VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1328.9         	|  100 %          	|
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run_training_epoch                 	|  2.5826         	|500            	|  1291.3         	|  97.172         	|
run_training_batch                 	|  0.282          	|1000           	|  282.0          	|  21.221         	|
optimizer_step_with_closure_0      	|  0.27838        	|1000           	|  278.38         	|  20.948         	|
training_step_and_backward         	|  0.21175        	|1000           	|  211.75         	|  15.934         	|
get_train_batch                    	|  0.13615        	|1500           	|  204.23         	|  15.368         	|
fetch_next_train_batch             	|  0.13611        	|1500           	|  204.17         	|  15.364         	|
model_forward                      	|  0.11144        	|1000           	|  111.44         	|  8.3855         	|
training_step                      	|  0.11119        	|1000           	|  111.19         	|  8.3674         	|
backward                           	|  0.098769       	|1000           	|  98.769         	|  7.4324         	|
run_validate_evaluation            	|  8.0995         	|1              	|  8.0995         	|  0.60949        	|
evaluation_step_and_end            	|  0.10428        	|48             	|  5.0057         	|  0.37668        	|
validation_step                    	|  0.10417        	|48             	|  5.0001         	|  0.37626        	|
on_train_batch_end                 	|  0.0023817      	|1000           	|  2.3817         	|  0.17922        	|
zero_grad                          	|  0.0015093      	|1000           	|  1.5093         	|  0.11357        	|
get_validate_batch                 	|  0.017075       	|49             	|  0.83667        	|  0.06296        	|
fetch_next_validate_batch          	|  0.017049       	|49             	|  0.83542        	|  0.062866       	|
training_batch_to_device           	|  0.00074666     	|1000           	|  0.74666        	|  0.056186       	|
on_train_epoch_end                 	|  0.00032465     	|500            	|  0.16232        	|  0.012215       	|
on_train_epoch_start               	|  0.00032459     	|500            	|  0.16229        	|  0.012213       	|
on_train_batch_start               	|  0.00011535     	|1000           	|  0.11535        	|  0.0086803      	|
on_train_end                       	|  0.067882       	|1              	|  0.067882       	|  0.0051082      	|
on_batch_start                     	|  4.909e-05      	|1000           	|  0.04909        	|  0.003694       	|
on_after_backward                  	|  2.6964e-05     	|1000           	|  0.026964       	|  0.002029       	|
on_before_zero_grad                	|  2.3207e-05     	|1000           	|  0.023207       	|  0.0017464      	|
on_pretrain_routine_start          	|  0.022529       	|1              	|  0.022529       	|  0.0016953      	|
on_before_optimizer_step           	|  1.7511e-05     	|1000           	|  0.017511       	|  0.0013177      	|
configure_optimizers               	|  0.017024       	|1              	|  0.017024       	|  0.0012811      	|
on_batch_end                       	|  1.5633e-05     	|1000           	|  0.015633       	|  0.0011764      	|
on_before_backward                 	|  1.5381e-05     	|1000           	|  0.015381       	|  0.0011574      	|
evaluation_batch_to_device         	|  0.0002872      	|48             	|  0.013786       	|  0.0010374      	|
training_step_end                  	|  1.049e-05      	|1000           	|  0.01049        	|  0.00078934     	|
on_epoch_end                       	|  1.2007e-05     	|501            	|  0.0060154      	|  0.00045266     	|
on_epoch_start                     	|  1.1089e-05     	|501            	|  0.0055558      	|  0.00041808     	|
on_validation_model_eval           	|  0.0039167      	|1              	|  0.0039167      	|  0.00029473     	|
on_validation_batch_end            	|  4.0278e-05     	|48             	|  0.0019333      	|  0.00014548     	|
on_train_start                     	|  0.0010434      	|1              	|  0.0010434      	|  7.8515e-05     	|
on_validation_batch_start          	|  1.6858e-05     	|48             	|  0.00080921     	|  6.0893e-05     	|
on_validation_start                	|  0.0005002      	|1              	|  0.0005002      	|  3.7641e-05     	|
validation_step_end                	|  9.1217e-06     	|48             	|  0.00043784     	|  3.2948e-05     	|
on_validation_end                  	|  0.00022313     	|1              	|  0.00022313     	|  1.6791e-05     	|
on_fit_end                         	|  6.5111e-05     	|1              	|  6.5111e-05     	|  4.8996e-06     	|
on_before_accelerator_backend_setup	|  2.9149e-05     	|2              	|  5.8297e-05     	|  4.3869e-06     	|
on_fit_start                       	|  5.7206e-05     	|1              	|  5.7206e-05     	|  4.3047e-06     	|
on_configure_sharded_model         	|  2.4104e-05     	|2              	|  4.8207e-05     	|  3.6276e-06     	|
teardown                           	|  2.2056e-05     	|2              	|  4.4111e-05     	|  3.3194e-06     	|
setup                              	|  2.0828e-05     	|2              	|  4.1656e-05     	|  3.1346e-06     	|
on_validation_epoch_end            	|  2.8873e-05     	|1              	|  2.8873e-05     	|  2.1727e-06     	|
prepare_data                       	|  9.2629e-06     	|2              	|  1.8526e-05     	|  1.3941e-06     	|
configure_sharded_model            	|  8.4834e-06     	|2              	|  1.6967e-05     	|  1.2768e-06     	|
on_val_dataloader                  	|  8.3363e-06     	|2              	|  1.6673e-05     	|  1.2546e-06     	|
on_pretrain_routine_end            	|  1.6367e-05     	|1              	|  1.6367e-05     	|  1.2316e-06     	|
configure_callbacks                	|  7.7123e-06     	|2              	|  1.5425e-05     	|  1.1607e-06     	|
on_validation_epoch_start          	|  1.196e-05      	|1              	|  1.196e-05      	|  9e-07          	|
on_train_dataloader                	|  6.441e-06      	|1              	|  6.441e-06      	|  4.8469e-07     	|
