VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  446.33         	|  100 %          	|
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run_training_epoch                 	|  5.2846         	|63             	|  332.93         	|  74.592         	|
run_training_batch                 	|  0.30968        	|1000           	|  309.68         	|  69.383         	|
optimizer_step_with_closure_0      	|  0.30701        	|1000           	|  307.01         	|  68.786         	|
training_step_and_backward         	|  0.22988        	|1000           	|  229.88         	|  51.505         	|
model_forward                      	|  0.14287        	|1000           	|  142.87         	|  32.01          	|
training_step                      	|  0.14274        	|1000           	|  142.74         	|  31.98          	|
backward                           	|  0.085677       	|1000           	|  85.677         	|  19.196         	|
run_validate_evaluation            	|  70.326         	|1              	|  70.326         	|  15.757         	|
evaluation_step_and_end            	|  0.21966        	|313            	|  68.754         	|  15.404         	|
validation_step                    	|  0.21961        	|313            	|  68.738         	|  15.401         	|
get_train_batch                    	|  0.0074678      	|1063           	|  7.9382         	|  1.7786         	|
fetch_next_train_batch             	|  0.0074491      	|1063           	|  7.9184         	|  1.7741         	|
zero_grad                          	|  0.0013088      	|1000           	|  1.3088         	|  0.29324        	|
on_train_batch_end                 	|  0.0011828      	|1000           	|  1.1828         	|  0.265          	|
get_validate_batch                 	|  0.0018177      	|314            	|  0.57077        	|  0.12788        	|
fetch_next_validate_batch          	|  0.0018039      	|314            	|  0.56643        	|  0.12691        	|
training_batch_to_device           	|  0.00022288     	|1000           	|  0.22288        	|  0.049937       	|
on_train_batch_start               	|  9.1795e-05     	|1000           	|  0.091795       	|  0.020567       	|
evaluation_batch_to_device         	|  0.00022813     	|313            	|  0.071406       	|  0.015999       	|
on_train_end                       	|  0.024458       	|1              	|  0.024458       	|  0.0054799      	|
on_pretrain_routine_start          	|  0.022209       	|1              	|  0.022209       	|  0.0049759      	|
on_train_epoch_start               	|  0.00028268     	|63             	|  0.017809       	|  0.0039901      	|
on_batch_start                     	|  1.7569e-05     	|1000           	|  0.017569       	|  0.0039363      	|
on_train_epoch_end                 	|  0.0002783      	|63             	|  0.017533       	|  0.0039283      	|
on_before_zero_grad                	|  1.4041e-05     	|1000           	|  0.014041       	|  0.0031459      	|
on_batch_end                       	|  1.3534e-05     	|1000           	|  0.013534       	|  0.0030324      	|
on_after_backward                  	|  1.1222e-05     	|1000           	|  0.011222       	|  0.0025143      	|
on_before_backward                 	|  1.1128e-05     	|1000           	|  0.011128       	|  0.0024932      	|
on_before_optimizer_step           	|  1.0286e-05     	|1000           	|  0.010286       	|  0.0023045      	|
configure_optimizers               	|  0.0081051      	|1              	|  0.0081051      	|  0.0018159      	|
training_step_end                  	|  6.1819e-06     	|1000           	|  0.0061819      	|  0.001385       	|
on_validation_batch_end            	|  1.8968e-05     	|313            	|  0.005937       	|  0.0013302      	|
on_validation_model_eval           	|  0.0039504      	|1              	|  0.0039504      	|  0.0008851      	|
on_validation_batch_start          	|  1.011e-05      	|313            	|  0.0031644      	|  0.00070898     	|
validation_step_end                	|  4.9169e-06     	|313            	|  0.001539       	|  0.00034481     	|
on_train_start                     	|  0.00072273     	|1              	|  0.00072273     	|  0.00016193     	|
on_epoch_start                     	|  1.0571e-05     	|64             	|  0.00067653     	|  0.00015158     	|
on_epoch_end                       	|  1.0474e-05     	|64             	|  0.00067031     	|  0.00015018     	|
on_validation_start                	|  0.00031646     	|1              	|  0.00031646     	|  7.0903e-05     	|
on_validation_end                  	|  0.000107       	|1              	|  0.000107       	|  2.3973e-05     	|
on_validation_epoch_end            	|  3.4505e-05     	|1              	|  3.4505e-05     	|  7.7308e-06     	|
on_before_accelerator_backend_setup	|  1.7216e-05     	|2              	|  3.4433e-05     	|  7.7147e-06     	|
teardown                           	|  1.5144e-05     	|2              	|  3.0287e-05     	|  6.7858e-06     	|
setup                              	|  1.4607e-05     	|2              	|  2.9215e-05     	|  6.5456e-06     	|
on_configure_sharded_model         	|  1.372e-05      	|2              	|  2.7441e-05     	|  6.1481e-06     	|
on_fit_end                         	|  2.0228e-05     	|1              	|  2.0228e-05     	|  4.5321e-06     	|
on_fit_start                       	|  1.6841e-05     	|1              	|  1.6841e-05     	|  3.7732e-06     	|
on_val_dataloader                  	|  6.0265e-06     	|2              	|  1.2053e-05     	|  2.7005e-06     	|
prepare_data                       	|  5.45e-06       	|2              	|  1.09e-05       	|  2.4421e-06     	|
on_pretrain_routine_end            	|  9.899e-06      	|1              	|  9.899e-06      	|  2.2179e-06     	|
configure_sharded_model            	|  4.819e-06      	|2              	|  9.638e-06      	|  2.1594e-06     	|
configure_callbacks                	|  4.6335e-06     	|2              	|  9.267e-06      	|  2.0763e-06     	|
on_validation_epoch_start          	|  8.9169e-06     	|1              	|  8.9169e-06     	|  1.9978e-06     	|
on_train_dataloader                	|  4.319e-06      	|1              	|  4.319e-06      	|  9.6767e-07     	|
