VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  570.74         	|  100 %          	|
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run_training_epoch                 	|  0.91477        	|500            	|  457.39         	|  80.139         	|
run_training_batch                 	|  0.30704        	|1000           	|  307.04         	|  53.796         	|
optimizer_step_with_closure_0      	|  0.30438        	|1000           	|  304.38         	|  53.33          	|
training_step_and_backward         	|  0.22833        	|1000           	|  228.33         	|  40.006         	|
model_forward                      	|  0.14204        	|1000           	|  142.04         	|  24.887         	|
training_step                      	|  0.14187        	|1000           	|  141.87         	|  24.857         	|
backward                           	|  0.084903       	|1000           	|  84.903         	|  14.876         	|
run_validate_evaluation            	|  70.404         	|1              	|  70.404         	|  12.335         	|
evaluation_step_and_end            	|  0.21988        	|313            	|  68.822         	|  12.058         	|
validation_step                    	|  0.21983        	|313            	|  68.806         	|  12.055         	|
get_train_batch                    	|  0.028684       	|1500           	|  43.026         	|  7.5386         	|
fetch_next_train_batch             	|  0.028651       	|1500           	|  42.976         	|  7.5298         	|
zero_grad                          	|  0.001356       	|1000           	|  1.356          	|  0.23758        	|
on_train_batch_end                 	|  0.0012969      	|1000           	|  1.2969         	|  0.22723        	|
training_batch_to_device           	|  0.00059682     	|1000           	|  0.59682        	|  0.10457        	|
get_validate_batch                 	|  0.001812       	|314            	|  0.56896        	|  0.099688       	|
fetch_next_validate_batch          	|  0.001797       	|314            	|  0.56426        	|  0.098865       	|
on_train_epoch_start               	|  0.00027689     	|500            	|  0.13844        	|  0.024257       	|
on_train_epoch_end                 	|  0.00026595     	|500            	|  0.13297        	|  0.023298       	|
on_train_batch_start               	|  0.00010553     	|1000           	|  0.10553        	|  0.01849        	|
evaluation_batch_to_device         	|  0.00022771     	|313            	|  0.071272       	|  0.012488       	|
on_batch_start                     	|  3.5381e-05     	|1000           	|  0.035381       	|  0.0061991      	|
on_train_end                       	|  0.02399        	|1              	|  0.02399        	|  0.0042032      	|
on_pretrain_routine_start          	|  0.022907       	|1              	|  0.022907       	|  0.0040135      	|
on_before_zero_grad                	|  2.0205e-05     	|1000           	|  0.020205       	|  0.0035401      	|
on_batch_end                       	|  1.3467e-05     	|1000           	|  0.013467       	|  0.0023596      	|
on_before_optimizer_step           	|  1.1776e-05     	|1000           	|  0.011776       	|  0.0020633      	|
on_after_backward                  	|  1.1162e-05     	|1000           	|  0.011162       	|  0.0019557      	|
on_before_backward                 	|  1.1143e-05     	|1000           	|  0.011143       	|  0.0019524      	|
configure_optimizers               	|  0.0089406      	|1              	|  0.0089406      	|  0.0015665      	|
training_step_end                  	|  7.8625e-06     	|1000           	|  0.0078625      	|  0.0013776      	|
on_validation_batch_end            	|  2.0402e-05     	|313            	|  0.0063857      	|  0.0011188      	|
on_epoch_start                     	|  1.084e-05      	|501            	|  0.0054307      	|  0.00095152     	|
on_epoch_end                       	|  1.0407e-05     	|501            	|  0.0052139      	|  0.00091352     	|
on_validation_model_eval           	|  0.004111       	|1              	|  0.004111       	|  0.00072029     	|
on_validation_batch_start          	|  1.0254e-05     	|313            	|  0.0032096      	|  0.00056235     	|
validation_step_end                	|  5.2516e-06     	|313            	|  0.0016437      	|  0.000288       	|
on_train_start                     	|  0.00074659     	|1              	|  0.00074659     	|  0.00013081     	|
on_validation_start                	|  0.00034223     	|1              	|  0.00034223     	|  5.9962e-05     	|
on_validation_end                  	|  0.00010801     	|1              	|  0.00010801     	|  1.8925e-05     	|
on_before_accelerator_backend_setup	|  1.8866e-05     	|2              	|  3.7731e-05     	|  6.6108e-06     	|
teardown                           	|  1.596e-05      	|2              	|  3.192e-05      	|  5.5927e-06     	|
setup                              	|  1.5614e-05     	|2              	|  3.1229e-05     	|  5.4716e-06     	|
on_validation_epoch_end            	|  3.0698e-05     	|1              	|  3.0698e-05     	|  5.3786e-06     	|
on_configure_sharded_model         	|  1.4312e-05     	|2              	|  2.8623e-05     	|  5.015e-06      	|
on_fit_end                         	|  2.3284e-05     	|1              	|  2.3284e-05     	|  4.0796e-06     	|
on_fit_start                       	|  1.6952e-05     	|1              	|  1.6952e-05     	|  2.9702e-06     	|
prepare_data                       	|  6.1265e-06     	|2              	|  1.2253e-05     	|  2.1469e-06     	|
on_val_dataloader                  	|  5.9659e-06     	|2              	|  1.1932e-05     	|  2.0906e-06     	|
configure_sharded_model            	|  5.5199e-06     	|2              	|  1.104e-05      	|  1.9343e-06     	|
on_pretrain_routine_end            	|  1.0239e-05     	|1              	|  1.0239e-05     	|  1.794e-06      	|
configure_callbacks                	|  4.849e-06      	|2              	|  9.698e-06      	|  1.6992e-06     	|
on_validation_epoch_start          	|  9.3579e-06     	|1              	|  9.3579e-06     	|  1.6396e-06     	|
on_train_dataloader                	|  4.488e-06      	|1              	|  4.488e-06      	|  7.8635e-07     	|
