VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  500.2          	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  7.3097         	|63             	|  460.51         	|  92.066         	|
run_training_batch                 	|  0.28772        	|1000           	|  287.72         	|  57.521         	|
optimizer_step_with_closure_0      	|  0.2835         	|1000           	|  283.5          	|  56.678         	|
training_step_and_backward         	|  0.21648        	|1000           	|  216.48         	|  43.279         	|
model_forward                      	|  0.11066        	|1000           	|  110.66         	|  22.124         	|
training_step                      	|  0.11045        	|1000           	|  110.45         	|  22.082         	|
backward                           	|  0.10423        	|1000           	|  104.23         	|  20.837         	|
get_train_batch                    	|  0.031119       	|1063           	|  33.08          	|  6.6133         	|
fetch_next_train_batch             	|  0.031092       	|1063           	|  33.05          	|  6.6075         	|
run_validate_evaluation            	|  8.0276         	|1              	|  8.0276         	|  1.6049         	|
evaluation_step_and_end            	|  0.10289        	|48             	|  4.9387         	|  0.98735        	|
validation_step                    	|  0.10278        	|48             	|  4.9336         	|  0.98633        	|
on_train_batch_end                 	|  0.0028596      	|1000           	|  2.8596         	|  0.5717         	|
zero_grad                          	|  0.0015534      	|1000           	|  1.5534         	|  0.31056        	|
get_validate_batch                 	|  0.015383       	|49             	|  0.75379        	|  0.1507         	|
fetch_next_validate_batch          	|  0.01536        	|49             	|  0.75264        	|  0.15047        	|
training_batch_to_device           	|  0.00038809     	|1000           	|  0.38809        	|  0.077588       	|
on_train_batch_start               	|  9.8366e-05     	|1000           	|  0.098366       	|  0.019666       	|
on_train_end                       	|  0.074296       	|1              	|  0.074296       	|  0.014853       	|
on_train_epoch_end                 	|  0.00057413     	|63             	|  0.03617        	|  0.0072312      	|
on_train_epoch_start               	|  0.00043585     	|63             	|  0.027458       	|  0.0054895      	|
configure_optimizers               	|  0.027051       	|1              	|  0.027051       	|  0.0054081      	|
on_after_backward                  	|  2.5495e-05     	|1000           	|  0.025495       	|  0.005097       	|
on_batch_start                     	|  2.4615e-05     	|1000           	|  0.024615       	|  0.004921       	|
on_pretrain_routine_start          	|  0.023621       	|1              	|  0.023621       	|  0.0047224      	|
on_before_zero_grad                	|  2.0427e-05     	|1000           	|  0.020427       	|  0.0040838      	|
on_batch_end                       	|  1.6693e-05     	|1000           	|  0.016693       	|  0.0033373      	|
on_before_optimizer_step           	|  1.4701e-05     	|1000           	|  0.014701       	|  0.002939       	|
on_before_backward                 	|  1.3698e-05     	|1000           	|  0.013698       	|  0.0027385      	|
evaluation_batch_to_device         	|  0.00027858     	|48             	|  0.013372       	|  0.0026733      	|
training_step_end                  	|  7.9383e-06     	|1000           	|  0.0079383      	|  0.001587       	|
on_validation_model_eval           	|  0.0052877      	|1              	|  0.0052877      	|  0.0010571      	|
on_validation_batch_end            	|  4.3148e-05     	|48             	|  0.0020711      	|  0.00041406     	|
on_validation_start                	|  0.00107        	|1              	|  0.00107        	|  0.00021392     	|
on_train_start                     	|  0.00096707     	|1              	|  0.00096707     	|  0.00019334     	|
on_validation_batch_start          	|  1.7641e-05     	|48             	|  0.00084677     	|  0.00016929     	|
on_epoch_end                       	|  1.2118e-05     	|64             	|  0.00077558     	|  0.00015505     	|
on_epoch_start                     	|  1.1446e-05     	|64             	|  0.00073256     	|  0.00014645     	|
validation_step_end                	|  8.6189e-06     	|48             	|  0.00041371     	|  8.2709e-05     	|
on_validation_end                  	|  0.00013582     	|1              	|  0.00013582     	|  2.7153e-05     	|
teardown                           	|  4.4332e-05     	|2              	|  8.8664e-05     	|  1.7726e-05     	|
on_fit_end                         	|  6.5967e-05     	|1              	|  6.5967e-05     	|  1.3188e-05     	|
setup                              	|  2.9174e-05     	|2              	|  5.8347e-05     	|  1.1665e-05     	|
on_configure_sharded_model         	|  2.9e-05        	|2              	|  5.8001e-05     	|  1.1596e-05     	|
on_before_accelerator_backend_setup	|  2.6896e-05     	|2              	|  5.3791e-05     	|  1.0754e-05     	|
on_val_dataloader                  	|  2.1338e-05     	|2              	|  4.2675e-05     	|  8.5317e-06     	|
on_validation_epoch_end            	|  3.1577e-05     	|1              	|  3.1577e-05     	|  6.313e-06      	|
on_fit_start                       	|  2.6377e-05     	|1              	|  2.6377e-05     	|  5.2733e-06     	|
configure_callbacks                	|  9.2331e-06     	|2              	|  1.8466e-05     	|  3.6918e-06     	|
configure_sharded_model            	|  9.2005e-06     	|2              	|  1.8401e-05     	|  3.6788e-06     	|
prepare_data                       	|  8.8187e-06     	|2              	|  1.7637e-05     	|  3.5261e-06     	|
on_pretrain_routine_end            	|  1.4355e-05     	|1              	|  1.4355e-05     	|  2.87e-06       	|
on_validation_epoch_start          	|  1.1913e-05     	|1              	|  1.1913e-05     	|  2.3818e-06     	|
on_train_dataloader                	|  6.4485e-06     	|1              	|  6.4485e-06     	|  1.2892e-06     	|
