VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  703.17         	|  100 %          	|
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run_training_epoch                 	|  3.8904         	|167            	|  649.69         	|  92.395         	|
run_training_batch                 	|  0.28302        	|1000           	|  283.02         	|  40.249         	|
optimizer_step_with_closure_0      	|  0.27897        	|1000           	|  278.97         	|  39.674         	|
training_step_and_backward         	|  0.21154        	|1000           	|  211.54         	|  30.084         	|
model_forward                      	|  0.11278        	|1000           	|  112.78         	|  16.039         	|
training_step                      	|  0.11259        	|1000           	|  112.59         	|  16.012         	|
backward                           	|  0.097253       	|1000           	|  97.253         	|  13.831         	|
get_train_batch                    	|  0.068154       	|1167           	|  79.536         	|  11.311         	|
fetch_next_train_batch             	|  0.068126       	|1167           	|  79.503         	|  11.306         	|
run_validate_evaluation            	|  16.703         	|1              	|  16.703         	|  2.3754         	|
evaluation_step_and_end            	|  0.10741        	|125            	|  13.426         	|  1.9094         	|
validation_step                    	|  0.10733        	|125            	|  13.416         	|  1.9079         	|
on_train_batch_end                 	|  0.0020857      	|1000           	|  2.0857         	|  0.29661        	|
zero_grad                          	|  0.001476       	|1000           	|  1.476          	|  0.20991        	|
get_validate_batch                 	|  0.0069422      	|126            	|  0.87471        	|  0.1244         	|
fetch_next_validate_batch          	|  0.0069218      	|126            	|  0.87215        	|  0.12403        	|
training_batch_to_device           	|  0.0004405      	|1000           	|  0.4405         	|  0.062645       	|
on_train_batch_start               	|  0.00015699     	|1000           	|  0.15699        	|  0.022327       	|
on_train_epoch_end                 	|  0.00032967     	|167            	|  0.055055       	|  0.0078296      	|
on_train_epoch_start               	|  0.00032948     	|167            	|  0.055023       	|  0.007825       	|
on_train_end                       	|  0.050347       	|1              	|  0.050347       	|  0.0071601      	|
on_batch_start                     	|  2.8538e-05     	|1000           	|  0.028538       	|  0.0040585      	|
evaluation_batch_to_device         	|  0.00022331     	|125            	|  0.027914       	|  0.0039697      	|
on_pretrain_routine_start          	|  0.021351       	|1              	|  0.021351       	|  0.0030364      	|
on_after_backward                  	|  2.1345e-05     	|1000           	|  0.021345       	|  0.0030356      	|
on_before_zero_grad                	|  1.7257e-05     	|1000           	|  0.017257       	|  0.0024542      	|
on_batch_end                       	|  1.5548e-05     	|1000           	|  0.015548       	|  0.0022112      	|
on_before_optimizer_step           	|  1.459e-05      	|1000           	|  0.01459        	|  0.0020749      	|
on_before_backward                 	|  1.2484e-05     	|1000           	|  0.012484       	|  0.0017754      	|
configure_optimizers               	|  0.010491       	|1              	|  0.010491       	|  0.0014919      	|
training_step_end                  	|  7.0651e-06     	|1000           	|  0.0070651      	|  0.0010047      	|
on_validation_model_eval           	|  0.0041936      	|1              	|  0.0041936      	|  0.00059638     	|
on_validation_batch_end            	|  3.1982e-05     	|125            	|  0.0039978      	|  0.00056854     	|
on_epoch_end                       	|  1.1423e-05     	|168            	|  0.0019191      	|  0.00027292     	|
on_validation_batch_start          	|  1.4546e-05     	|125            	|  0.0018182      	|  0.00025857     	|
on_epoch_start                     	|  1.0597e-05     	|168            	|  0.0017802      	|  0.00025317     	|
on_train_start                     	|  0.0017304      	|1              	|  0.0017304      	|  0.00024608     	|
validation_step_end                	|  7.1985e-06     	|125            	|  0.00089981     	|  0.00012797     	|
on_validation_start                	|  0.00066962     	|1              	|  0.00066962     	|  9.5229e-05     	|
on_validation_end                  	|  0.0001558      	|1              	|  0.0001558      	|  2.2156e-05     	|
on_before_accelerator_backend_setup	|  2.708e-05      	|2              	|  5.416e-05      	|  7.7023e-06     	|
setup                              	|  2.4923e-05     	|2              	|  4.9846e-05     	|  7.0888e-06     	|
on_configure_sharded_model         	|  2.1712e-05     	|2              	|  4.3424e-05     	|  6.1755e-06     	|
on_fit_start                       	|  4.233e-05      	|1              	|  4.233e-05      	|  6.02e-06       	|
teardown                           	|  2.0523e-05     	|2              	|  4.1045e-05     	|  5.8372e-06     	|
on_validation_epoch_end            	|  2.9908e-05     	|1              	|  2.9908e-05     	|  4.2534e-06     	|
on_val_dataloader                  	|  1.2747e-05     	|2              	|  2.5494e-05     	|  3.6256e-06     	|
on_fit_end                         	|  2.438e-05      	|1              	|  2.438e-05      	|  3.4672e-06     	|
configure_callbacks                	|  9.52e-06       	|2              	|  1.904e-05      	|  2.7077e-06     	|
prepare_data                       	|  7.7868e-06     	|2              	|  1.5574e-05     	|  2.2148e-06     	|
configure_sharded_model            	|  7.7458e-06     	|2              	|  1.5492e-05     	|  2.2031e-06     	|
on_pretrain_routine_end            	|  1.3229e-05     	|1              	|  1.3229e-05     	|  1.8813e-06     	|
on_validation_epoch_start          	|  1.1588e-05     	|1              	|  1.1588e-05     	|  1.6479e-06     	|
on_train_dataloader                	|  7.1656e-06     	|1              	|  7.1656e-06     	|  1.019e-06      	|
