VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  367.41         	|  100 %          	|
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run_training_epoch                 	|  12.748         	|25             	|  318.7          	|  86.741         	|
run_training_batch                 	|  0.26612        	|1000           	|  266.12         	|  72.43          	|
optimizer_step_with_closure_0      	|  0.2629         	|1000           	|  262.9          	|  71.555         	|
training_step_and_backward         	|  0.20333        	|1000           	|  203.33         	|  55.34          	|
backward                           	|  0.10158        	|1000           	|  101.58         	|  27.648         	|
model_forward                      	|  0.10033        	|1000           	|  100.33         	|  27.306         	|
training_step                      	|  0.10014        	|1000           	|  100.14         	|  27.255         	|
run_validate_evaluation            	|  16.699         	|1              	|  16.699         	|  4.5451         	|
evaluation_step_and_end            	|  0.10175        	|139            	|  14.144         	|  3.8496         	|
validation_step                    	|  0.10164        	|139            	|  14.128         	|  3.8453         	|
get_train_batch                    	|  0.010615       	|1025           	|  10.88          	|  2.9613         	|
fetch_next_train_batch             	|  0.010592       	|1025           	|  10.857         	|  2.9549         	|
on_train_batch_end                 	|  0.0020916      	|1000           	|  2.0916         	|  0.56929        	|
zero_grad                          	|  0.0013849      	|1000           	|  1.3849         	|  0.37694        	|
get_validate_batch                 	|  0.005007       	|140            	|  0.70097        	|  0.19079        	|
fetch_next_validate_batch          	|  0.0049819      	|140            	|  0.69747        	|  0.18983        	|
training_batch_to_device           	|  0.0002439      	|1000           	|  0.2439         	|  0.066385       	|
on_train_batch_start               	|  0.00010759     	|1000           	|  0.10759        	|  0.029282       	|
on_train_end                       	|  0.042291       	|1              	|  0.042291       	|  0.011511       	|
evaluation_batch_to_device         	|  0.00025122     	|139            	|  0.034919       	|  0.0095042      	|
on_after_backward                  	|  2.644e-05      	|1000           	|  0.02644        	|  0.0071962      	|
on_pretrain_routine_start          	|  0.024604       	|1              	|  0.024604       	|  0.0066967      	|
on_batch_start                     	|  1.9675e-05     	|1000           	|  0.019675       	|  0.0053552      	|
on_before_zero_grad                	|  1.6717e-05     	|1000           	|  0.016717       	|  0.00455        	|
on_batch_end                       	|  1.5303e-05     	|1000           	|  0.015303       	|  0.004165       	|
on_before_backward                 	|  1.5279e-05     	|1000           	|  0.015279       	|  0.0041585      	|
on_before_optimizer_step           	|  1.356e-05      	|1000           	|  0.01356        	|  0.0036906      	|
configure_optimizers               	|  0.010104       	|1              	|  0.010104       	|  0.0027501      	|
on_train_epoch_start               	|  0.00036288     	|25             	|  0.009072       	|  0.0024692      	|
on_train_epoch_end                 	|  0.00033533     	|25             	|  0.0083834      	|  0.0022817      	|
training_step_end                  	|  6.8933e-06     	|1000           	|  0.0068933      	|  0.0018762      	|
on_validation_batch_end            	|  4.0241e-05     	|139            	|  0.0055935      	|  0.0015224      	|
on_validation_model_eval           	|  0.0038185      	|1              	|  0.0038185      	|  0.0010393      	|
on_validation_batch_start          	|  1.6763e-05     	|139            	|  0.00233        	|  0.00063418     	|
validation_step_end                	|  9.0527e-06     	|139            	|  0.0012583      	|  0.00034249     	|
on_train_start                     	|  0.00099671     	|1              	|  0.00099671     	|  0.00027128     	|
on_validation_start                	|  0.00034741     	|1              	|  0.00034741     	|  9.4556e-05     	|
on_epoch_end                       	|  1.1745e-05     	|26             	|  0.00030537     	|  8.3114e-05     	|
on_epoch_start                     	|  1.1394e-05     	|26             	|  0.00029624     	|  8.0629e-05     	|
on_validation_end                  	|  0.0001896      	|1              	|  0.0001896      	|  5.1606e-05     	|
on_configure_sharded_model         	|  2.6029e-05     	|2              	|  5.2057e-05     	|  1.4169e-05     	|
setup                              	|  2.3811e-05     	|2              	|  4.7622e-05     	|  1.2962e-05     	|
teardown                           	|  2.3242e-05     	|2              	|  4.6484e-05     	|  1.2652e-05     	|
on_fit_start                       	|  4.4156e-05     	|1              	|  4.4156e-05     	|  1.2018e-05     	|
on_before_accelerator_backend_setup	|  1.8913e-05     	|2              	|  3.7827e-05     	|  1.0295e-05     	|
on_validation_epoch_end            	|  3.2039e-05     	|1              	|  3.2039e-05     	|  8.7203e-06     	|
on_fit_end                         	|  2.6979e-05     	|1              	|  2.6979e-05     	|  7.3429e-06     	|
configure_sharded_model            	|  9.2071e-06     	|2              	|  1.8414e-05     	|  5.0119e-06     	|
on_val_dataloader                  	|  8.5449e-06     	|2              	|  1.709e-05      	|  4.6514e-06     	|
on_pretrain_routine_end            	|  1.2947e-05     	|1              	|  1.2947e-05     	|  3.5239e-06     	|
configure_callbacks                	|  5.9363e-06     	|2              	|  1.1873e-05     	|  3.2314e-06     	|
prepare_data                       	|  5.5684e-06     	|2              	|  1.1137e-05     	|  3.0311e-06     	|
on_validation_epoch_start          	|  8.9165e-06     	|1              	|  8.9165e-06     	|  2.4268e-06     	|
on_train_dataloader                	|  6.2659e-06     	|1              	|  6.2659e-06     	|  1.7054e-06     	|
