VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  448.63         	|  100 %          	|
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run_training_epoch                 	|  5.3166         	|63             	|  334.94         	|  74.659         	|
run_training_batch                 	|  0.31172        	|1000           	|  311.72         	|  69.484         	|
optimizer_step_with_closure_0      	|  0.30904        	|1000           	|  309.04         	|  68.886         	|
training_step_and_backward         	|  0.23224        	|1000           	|  232.24         	|  51.768         	|
model_forward                      	|  0.14429        	|1000           	|  144.29         	|  32.163         	|
training_step                      	|  0.14416        	|1000           	|  144.16         	|  32.133         	|
backward                           	|  0.086634       	|1000           	|  86.634         	|  19.311         	|
run_validate_evaluation            	|  70.336         	|1              	|  70.336         	|  15.678         	|
evaluation_step_and_end            	|  0.21953        	|313            	|  68.712         	|  15.316         	|
validation_step                    	|  0.21947        	|313            	|  68.695         	|  15.312         	|
get_train_batch                    	|  0.0072921      	|1063           	|  7.7515         	|  1.7278         	|
fetch_next_train_batch             	|  0.0072733      	|1063           	|  7.7316         	|  1.7234         	|
zero_grad                          	|  0.0012911      	|1000           	|  1.2911         	|  0.2878         	|
on_train_batch_end                 	|  0.0011784      	|1000           	|  1.1784         	|  0.26266        	|
get_validate_batch                 	|  0.0018133      	|314            	|  0.56937        	|  0.12691        	|
fetch_next_validate_batch          	|  0.0017992      	|314            	|  0.56494        	|  0.12593        	|
training_batch_to_device           	|  0.00022251     	|1000           	|  0.22251        	|  0.049599       	|
on_train_batch_start               	|  9.1635e-05     	|1000           	|  0.091635       	|  0.020425       	|
evaluation_batch_to_device         	|  0.00022324     	|313            	|  0.069875       	|  0.015575       	|
on_train_end                       	|  0.025179       	|1              	|  0.025179       	|  0.0056123      	|
on_pretrain_routine_start          	|  0.022593       	|1              	|  0.022593       	|  0.005036       	|
on_train_epoch_start               	|  0.00029275     	|63             	|  0.018444       	|  0.0041111      	|
on_train_epoch_end                 	|  0.00028833     	|63             	|  0.018165       	|  0.004049       	|
on_batch_start                     	|  1.7238e-05     	|1000           	|  0.017238       	|  0.0038423      	|
on_before_zero_grad                	|  1.4244e-05     	|1000           	|  0.014244       	|  0.0031749      	|
on_batch_end                       	|  1.3782e-05     	|1000           	|  0.013782       	|  0.0030721      	|
on_after_backward                  	|  1.2237e-05     	|1000           	|  0.012237       	|  0.0027277      	|
on_before_backward                 	|  1.1389e-05     	|1000           	|  0.011389       	|  0.0025386      	|
on_before_optimizer_step           	|  1.1273e-05     	|1000           	|  0.011273       	|  0.0025127      	|
configure_optimizers               	|  0.0082956      	|1              	|  0.0082956      	|  0.0018491      	|
on_validation_batch_end            	|  2.0426e-05     	|313            	|  0.0063934      	|  0.0014251      	|
training_step_end                  	|  6.3925e-06     	|1000           	|  0.0063925      	|  0.0014249      	|
on_validation_model_eval           	|  0.0039526      	|1              	|  0.0039526      	|  0.00088104     	|
on_validation_batch_start          	|  1.0721e-05     	|313            	|  0.0033557      	|  0.000748       	|
validation_step_end                	|  4.84e-06       	|313            	|  0.0015149      	|  0.00033768     	|
on_epoch_end                       	|  1.1017e-05     	|64             	|  0.00070512     	|  0.00015717     	|
on_train_start                     	|  0.00070488     	|1              	|  0.00070488     	|  0.00015712     	|
on_epoch_start                     	|  1.0974e-05     	|64             	|  0.00070234     	|  0.00015655     	|
on_validation_start                	|  0.00032458     	|1              	|  0.00032458     	|  7.235e-05      	|
on_validation_end                  	|  0.00010753     	|1              	|  0.00010753     	|  2.3968e-05     	|
on_before_accelerator_backend_setup	|  1.8594e-05     	|2              	|  3.7189e-05     	|  8.2894e-06     	|
on_validation_epoch_end            	|  3.4214e-05     	|1              	|  3.4214e-05     	|  7.6263e-06     	|
teardown                           	|  1.6967e-05     	|2              	|  3.3933e-05     	|  7.5637e-06     	|
on_configure_sharded_model         	|  1.581e-05      	|2              	|  3.162e-05      	|  7.0481e-06     	|
setup                              	|  1.4407e-05     	|2              	|  2.8814e-05     	|  6.4227e-06     	|
on_fit_end                         	|  2.2191e-05     	|1              	|  2.2191e-05     	|  4.9464e-06     	|
on_fit_start                       	|  2.0608e-05     	|1              	|  2.0608e-05     	|  4.5935e-06     	|
on_val_dataloader                  	|  5.8205e-06     	|2              	|  1.1641e-05     	|  2.5948e-06     	|
prepare_data                       	|  5.771e-06      	|2              	|  1.1542e-05     	|  2.5727e-06     	|
configure_sharded_model            	|  5.335e-06      	|2              	|  1.067e-05      	|  2.3784e-06     	|
on_pretrain_routine_end            	|  1.0259e-05     	|1              	|  1.0259e-05     	|  2.2867e-06     	|
on_validation_epoch_start          	|  9.9191e-06     	|1              	|  9.9191e-06     	|  2.211e-06      	|
configure_callbacks                	|  4.689e-06      	|2              	|  9.378e-06      	|  2.0904e-06     	|
on_train_dataloader                	|  4.057e-06      	|1              	|  4.057e-06      	|  9.043e-07      	|
