VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  632.41         	|  100 %          	|
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run_training_epoch                 	|  1.0383         	|500            	|  519.14         	|  82.089         	|
run_training_batch                 	|  0.36829        	|1000           	|  368.29         	|  58.236         	|
optimizer_step_with_closure_0      	|  0.36556        	|1000           	|  365.56         	|  57.804         	|
training_step_and_backward         	|  0.27594        	|1000           	|  275.94         	|  43.633         	|
model_forward                      	|  0.16933        	|1000           	|  169.33         	|  26.776         	|
training_step                      	|  0.16917        	|1000           	|  169.17         	|  26.75          	|
backward                           	|  0.10525        	|1000           	|  105.25         	|  16.642         	|
run_validate_evaluation            	|  70.305         	|1              	|  70.305         	|  11.117         	|
evaluation_step_and_end            	|  0.21956        	|313            	|  68.723         	|  10.867         	|
validation_step                    	|  0.21951        	|313            	|  68.707         	|  10.864         	|
get_train_batch                    	|  0.028876       	|1500           	|  43.314         	|  6.8491         	|
fetch_next_train_batch             	|  0.028843       	|1500           	|  43.264         	|  6.8412         	|
on_train_batch_end                 	|  0.0013281      	|1000           	|  1.3281         	|  0.21001        	|
zero_grad                          	|  0.0013278      	|1000           	|  1.3278         	|  0.20995        	|
training_batch_to_device           	|  0.00059996     	|1000           	|  0.59996        	|  0.094869       	|
get_validate_batch                 	|  0.0018636      	|314            	|  0.58518        	|  0.092532       	|
fetch_next_validate_batch          	|  0.0018498      	|314            	|  0.58083        	|  0.091844       	|
on_train_epoch_start               	|  0.00027653     	|500            	|  0.13826        	|  0.021863       	|
on_train_epoch_end                 	|  0.0002651      	|500            	|  0.13255        	|  0.02096        	|
on_train_batch_start               	|  0.00010685     	|1000           	|  0.10685        	|  0.016895       	|
evaluation_batch_to_device         	|  0.0002265      	|313            	|  0.070895       	|  0.01121        	|
on_batch_start                     	|  3.6248e-05     	|1000           	|  0.036248       	|  0.0057318      	|
on_train_end                       	|  0.024214       	|1              	|  0.024214       	|  0.0038289      	|
on_pretrain_routine_start          	|  0.022824       	|1              	|  0.022824       	|  0.003609       	|
on_before_zero_grad                	|  2.0879e-05     	|1000           	|  0.020879       	|  0.0033016      	|
on_batch_end                       	|  1.3797e-05     	|1000           	|  0.013797       	|  0.0021817      	|
on_before_optimizer_step           	|  1.2234e-05     	|1000           	|  0.012234       	|  0.0019346      	|
on_before_backward                 	|  1.1308e-05     	|1000           	|  0.011308       	|  0.0017881      	|
on_after_backward                  	|  1.1075e-05     	|1000           	|  0.011075       	|  0.0017512      	|
configure_optimizers               	|  0.0086846      	|1              	|  0.0086846      	|  0.0013733      	|
training_step_end                  	|  7.7732e-06     	|1000           	|  0.0077732      	|  0.0012291      	|
on_validation_batch_end            	|  1.8895e-05     	|313            	|  0.0059142      	|  0.00093519     	|
on_epoch_start                     	|  1.1281e-05     	|501            	|  0.0056518      	|  0.0008937      	|
on_epoch_end                       	|  1.0284e-05     	|501            	|  0.0051524      	|  0.00081472     	|
on_validation_model_eval           	|  0.0040567      	|1              	|  0.0040567      	|  0.00064146     	|
on_validation_batch_start          	|  9.9071e-06     	|313            	|  0.0031009      	|  0.00049034     	|
validation_step_end                	|  5.0379e-06     	|313            	|  0.0015769      	|  0.00024934     	|
on_train_start                     	|  0.00074038     	|1              	|  0.00074038     	|  0.00011707     	|
on_validation_start                	|  0.00032728     	|1              	|  0.00032728     	|  5.1752e-05     	|
on_validation_end                  	|  0.00010896     	|1              	|  0.00010896     	|  1.723e-05      	|
on_before_accelerator_backend_setup	|  1.7673e-05     	|2              	|  3.5346e-05     	|  5.5891e-06     	|
teardown                           	|  1.6682e-05     	|2              	|  3.3363e-05     	|  5.2756e-06     	|
on_validation_epoch_end            	|  3.0627e-05     	|1              	|  3.0627e-05     	|  4.8429e-06     	|
setup                              	|  1.4016e-05     	|2              	|  2.8032e-05     	|  4.4326e-06     	|
on_configure_sharded_model         	|  1.3625e-05     	|2              	|  2.7251e-05     	|  4.3091e-06     	|
on_fit_end                         	|  2.1821e-05     	|1              	|  2.1821e-05     	|  3.4505e-06     	|
on_fit_start                       	|  1.583e-05      	|1              	|  1.583e-05      	|  2.5031e-06     	|
on_val_dataloader                  	|  5.906e-06      	|2              	|  1.1812e-05     	|  1.8678e-06     	|
prepare_data                       	|  5.901e-06      	|2              	|  1.1802e-05     	|  1.8662e-06     	|
on_validation_epoch_start          	|  1.0009e-05     	|1              	|  1.0009e-05     	|  1.5827e-06     	|
on_pretrain_routine_end            	|  9.9191e-06     	|1              	|  9.9191e-06     	|  1.5685e-06     	|
configure_sharded_model            	|  4.7835e-06     	|2              	|  9.567e-06      	|  1.5128e-06     	|
configure_callbacks                	|  4.749e-06      	|2              	|  9.4981e-06     	|  1.5019e-06     	|
on_train_dataloader                	|  4.018e-06      	|1              	|  4.018e-06      	|  6.3534e-07     	|
