VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1326.7         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.575          	|500            	|  1287.5         	|  97.049         	|
run_training_batch                 	|  0.28578        	|1000           	|  285.78         	|  21.541         	|
optimizer_step_with_closure_0      	|  0.28206        	|1000           	|  282.06         	|  21.261         	|
training_step_and_backward         	|  0.21397        	|1000           	|  213.97         	|  16.128         	|
get_train_batch                    	|  0.13451        	|1500           	|  201.77         	|  15.209         	|
fetch_next_train_batch             	|  0.13446        	|1500           	|  201.7          	|  15.203         	|
model_forward                      	|  0.11335        	|1000           	|  113.35         	|  8.544          	|
training_step                      	|  0.11311        	|1000           	|  113.11         	|  8.5257         	|
backward                           	|  0.098977       	|1000           	|  98.977         	|  7.4606         	|
run_validate_evaluation            	|  7.8371         	|1              	|  7.8371         	|  0.59073        	|
evaluation_step_and_end            	|  0.10228        	|48             	|  4.9095         	|  0.37006        	|
validation_step                    	|  0.10217        	|48             	|  4.904          	|  0.36965        	|
on_train_batch_end                 	|  0.0023756      	|1000           	|  2.3756         	|  0.17906        	|
zero_grad                          	|  0.0015984      	|1000           	|  1.5984         	|  0.12048        	|
training_batch_to_device           	|  0.00077983     	|1000           	|  0.77983        	|  0.058781       	|
get_validate_batch                 	|  0.013179       	|49             	|  0.64578        	|  0.048677       	|
fetch_next_validate_batch          	|  0.013156       	|49             	|  0.64465        	|  0.048592       	|
on_train_epoch_end                 	|  0.00036534     	|500            	|  0.18267        	|  0.013769       	|
on_train_epoch_start               	|  0.00034436     	|500            	|  0.17218        	|  0.012978       	|
on_train_batch_start               	|  0.00011543     	|1000           	|  0.11543        	|  0.0087005      	|
on_batch_start                     	|  5.352e-05      	|1000           	|  0.05352        	|  0.0040342      	|
on_train_end                       	|  0.048469       	|1              	|  0.048469       	|  0.0036535      	|
on_after_backward                  	|  2.7258e-05     	|1000           	|  0.027258       	|  0.0020546      	|
on_pretrain_routine_start          	|  0.026979       	|1              	|  0.026979       	|  0.0020336      	|
on_before_zero_grad                	|  2.4886e-05     	|1000           	|  0.024886       	|  0.0018759      	|
configure_optimizers               	|  0.02167        	|1              	|  0.02167        	|  0.0016334      	|
on_before_optimizer_step           	|  1.7873e-05     	|1000           	|  0.017873       	|  0.0013472      	|
on_batch_end                       	|  1.7287e-05     	|1000           	|  0.017287       	|  0.001303       	|
on_before_backward                 	|  1.5569e-05     	|1000           	|  0.015569       	|  0.0011735      	|
evaluation_batch_to_device         	|  0.00027582     	|48             	|  0.013239       	|  0.00099794     	|
training_step_end                  	|  1.0357e-05     	|1000           	|  0.010357       	|  0.00078068     	|
on_epoch_end                       	|  1.1812e-05     	|501            	|  0.0059178      	|  0.00044607     	|
on_epoch_start                     	|  1.1728e-05     	|501            	|  0.0058755      	|  0.00044288     	|
on_validation_model_eval           	|  0.0038239      	|1              	|  0.0038239      	|  0.00028823     	|
on_validation_batch_end            	|  4.2061e-05     	|48             	|  0.0020189      	|  0.00015218     	|
on_train_start                     	|  0.001108       	|1              	|  0.001108       	|  8.352e-05      	|
on_validation_batch_start          	|  1.7458e-05     	|48             	|  0.00083799     	|  6.3165e-05     	|
on_validation_start                	|  0.0004904      	|1              	|  0.0004904      	|  3.6965e-05     	|
validation_step_end                	|  8.8204e-06     	|48             	|  0.00042338     	|  3.1913e-05     	|
on_validation_end                  	|  0.00024346     	|1              	|  0.00024346     	|  1.8351e-05     	|
on_configure_sharded_model         	|  3.0662e-05     	|2              	|  6.1324e-05     	|  4.6224e-06     	|
on_fit_end                         	|  6.1e-05        	|1              	|  6.1e-05        	|  4.598e-06      	|
setup                              	|  3.0328e-05     	|2              	|  6.0655e-05     	|  4.572e-06      	|
on_before_accelerator_backend_setup	|  2.7172e-05     	|2              	|  5.4345e-05     	|  4.0963e-06     	|
on_fit_start                       	|  5.153e-05      	|1              	|  5.153e-05      	|  3.8842e-06     	|
teardown                           	|  2.3547e-05     	|2              	|  4.7093e-05     	|  3.5497e-06     	|
on_validation_epoch_end            	|  3.0138e-05     	|1              	|  3.0138e-05     	|  2.2717e-06     	|
prepare_data                       	|  9.0133e-06     	|2              	|  1.8027e-05     	|  1.3588e-06     	|
configure_sharded_model            	|  8.7749e-06     	|2              	|  1.755e-05      	|  1.3229e-06     	|
on_val_dataloader                  	|  8.6036e-06     	|2              	|  1.7207e-05     	|  1.297e-06      	|
configure_callbacks                	|  8.3558e-06     	|2              	|  1.6712e-05     	|  1.2597e-06     	|
on_pretrain_routine_end            	|  1.4832e-05     	|1              	|  1.4832e-05     	|  1.118e-06      	|
on_validation_epoch_start          	|  1.2824e-05     	|1              	|  1.2824e-05     	|  9.6666e-07     	|
on_train_dataloader                	|  7.3556e-06     	|1              	|  7.3556e-06     	|  5.5444e-07     	|
