VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  424.47         	|  100 %          	|
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run_training_epoch                 	|  5.7942         	|63             	|  365.04         	|  85.997         	|
run_training_batch                 	|  0.23128        	|1000           	|  231.28         	|  54.486         	|
optimizer_step_with_closure_0      	|  0.22945        	|1000           	|  229.45         	|  54.054         	|
training_step_and_backward         	|  0.17035        	|1000           	|  170.35         	|  40.131         	|
model_forward                      	|  0.08524        	|1000           	|  85.24          	|  20.081         	|
training_step                      	|  0.085087       	|1000           	|  85.087         	|  20.045         	|
backward                           	|  0.083768       	|1000           	|  83.768         	|  19.735         	|
get_train_batch                    	|  0.028548       	|1063           	|  30.347         	|  7.1493         	|
fetch_next_train_batch             	|  0.028527       	|1063           	|  30.324         	|  7.1439         	|
run_validate_evaluation            	|  30.207         	|1              	|  30.207         	|  7.1164         	|
evaluation_step_and_end            	|  0.083374       	|313            	|  26.096         	|  6.1479         	|
validation_step                    	|  0.083312       	|313            	|  26.077         	|  6.1433         	|
on_train_batch_end                 	|  0.0014543      	|1000           	|  1.4543         	|  0.34261        	|
zero_grad                          	|  0.0013101      	|1000           	|  1.3101         	|  0.30863        	|
get_validate_batch                 	|  0.0035461      	|314            	|  1.1135         	|  0.26232        	|
fetch_next_validate_batch          	|  0.0035298      	|314            	|  1.1084         	|  0.26111        	|
training_batch_to_device           	|  0.0002267      	|1000           	|  0.2267         	|  0.053407       	|
on_train_batch_start               	|  9.1848e-05     	|1000           	|  0.091848       	|  0.021638       	|
evaluation_batch_to_device         	|  0.00018685     	|313            	|  0.058483       	|  0.013778       	|
on_train_end                       	|  0.054126       	|1              	|  0.054126       	|  0.012751       	|
on_before_zero_grad                	|  2.9996e-05     	|1000           	|  0.029996       	|  0.0070666      	|
on_pretrain_routine_start          	|  0.02408        	|1              	|  0.02408        	|  0.005673       	|
on_train_epoch_end                 	|  0.0003341      	|63             	|  0.021048       	|  0.0049586      	|
on_train_epoch_start               	|  0.00032802     	|63             	|  0.020665       	|  0.0048684      	|
on_batch_start                     	|  1.8969e-05     	|1000           	|  0.018969       	|  0.0044688      	|
on_after_backward                  	|  1.5659e-05     	|1000           	|  0.015659       	|  0.0036891      	|
on_batch_end                       	|  1.3682e-05     	|1000           	|  0.013682       	|  0.0032234      	|
on_before_backward                 	|  1.1447e-05     	|1000           	|  0.011447       	|  0.0026967      	|
configure_optimizers               	|  0.010951       	|1              	|  0.010951       	|  0.0025799      	|
on_before_optimizer_step           	|  1.0933e-05     	|1000           	|  0.010933       	|  0.0025757      	|
on_validation_batch_end            	|  2.3404e-05     	|313            	|  0.0073256      	|  0.0017258      	|
training_step_end                  	|  5.993e-06      	|1000           	|  0.005993       	|  0.0014119      	|
on_validation_model_eval           	|  0.0038337      	|1              	|  0.0038337      	|  0.00090316     	|
on_validation_batch_start          	|  1.1623e-05     	|313            	|  0.0036379      	|  0.00085704     	|
validation_step_end                	|  5.5042e-06     	|313            	|  0.0017228      	|  0.00040587     	|
on_train_start                     	|  0.0012224      	|1              	|  0.0012224      	|  0.00028798     	|
on_epoch_start                     	|  1.1018e-05     	|64             	|  0.00070515     	|  0.00016612     	|
on_epoch_end                       	|  1.0469e-05     	|64             	|  0.00067004     	|  0.00015785     	|
on_validation_start                	|  0.0003947      	|1              	|  0.0003947      	|  9.2985e-05     	|
on_validation_end                  	|  0.00016218     	|1              	|  0.00016218     	|  3.8207e-05     	|
on_configure_sharded_model         	|  2.2356e-05     	|2              	|  4.4713e-05     	|  1.0534e-05     	|
on_validation_epoch_end            	|  4.3632e-05     	|1              	|  4.3632e-05     	|  1.0279e-05     	|
on_fit_start                       	|  4.3456e-05     	|1              	|  4.3456e-05     	|  1.0237e-05     	|
teardown                           	|  2.1573e-05     	|2              	|  4.3146e-05     	|  1.0165e-05     	|
on_before_accelerator_backend_setup	|  2.1464e-05     	|2              	|  4.2928e-05     	|  1.0113e-05     	|
setup                              	|  2.104e-05      	|2              	|  4.2081e-05     	|  9.9136e-06     	|
on_fit_end                         	|  3.3254e-05     	|1              	|  3.3254e-05     	|  7.8341e-06     	|
prepare_data                       	|  7.7626e-06     	|2              	|  1.5525e-05     	|  3.6575e-06     	|
configure_callbacks                	|  6.8778e-06     	|2              	|  1.3756e-05     	|  3.2406e-06     	|
on_val_dataloader                  	|  6.7567e-06     	|2              	|  1.3513e-05     	|  3.1836e-06     	|
on_pretrain_routine_end            	|  1.2105e-05     	|1              	|  1.2105e-05     	|  2.8518e-06     	|
configure_sharded_model            	|  5.7817e-06     	|2              	|  1.1563e-05     	|  2.7241e-06     	|
on_validation_epoch_start          	|  8.9332e-06     	|1              	|  8.9332e-06     	|  2.1045e-06     	|
on_train_dataloader                	|  6.7819e-06     	|1              	|  6.7819e-06     	|  1.5977e-06     	|
