VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  425.13         	|  100 %          	|
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run_training_epoch                 	|  17.321         	|21             	|  363.73         	|  85.558         	|
run_training_batch                 	|  0.31489        	|1000           	|  314.89         	|  74.069         	|
optimizer_step_with_closure_0      	|  0.31069        	|1000           	|  310.69         	|  73.082         	|
training_step_and_backward         	|  0.23809        	|1000           	|  238.09         	|  56.005         	|
backward                           	|  0.11903        	|1000           	|  119.03         	|  27.999         	|
model_forward                      	|  0.11724        	|1000           	|  117.24         	|  27.577         	|
training_step                      	|  0.11701        	|1000           	|  117.01         	|  27.524         	|
run_validate_evaluation            	|  16.806         	|1              	|  16.806         	|  3.9531         	|
evaluation_step_and_end            	|  0.11109        	|125            	|  13.886         	|  3.2663         	|
validation_step                    	|  0.11093        	|125            	|  13.867         	|  3.2618         	|
get_train_batch                    	|  0.01018        	|1021           	|  10.394         	|  2.4449         	|
fetch_next_train_batch             	|  0.010153       	|1021           	|  10.367         	|  2.4385         	|
on_train_batch_end                 	|  0.0027256      	|1000           	|  2.7256         	|  0.64112        	|
zero_grad                          	|  0.0017841      	|1000           	|  1.7841         	|  0.41966        	|
get_validate_batch                 	|  0.0063693      	|126            	|  0.80253        	|  0.18877        	|
fetch_next_validate_batch          	|  0.0063383      	|126            	|  0.79863        	|  0.18786        	|
training_batch_to_device           	|  0.00031992     	|1000           	|  0.31992        	|  0.075252       	|
on_train_batch_start               	|  0.00012804     	|1000           	|  0.12804        	|  0.030117       	|
on_train_end                       	|  0.071323       	|1              	|  0.071323       	|  0.016777       	|
evaluation_batch_to_device         	|  0.0003598      	|125            	|  0.044975       	|  0.010579       	|
on_after_backward                  	|  3.1249e-05     	|1000           	|  0.031249       	|  0.0073505      	|
on_pretrain_routine_start          	|  0.025611       	|1              	|  0.025611       	|  0.0060242      	|
on_batch_start                     	|  2.4294e-05     	|1000           	|  0.024294       	|  0.0057145      	|
on_before_zero_grad                	|  2.1637e-05     	|1000           	|  0.021637       	|  0.0050896      	|
configure_optimizers               	|  0.02023        	|1              	|  0.02023        	|  0.0047585      	|
on_batch_end                       	|  1.8337e-05     	|1000           	|  0.018337       	|  0.0043134      	|
on_before_optimizer_step           	|  1.5945e-05     	|1000           	|  0.015945       	|  0.0037505      	|
on_before_backward                 	|  1.5889e-05     	|1000           	|  0.015889       	|  0.0037374      	|
on_train_epoch_start               	|  0.0004795      	|21             	|  0.010069       	|  0.0023686      	|
on_train_epoch_end                 	|  0.00046103     	|21             	|  0.0096817      	|  0.0022774      	|
training_step_end                  	|  8.3909e-06     	|1000           	|  0.0083909      	|  0.0019737      	|
on_validation_model_eval           	|  0.0081928      	|1              	|  0.0081928      	|  0.0019271      	|
on_validation_batch_end            	|  5.2763e-05     	|125            	|  0.0065954      	|  0.0015514      	|
on_train_start                     	|  0.0025179      	|1              	|  0.0025179      	|  0.00059226     	|
on_validation_batch_start          	|  1.9637e-05     	|125            	|  0.0024546      	|  0.00057738     	|
validation_step_end                	|  1.2137e-05     	|125            	|  0.0015171      	|  0.00035685     	|
on_validation_start                	|  0.00096304     	|1              	|  0.00096304     	|  0.00022653     	|
on_epoch_start                     	|  1.3972e-05     	|22             	|  0.00030739     	|  7.2305e-05     	|
on_epoch_end                       	|  1.377e-05      	|22             	|  0.00030293     	|  7.1256e-05     	|
on_validation_end                  	|  0.0001874      	|1              	|  0.0001874      	|  4.4081e-05     	|
teardown                           	|  4.8715e-05     	|2              	|  9.7429e-05     	|  2.2918e-05     	|
on_fit_end                         	|  7.2366e-05     	|1              	|  7.2366e-05     	|  1.7022e-05     	|
on_configure_sharded_model         	|  3.0644e-05     	|2              	|  6.1288e-05     	|  1.4416e-05     	|
setup                              	|  3.0472e-05     	|2              	|  6.0944e-05     	|  1.4335e-05     	|
on_before_accelerator_backend_setup	|  2.9483e-05     	|2              	|  5.8966e-05     	|  1.387e-05      	|
on_fit_start                       	|  5.1457e-05     	|1              	|  5.1457e-05     	|  1.2104e-05     	|
on_validation_epoch_end            	|  4.6661e-05     	|1              	|  4.6661e-05     	|  1.0976e-05     	|
on_val_dataloader                  	|  2.0524e-05     	|2              	|  4.1047e-05     	|  9.6552e-06     	|
configure_sharded_model            	|  1.0273e-05     	|2              	|  2.0547e-05     	|  4.8331e-06     	|
on_validation_epoch_start          	|  1.739e-05      	|1              	|  1.739e-05      	|  4.0904e-06     	|
configure_callbacks                	|  8.6082e-06     	|2              	|  1.7216e-05     	|  4.0497e-06     	|
prepare_data                       	|  8.0857e-06     	|2              	|  1.6171e-05     	|  3.8039e-06     	|
on_pretrain_routine_end            	|  1.5438e-05     	|1              	|  1.5438e-05     	|  3.6313e-06     	|
on_train_dataloader                	|  8.2236e-06     	|1              	|  8.2236e-06     	|  1.9344e-06     	|
