           	|  0.026585       	|  0.0058238      	|
on_pretrain_routine_start          	|  0.026243       	|1              	|  0.026243       	|  0.0057487      	|
training_step_end                  	|  2.4657e-05     	|1000           	|  0.024657       	|  0.0054014      	|
configure_optimizers               	|  0.023397       	|1              	|  0.023397       	|  0.0051252      	|
on_train_epoch_start               	|  0.00033987     	|63             	|  0.021412       	|  0.0046905      	|
on_train_epoch_end                 	|  0.00033844     	|63             	|  0.021322       	|  0.0046708      	|
on_before_zero_grad                	|  1.7987e-05     	|1000           	|  0.017987       	|  0.0039402      	|
on_batch_end                       	|  1.5543e-05     	|1000           	|  0.015543       	|  0.0034048      	|
on_before_optimizer_step           	|  1.4411e-05     	|1000           	|  0.014411       	|  0.0031568      	|
evaluation_batch_to_device         	|  0.00029663     	|48             	|  0.014238       	|  0.003119       	|
on_before_backward                 	|  1.2766e-05     	|1000           	|  0.012766       	|  0.0027965      	|
on_validation_model_eval           	|  0.0090622      	|1              	|  0.0090622      	|  0.0019852      	|
on_validation_batch_end            	|  4.2485e-05     	|48             	|  0.0020393      	|  0.00044672     	|
on_train_start                     	|  0.0011399      	|1              	|  0.0011399      	|  0.00024971     	|
on_validation_start                	|  0.00088324     	|1              	|  0.00088324     	|  0.00019348     	|
on_validation_batch_start          	|  1.7477e-05     	|48             	|  0.0008389      	|  0.00018377     	|
on_epoch_start                     	|  1.2305e-05     	|64             	|  0.00078751     	|  0.00017251     	|
on_epoch_end                       	|  1.1142e-05     	|64             	|  0.00071312     	|  0.00015621     	|
validation_step_end                	|  9.6256e-06     	|48             	|  0.00046203     	|  0.00010121     	|
on_validation_end                  	|  0.00020353     	|1              	|  0.00020353     	|  4.4585e-05     	|
teardown                           	|  3.9564e-05     	|2              	|  7.9129e-05     	|  1.7334e-05     	|
on_fit_end                         	|  5.856e-05      	|1              	|  5.856e-05      	|  1.2828e-05     	|
on_fit_start                       	|  5.5363e-05     	|1              	|  5.5363e-05     	|  1.2128e-05     	|
on_before_accelerator_backend_setup	|  2.6747e-05     	|2              	|  5.3493e-05     	|  1.1718e-05     	|
on_configure_sharded_model         	|  2.6073e-05     	|2              	|  5.2147e-05     	|  1.1423e-05     	|
setup                              	|  2.2607e-05     	|2              	|  4.5214e-05     	|  9.9045e-06     	|
on_validation_epoch_end            	|  3.5504e-05     	|1              	|  3.5504e-05     	|  7.7774e-06     	|
on_validation_epoch_start          	|  2.3913e-05     	|1              	|  2.3913e-05     	|  5.2383e-06     	|
on_val_dataloader                  	|  1.1889e-05     	|2              	|  2.3779e-05     	|  5.2089e-06     	|
configure_sharded_model            	|  8.8839e-06     	|2              	|  1.7768e-05     	|  3.8922e-06     	|
prepare_data                       	|  8.584e-06      	|2              	|  1.7168e-05     	|  3.7608e-06     	|
configure_callbacks                	|  7.893e-06      	|2              	|  1.5786e-05     	|  3.458e-06      	|
on_pretrain_routine_end            	|  1.4033e-05     	|1              	|  1.4033e-05     	|  3.0741e-06     	|
on_train_dataloader                	|  8.1118e-06     	|1              	|  8.1118e-06     	|  1.777e-06      	|
