VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  502.46         	|  100 %          	|
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run_training_epoch                 	|  7.3365         	|63             	|  462.2          	|  91.988         	|
run_training_batch                 	|  0.28876        	|1000           	|  288.76         	|  57.47          	|
optimizer_step_with_closure_0      	|  0.28518        	|1000           	|  285.18         	|  56.757         	|
training_step_and_backward         	|  0.21927        	|1000           	|  219.27         	|  43.64          	|
backward                           	|  0.10937        	|1000           	|  109.37         	|  21.767         	|
model_forward                      	|  0.1083         	|1000           	|  108.3          	|  21.554         	|
training_step                      	|  0.1081         	|1000           	|  108.1          	|  21.515         	|
get_train_batch                    	|  0.031177       	|1063           	|  33.141         	|  6.5959         	|
fetch_next_train_batch             	|  0.031152       	|1063           	|  33.115         	|  6.5907         	|
run_validate_evaluation            	|  7.9713         	|1              	|  7.9713         	|  1.5865         	|
evaluation_step_and_end            	|  0.10048        	|48             	|  4.8231         	|  0.95991        	|
validation_step                    	|  0.10037        	|48             	|  4.8177         	|  0.95884        	|
on_train_batch_end                 	|  0.0024758      	|1000           	|  2.4758         	|  0.49274        	|
zero_grad                          	|  0.0015626      	|1000           	|  1.5626         	|  0.311          	|
get_validate_batch                 	|  0.01532        	|49             	|  0.75069        	|  0.1494         	|
fetch_next_validate_batch          	|  0.015296       	|49             	|  0.74952        	|  0.14917        	|
training_batch_to_device           	|  0.00031203     	|1000           	|  0.31203        	|  0.0621         	|
on_train_batch_start               	|  9.742e-05      	|1000           	|  0.09742        	|  0.019389       	|
on_train_end                       	|  0.069578       	|1              	|  0.069578       	|  0.013848       	|
on_train_epoch_end                 	|  0.00048225     	|63             	|  0.030382       	|  0.0060466      	|
on_after_backward                  	|  2.7573e-05     	|1000           	|  0.027573       	|  0.0054877      	|
on_train_epoch_start               	|  0.00039288     	|63             	|  0.024751       	|  0.004926       	|
on_pretrain_routine_start          	|  0.024709       	|1              	|  0.024709       	|  0.0049176      	|
on_batch_start                     	|  2.383e-05      	|1000           	|  0.02383        	|  0.0047428      	|
on_before_zero_grad                	|  1.9114e-05     	|1000           	|  0.019114       	|  0.0038042      	|
on_batch_end                       	|  1.6229e-05     	|1000           	|  0.016229       	|  0.0032299      	|
configure_optimizers               	|  0.013984       	|1              	|  0.013984       	|  0.0027832      	|
evaluation_batch_to_device         	|  0.00028636     	|48             	|  0.013745       	|  0.0027356      	|
on_before_backward                 	|  1.3392e-05     	|1000           	|  0.013392       	|  0.0026654      	|
on_before_optimizer_step           	|  1.2708e-05     	|1000           	|  0.012708       	|  0.0025291      	|
training_step_end                  	|  7.265e-06      	|1000           	|  0.007265       	|  0.0014459      	|
on_validation_model_eval           	|  0.0067937      	|1              	|  0.0067937      	|  0.0013521      	|
on_validation_batch_end            	|  4.1843e-05     	|48             	|  0.0020085      	|  0.00039973     	|
on_train_start                     	|  0.00094836     	|1              	|  0.00094836     	|  0.00018875     	|
on_validation_start                	|  0.00091478     	|1              	|  0.00091478     	|  0.00018206     	|
on_validation_batch_start          	|  1.7894e-05     	|48             	|  0.00085891     	|  0.00017094     	|
on_epoch_start                     	|  1.2851e-05     	|64             	|  0.00082245     	|  0.00016369     	|
on_epoch_end                       	|  1.235e-05      	|64             	|  0.00079042     	|  0.00015731     	|
validation_step_end                	|  9.0279e-06     	|48             	|  0.00043334     	|  8.6244e-05     	|
on_validation_end                  	|  0.00015082     	|1              	|  0.00015082     	|  3.0017e-05     	|
teardown                           	|  5.6769e-05     	|2              	|  0.00011354     	|  2.2597e-05     	|
on_fit_end                         	|  6.2849e-05     	|1              	|  6.2849e-05     	|  1.2508e-05     	|
on_val_dataloader                  	|  2.8336e-05     	|2              	|  5.6673e-05     	|  1.1279e-05     	|
on_before_accelerator_backend_setup	|  2.7095e-05     	|2              	|  5.419e-05      	|  1.0785e-05     	|
on_configure_sharded_model         	|  2.4312e-05     	|2              	|  4.8624e-05     	|  9.6773e-06     	|
setup                              	|  2.2015e-05     	|2              	|  4.4029e-05     	|  8.7628e-06     	|
on_validation_epoch_end            	|  4.2591e-05     	|1              	|  4.2591e-05     	|  8.4766e-06     	|
on_fit_start                       	|  2.769e-05      	|1              	|  2.769e-05      	|  5.511e-06      	|
configure_callbacks                	|  1.0408e-05     	|2              	|  2.0815e-05     	|  4.1427e-06     	|
prepare_data                       	|  8.231e-06      	|2              	|  1.6462e-05     	|  3.2763e-06     	|
on_pretrain_routine_end            	|  1.5503e-05     	|1              	|  1.5503e-05     	|  3.0854e-06     	|
on_validation_epoch_start          	|  1.4599e-05     	|1              	|  1.4599e-05     	|  2.9056e-06     	|
configure_sharded_model            	|  7.2503e-06     	|2              	|  1.4501e-05     	|  2.886e-06      	|
on_train_dataloader                	|  1.0956e-05     	|1              	|  1.0956e-05     	|  2.1805e-06     	|
