VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1314.2         	|  100 %          	|
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run_training_epoch                 	|  2.5553         	|500            	|  1277.7         	|  97.219         	|
run_training_batch                 	|  0.28506        	|1000           	|  285.06         	|  21.69          	|
optimizer_step_with_closure_0      	|  0.28152        	|1000           	|  281.52         	|  21.421         	|
training_step_and_backward         	|  0.21482        	|1000           	|  214.82         	|  16.346         	|
get_train_batch                    	|  0.13446        	|1500           	|  201.69         	|  15.347         	|
fetch_next_train_batch             	|  0.13442        	|1500           	|  201.62         	|  15.342         	|
model_forward                      	|  0.113          	|1000           	|  113.0          	|  8.5981         	|
training_step                      	|  0.11276        	|1000           	|  112.76         	|  8.5797         	|
backward                           	|  0.10025        	|1000           	|  100.25         	|  7.6283         	|
run_validate_evaluation            	|  7.4872         	|1              	|  7.4872         	|  0.5697         	|
evaluation_step_and_end            	|  0.10568        	|48             	|  5.0726         	|  0.38598        	|
validation_step                    	|  0.10556        	|48             	|  5.0671         	|  0.38556        	|
on_train_batch_end                 	|  0.0023375      	|1000           	|  2.3375         	|  0.17786        	|
zero_grad                          	|  0.0015308      	|1000           	|  1.5308         	|  0.11648        	|
training_batch_to_device           	|  0.00075375     	|1000           	|  0.75375        	|  0.057353       	|
get_validate_batch                 	|  0.014018       	|49             	|  0.6869         	|  0.052267       	|
fetch_next_validate_batch          	|  0.013995       	|49             	|  0.68577        	|  0.05218        	|
on_train_epoch_start               	|  0.0003376      	|500            	|  0.1688         	|  0.012844       	|
on_train_epoch_end                 	|  0.00033171     	|500            	|  0.16585        	|  0.01262        	|
on_train_batch_start               	|  0.00011343     	|1000           	|  0.11343        	|  0.0086308      	|
on_batch_start                     	|  4.9884e-05     	|1000           	|  0.049884       	|  0.0037957      	|
on_train_end                       	|  0.043742       	|1              	|  0.043742       	|  0.0033283      	|
on_after_backward                  	|  2.7299e-05     	|1000           	|  0.027299       	|  0.0020772      	|
on_before_zero_grad                	|  2.3688e-05     	|1000           	|  0.023688       	|  0.0018025      	|
on_pretrain_routine_start          	|  0.022273       	|1              	|  0.022273       	|  0.0016947      	|
on_before_backward                 	|  1.7089e-05     	|1000           	|  0.017089       	|  0.0013003      	|
on_batch_end                       	|  1.6182e-05     	|1000           	|  0.016182       	|  0.0012313      	|
on_before_optimizer_step           	|  1.6033e-05     	|1000           	|  0.016033       	|  0.0012199      	|
evaluation_batch_to_device         	|  0.00027775     	|48             	|  0.013332       	|  0.0010144      	|
training_step_end                  	|  1.2103e-05     	|1000           	|  0.012103       	|  0.00092094     	|
configure_optimizers               	|  0.010377       	|1              	|  0.010377       	|  0.00078962     	|
on_epoch_end                       	|  1.1724e-05     	|501            	|  0.0058737      	|  0.00044694     	|
on_epoch_start                     	|  1.1177e-05     	|501            	|  0.0055999      	|  0.0004261      	|
on_validation_model_eval           	|  0.003787       	|1              	|  0.003787       	|  0.00028816     	|
on_validation_batch_end            	|  4.0351e-05     	|48             	|  0.0019368      	|  0.00014738     	|
on_train_start                     	|  0.0011201      	|1              	|  0.0011201      	|  8.523e-05      	|
on_validation_batch_start          	|  1.7546e-05     	|48             	|  0.00084221     	|  6.4084e-05     	|
on_validation_start                	|  0.00047354     	|1              	|  0.00047354     	|  3.6032e-05     	|
validation_step_end                	|  9.2159e-06     	|48             	|  0.00044236     	|  3.366e-05      	|
on_validation_end                  	|  0.0002321      	|1              	|  0.0002321      	|  1.7661e-05     	|
on_fit_end                         	|  0.00010416     	|1              	|  0.00010416     	|  7.9259e-06     	|
on_before_accelerator_backend_setup	|  2.7646e-05     	|2              	|  5.5293e-05     	|  4.2072e-06     	|
on_configure_sharded_model         	|  2.2793e-05     	|2              	|  4.5586e-05     	|  3.4687e-06     	|
teardown                           	|  2.2619e-05     	|2              	|  4.5238e-05     	|  3.4422e-06     	|
setup                              	|  2.1015e-05     	|2              	|  4.2031e-05     	|  3.1981e-06     	|
on_fit_start                       	|  3.9592e-05     	|1              	|  3.9592e-05     	|  3.0126e-06     	|
on_validation_epoch_end            	|  3.3053e-05     	|1              	|  3.3053e-05     	|  2.515e-06      	|
configure_callbacks                	|  1.259e-05      	|2              	|  2.5179e-05     	|  1.9159e-06     	|
on_val_dataloader                  	|  9.6848e-06     	|2              	|  1.937e-05      	|  1.4738e-06     	|
prepare_data                       	|  9.2462e-06     	|2              	|  1.8492e-05     	|  1.4071e-06     	|
configure_sharded_model            	|  6.9439e-06     	|2              	|  1.3888e-05     	|  1.0567e-06     	|
on_pretrain_routine_end            	|  1.2299e-05     	|1              	|  1.2299e-05     	|  9.3584e-07     	|
on_validation_epoch_start          	|  1.1122e-05     	|1              	|  1.1122e-05     	|  8.4627e-07     	|
on_train_dataloader                	|  7.1377e-06     	|1              	|  7.1377e-06     	|  5.4311e-07     	|
