VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  499.32         	|  100 %          	|
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run_training_epoch                 	|  2.0915         	|200            	|  418.31         	|  83.776         	|
run_training_batch                 	|  0.34556        	|1000           	|  345.56         	|  69.207         	|
optimizer_step_with_closure_0      	|  0.34286        	|1000           	|  342.86         	|  68.666         	|
training_step_and_backward         	|  0.26608        	|1000           	|  266.08         	|  53.289         	|
model_forward                      	|  0.15813        	|1000           	|  158.13         	|  31.668         	|
training_step                      	|  0.15798        	|1000           	|  157.98         	|  31.639         	|
backward                           	|  0.10659        	|1000           	|  106.59         	|  21.348         	|
run_validate_evaluation            	|  35.75          	|1              	|  35.75          	|  7.1598         	|
evaluation_step_and_end            	|  0.25252        	|139            	|  35.101         	|  7.0297         	|
validation_step                    	|  0.25247        	|139            	|  35.093         	|  7.0282         	|
get_train_batch                    	|  0.016662       	|1200           	|  19.994         	|  4.0043         	|
fetch_next_train_batch             	|  0.016636       	|1200           	|  19.963         	|  3.9981         	|
zero_grad                          	|  0.0013323      	|1000           	|  1.3323         	|  0.26682        	|
on_train_batch_end                 	|  0.001231       	|1000           	|  1.231          	|  0.24654        	|
training_batch_to_device           	|  0.00033974     	|1000           	|  0.33974        	|  0.068041       	|
get_validate_batch                 	|  0.00238        	|140            	|  0.3332         	|  0.066731       	|
fetch_next_validate_batch          	|  0.0023648      	|140            	|  0.33107        	|  0.066305       	|
on_train_batch_start               	|  9.66e-05       	|1000           	|  0.0966         	|  0.019346       	|
on_train_epoch_start               	|  0.0002718      	|200            	|  0.05436        	|  0.010887       	|
on_train_epoch_end                 	|  0.00024297     	|200            	|  0.048594       	|  0.009732       	|
evaluation_batch_to_device         	|  0.00022875     	|139            	|  0.031796       	|  0.0063679      	|
on_train_end                       	|  0.023854       	|1              	|  0.023854       	|  0.0047773      	|
on_batch_start                     	|  2.2913e-05     	|1000           	|  0.022913       	|  0.0045889      	|
on_pretrain_routine_start          	|  0.02271        	|1              	|  0.02271        	|  0.0045481      	|
on_before_zero_grad                	|  1.6533e-05     	|1000           	|  0.016533       	|  0.003311       	|
on_batch_end                       	|  1.3206e-05     	|1000           	|  0.013206       	|  0.0026448      	|
on_after_backward                  	|  1.1582e-05     	|1000           	|  0.011582       	|  0.0023197      	|
on_before_optimizer_step           	|  1.1014e-05     	|1000           	|  0.011014       	|  0.0022059      	|
on_before_backward                 	|  1.0657e-05     	|1000           	|  0.010657       	|  0.0021343      	|
configure_optimizers               	|  0.0084204      	|1              	|  0.0084204      	|  0.0016864      	|
training_step_end                  	|  6.4888e-06     	|1000           	|  0.0064888      	|  0.0012995      	|
on_validation_model_eval           	|  0.0039533      	|1              	|  0.0039533      	|  0.00079174     	|
on_validation_batch_end            	|  2.0097e-05     	|139            	|  0.0027934      	|  0.00055945     	|
on_epoch_start                     	|  1.0744e-05     	|201            	|  0.0021596      	|  0.00043252     	|
on_epoch_end                       	|  1.009e-05      	|201            	|  0.0020281      	|  0.00040617     	|
on_validation_batch_start          	|  1.0151e-05     	|139            	|  0.001411       	|  0.00028258     	|
on_train_start                     	|  0.0007875      	|1              	|  0.0007875      	|  0.00015772     	|
validation_step_end                	|  4.9535e-06     	|139            	|  0.00068853     	|  0.00013789     	|
on_validation_start                	|  0.00031918     	|1              	|  0.00031918     	|  6.3923e-05     	|
on_validation_end                  	|  0.00011828     	|1              	|  0.00011828     	|  2.3689e-05     	|
on_before_accelerator_backend_setup	|  1.7703e-05     	|2              	|  3.5406e-05     	|  7.0909e-06     	|
teardown                           	|  1.5489e-05     	|2              	|  3.0978e-05     	|  6.2041e-06     	|
on_configure_sharded_model         	|  1.3741e-05     	|2              	|  2.7481e-05     	|  5.5037e-06     	|
setup                              	|  1.339e-05      	|2              	|  2.678e-05      	|  5.3633e-06     	|
on_fit_end                         	|  2.1921e-05     	|1              	|  2.1921e-05     	|  4.3902e-06     	|
on_validation_epoch_end            	|  2.0478e-05     	|1              	|  2.0478e-05     	|  4.1012e-06     	|
on_fit_start                       	|  1.642e-05      	|1              	|  1.642e-05      	|  3.2885e-06     	|
prepare_data                       	|  5.846e-06      	|2              	|  1.1692e-05     	|  2.3416e-06     	|
on_val_dataloader                  	|  5.5905e-06     	|2              	|  1.1181e-05     	|  2.2393e-06     	|
on_pretrain_routine_end            	|  1.0048e-05     	|1              	|  1.0048e-05     	|  2.0124e-06     	|
configure_callbacks                	|  4.874e-06      	|2              	|  9.748e-06      	|  1.9523e-06     	|
on_validation_epoch_start          	|  9.708e-06      	|1              	|  9.708e-06      	|  1.9443e-06     	|
configure_sharded_model            	|  4.489e-06      	|2              	|  8.9779e-06     	|  1.798e-06      	|
on_train_dataloader                	|  4.1281e-06     	|1              	|  4.1281e-06     	|  8.2675e-07     	|
