VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1305.2         	|  100 %          	|
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run_training_epoch                 	|  2.494          	|500            	|  1247.0         	|  95.545         	|
run_training_batch                 	|  0.24668        	|1000           	|  246.68         	|  18.9           	|
optimizer_step_with_closure_0      	|  0.24451        	|1000           	|  244.51         	|  18.734         	|
get_train_batch                    	|  0.13117        	|1500           	|  196.75         	|  15.075         	|
fetch_next_train_batch             	|  0.13113        	|1500           	|  196.7          	|  15.071         	|
training_step_and_backward         	|  0.18349        	|1000           	|  183.49         	|  14.059         	|
model_forward                      	|  0.097302       	|1000           	|  97.302         	|  7.4551         	|
training_step                      	|  0.097096       	|1000           	|  97.096         	|  7.4394         	|
backward                           	|  0.084776       	|1000           	|  84.776         	|  6.4954         	|
run_validate_evaluation            	|  30.247         	|1              	|  30.247         	|  2.3175         	|
evaluation_step_and_end            	|  0.083143       	|313            	|  26.024         	|  1.9939         	|
validation_step                    	|  0.083077       	|313            	|  26.003         	|  1.9923         	|
on_train_batch_end                 	|  0.0017352      	|1000           	|  1.7352         	|  0.13295        	|
zero_grad                          	|  0.001377       	|1000           	|  1.377          	|  0.1055         	|
get_validate_batch                 	|  0.0032696      	|314            	|  1.0267         	|  0.078661       	|
fetch_next_validate_batch          	|  0.0032528      	|314            	|  1.0214         	|  0.078257       	|
training_batch_to_device           	|  0.00065134     	|1000           	|  0.65134        	|  0.049905       	|
on_train_epoch_end                 	|  0.00031344     	|500            	|  0.15672        	|  0.012008       	|
on_train_epoch_start               	|  0.0003094      	|500            	|  0.1547         	|  0.011853       	|
on_train_batch_start               	|  0.00011352     	|1000           	|  0.11352        	|  0.0086974      	|
evaluation_batch_to_device         	|  0.00020068     	|313            	|  0.062812       	|  0.0048126      	|
on_batch_start                     	|  4.7723e-05     	|1000           	|  0.047723       	|  0.0036565      	|
on_train_end                       	|  0.041422       	|1              	|  0.041422       	|  0.0031737      	|
on_before_zero_grad                	|  3.6816e-05     	|1000           	|  0.036816       	|  0.0028208      	|
on_pretrain_routine_start          	|  0.021591       	|1              	|  0.021591       	|  0.0016543      	|
on_after_backward                  	|  1.9914e-05     	|1000           	|  0.019914       	|  0.0015258      	|
on_batch_end                       	|  1.65e-05       	|1000           	|  0.0165         	|  0.0012642      	|
on_before_backward                 	|  1.3034e-05     	|1000           	|  0.013034       	|  0.00099866     	|
on_before_optimizer_step           	|  1.2617e-05     	|1000           	|  0.012617       	|  0.00096672     	|
configure_optimizers               	|  0.010154       	|1              	|  0.010154       	|  0.00077801     	|
training_step_end                  	|  8.4352e-06     	|1000           	|  0.0084352      	|  0.0006463      	|
on_validation_batch_end            	|  2.4191e-05     	|313            	|  0.0075719      	|  0.00058015     	|
on_epoch_end                       	|  1.1207e-05     	|501            	|  0.0056146      	|  0.00043019     	|
on_epoch_start                     	|  1.0528e-05     	|501            	|  0.0052743      	|  0.00040411     	|
on_validation_model_eval           	|  0.003924       	|1              	|  0.003924       	|  0.00030066     	|
on_validation_batch_start          	|  1.1688e-05     	|313            	|  0.0036583      	|  0.00028029     	|
validation_step_end                	|  5.8368e-06     	|313            	|  0.0018269      	|  0.00013998     	|
on_train_start                     	|  0.00099577     	|1              	|  0.00099577     	|  7.6295e-05     	|
on_validation_start                	|  0.00046094     	|1              	|  0.00046094     	|  3.5317e-05     	|
on_validation_end                  	|  0.00012679     	|1              	|  0.00012679     	|  9.7142e-06     	|
on_fit_end                         	|  5.9197e-05     	|1              	|  5.9197e-05     	|  4.5356e-06     	|
setup                              	|  2.6704e-05     	|2              	|  5.3408e-05     	|  4.092e-06      	|
on_fit_start                       	|  4.9844e-05     	|1              	|  4.9844e-05     	|  3.819e-06      	|
teardown                           	|  2.2916e-05     	|2              	|  4.5832e-05     	|  3.5116e-06     	|
on_before_accelerator_backend_setup	|  2.2717e-05     	|2              	|  4.5434e-05     	|  3.4811e-06     	|
on_configure_sharded_model         	|  2.1992e-05     	|2              	|  4.3985e-05     	|  3.37e-06       	|
on_validation_epoch_end            	|  3.3149e-05     	|1              	|  3.3149e-05     	|  2.5399e-06     	|
on_val_dataloader                  	|  8.5197e-06     	|2              	|  1.7039e-05     	|  1.3055e-06     	|
on_pretrain_routine_end            	|  1.5868e-05     	|1              	|  1.5868e-05     	|  1.2158e-06     	|
configure_callbacks                	|  7.8483e-06     	|2              	|  1.5697e-05     	|  1.2026e-06     	|
prepare_data                       	|  7.3472e-06     	|2              	|  1.4694e-05     	|  1.1259e-06     	|
configure_sharded_model            	|  6.5891e-06     	|2              	|  1.3178e-05     	|  1.0097e-06     	|
on_validation_epoch_start          	|  9.1419e-06     	|1              	|  9.1419e-06     	|  7.0044e-07     	|
on_train_dataloader                	|  6.3982e-06     	|1              	|  6.3982e-06     	|  4.9022e-07     	|
