VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  388.11         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  15.735         	|21             	|  330.43         	|  85.139         	|
run_training_batch                 	|  0.28574        	|1000           	|  285.74         	|  73.624         	|
optimizer_step_with_closure_0      	|  0.28243        	|1000           	|  282.43         	|  72.771         	|
training_step_and_backward         	|  0.21775        	|1000           	|  217.75         	|  56.104         	|
backward                           	|  0.10903        	|1000           	|  109.03         	|  28.092         	|
model_forward                      	|  0.10716        	|1000           	|  107.16         	|  27.61          	|
training_step                      	|  0.10695        	|1000           	|  106.95         	|  27.558         	|
run_validate_evaluation            	|  16.04          	|1              	|  16.04          	|  4.1328         	|
evaluation_step_and_end            	|  0.10737        	|125            	|  13.421         	|  3.458          	|
validation_step                    	|  0.10726        	|125            	|  13.407         	|  3.4544         	|
get_train_batch                    	|  0.0086926      	|1021           	|  8.8751         	|  2.2868         	|
fetch_next_train_batch             	|  0.0086664      	|1021           	|  8.8484         	|  2.2799         	|
on_train_batch_end                 	|  0.0025423      	|1000           	|  2.5423         	|  0.65504        	|
zero_grad                          	|  0.0015271      	|1000           	|  1.5271         	|  0.39346        	|
get_validate_batch                 	|  0.0050015      	|126            	|  0.63018        	|  0.16237        	|
fetch_next_validate_batch          	|  0.0049771      	|126            	|  0.62711        	|  0.16158        	|
on_train_end                       	|  0.47118        	|1              	|  0.47118        	|  0.1214         	|
training_batch_to_device           	|  0.0002825      	|1000           	|  0.2825         	|  0.072789       	|
on_train_batch_start               	|  9.5606e-05     	|1000           	|  0.095606       	|  0.024634       	|
evaluation_batch_to_device         	|  0.00026589     	|125            	|  0.033236       	|  0.0085636      	|
on_after_backward                  	|  2.6801e-05     	|1000           	|  0.026801       	|  0.0069056      	|
on_pretrain_routine_start          	|  0.024115       	|1              	|  0.024115       	|  0.0062135      	|
on_batch_start                     	|  2.3132e-05     	|1000           	|  0.023132       	|  0.0059602      	|
on_before_zero_grad                	|  1.8929e-05     	|1000           	|  0.018929       	|  0.0048774      	|
configure_optimizers               	|  0.017326       	|1              	|  0.017326       	|  0.0044642      	|
on_batch_end                       	|  1.6583e-05     	|1000           	|  0.016583       	|  0.0042729      	|
on_before_backward                 	|  1.4051e-05     	|1000           	|  0.014051       	|  0.0036203      	|
on_before_optimizer_step           	|  1.2559e-05     	|1000           	|  0.012559       	|  0.0032359      	|
on_train_epoch_end                 	|  0.00049194     	|21             	|  0.010331       	|  0.0026618      	|
on_train_epoch_start               	|  0.00042951     	|21             	|  0.0090197      	|  0.002324       	|
training_step_end                  	|  6.9571e-06     	|1000           	|  0.0069571      	|  0.0017926      	|
on_validation_batch_end            	|  4.0139e-05     	|125            	|  0.0050174      	|  0.0012928      	|
on_validation_model_eval           	|  0.004756       	|1              	|  0.004756       	|  0.0012254      	|
on_validation_batch_start          	|  1.6864e-05     	|125            	|  0.002108       	|  0.00054315     	|
on_train_start                     	|  0.0013994      	|1              	|  0.0013994      	|  0.00036056     	|
validation_step_end                	|  8.8948e-06     	|125            	|  0.0011118      	|  0.00028648     	|
on_validation_start                	|  0.00069216     	|1              	|  0.00069216     	|  0.00017834     	|
on_epoch_end                       	|  1.2461e-05     	|22             	|  0.00027413     	|  7.0633e-05     	|
on_epoch_start                     	|  1.2127e-05     	|22             	|  0.00026679     	|  6.8742e-05     	|
on_validation_end                  	|  0.00023342     	|1              	|  0.00023342     	|  6.0143e-05     	|
on_fit_end                         	|  7.9662e-05     	|1              	|  7.9662e-05     	|  2.0526e-05     	|
on_before_accelerator_backend_setup	|  3.7962e-05     	|2              	|  7.5923e-05     	|  1.9562e-05     	|
setup                              	|  2.9663e-05     	|2              	|  5.9325e-05     	|  1.5286e-05     	|
teardown                           	|  2.7239e-05     	|2              	|  5.4479e-05     	|  1.4037e-05     	|
on_fit_start                       	|  5.1593e-05     	|1              	|  5.1593e-05     	|  1.3294e-05     	|
on_configure_sharded_model         	|  2.5561e-05     	|2              	|  5.1122e-05     	|  1.3172e-05     	|
on_validation_epoch_end            	|  4.724e-05      	|1              	|  4.724e-05      	|  1.2172e-05     	|
on_val_dataloader                  	|  1.6409e-05     	|2              	|  3.2818e-05     	|  8.4559e-06     	|
configure_callbacks                	|  1.2838e-05     	|2              	|  2.5677e-05     	|  6.6158e-06     	|
configure_sharded_model            	|  8.7041e-06     	|2              	|  1.7408e-05     	|  4.4854e-06     	|
prepare_data                       	|  8.5952e-06     	|2              	|  1.719e-05      	|  4.4293e-06     	|
on_pretrain_routine_end            	|  1.5486e-05     	|1              	|  1.5486e-05     	|  3.9901e-06     	|
on_validation_epoch_start          	|  1.4991e-05     	|1              	|  1.4991e-05     	|  3.8625e-06     	|
on_train_dataloader                	|  1.0753e-05     	|1              	|  1.0753e-05     	|  2.7706e-06     	|
