VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  692.84         	|  100 %          	|
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run_training_epoch                 	|  3.1963         	|200            	|  639.27         	|  92.268         	|
run_training_batch                 	|  0.30857        	|1000           	|  308.57         	|  44.537         	|
optimizer_step_with_closure_0      	|  0.3044         	|1000           	|  304.4          	|  43.935         	|
training_step_and_backward         	|  0.23635        	|1000           	|  236.35         	|  34.113         	|
model_forward                      	|  0.11825        	|1000           	|  118.25         	|  17.068         	|
training_step                      	|  0.11801        	|1000           	|  118.01         	|  17.033         	|
backward                           	|  0.1164         	|1000           	|  116.4          	|  16.8           	|
get_train_batch                    	|  0.054411       	|1200           	|  65.293         	|  9.424          	|
fetch_next_train_batch             	|  0.054376       	|1200           	|  65.251         	|  9.4179         	|
run_validate_evaluation            	|  16.816         	|1              	|  16.816         	|  2.4271         	|
evaluation_step_and_end            	|  0.10298        	|139            	|  14.314         	|  2.066          	|
validation_step                    	|  0.10285        	|139            	|  14.296         	|  2.0635         	|
on_train_batch_end                 	|  0.00299        	|1000           	|  2.99           	|  0.43155        	|
zero_grad                          	|  0.001656       	|1000           	|  1.656          	|  0.23902        	|
get_validate_batch                 	|  0.0054669      	|140            	|  0.76537        	|  0.11047        	|
fetch_next_validate_batch          	|  0.005439       	|140            	|  0.76146        	|  0.1099         	|
training_batch_to_device           	|  0.00045322     	|1000           	|  0.45322        	|  0.065415       	|
on_train_batch_start               	|  0.00010789     	|1000           	|  0.10789        	|  0.015572       	|
on_train_epoch_end                 	|  0.0004463      	|200            	|  0.089259       	|  0.012883       	|
on_train_epoch_start               	|  0.00041076     	|200            	|  0.082153       	|  0.011857       	|
on_train_end                       	|  0.043243       	|1              	|  0.043243       	|  0.0062414      	|
evaluation_batch_to_device         	|  0.00031022     	|139            	|  0.04312        	|  0.0062238      	|
on_batch_start                     	|  3.483e-05      	|1000           	|  0.03483        	|  0.0050272      	|
on_after_backward                  	|  2.9721e-05     	|1000           	|  0.029721       	|  0.0042898      	|
on_pretrain_routine_start          	|  0.023907       	|1              	|  0.023907       	|  0.0034505      	|
on_before_zero_grad                	|  2.3878e-05     	|1000           	|  0.023878       	|  0.0034464      	|
on_batch_end                       	|  1.8264e-05     	|1000           	|  0.018264       	|  0.0026361      	|
on_before_optimizer_step           	|  1.7719e-05     	|1000           	|  0.017719       	|  0.0025575      	|
on_before_backward                 	|  1.5614e-05     	|1000           	|  0.015614       	|  0.0022536      	|
training_step_end                  	|  1.0738e-05     	|1000           	|  0.010738       	|  0.0015498      	|
configure_optimizers               	|  0.010304       	|1              	|  0.010304       	|  0.0014873      	|
on_validation_batch_end            	|  4.358e-05      	|139            	|  0.0060577      	|  0.00087433     	|
on_validation_model_eval           	|  0.0040376      	|1              	|  0.0040376      	|  0.00058276     	|
on_validation_batch_start          	|  1.8667e-05     	|139            	|  0.0025948      	|  0.00037451     	|
on_epoch_start                     	|  1.2407e-05     	|201            	|  0.0024939      	|  0.00035995     	|
on_epoch_end                       	|  1.2147e-05     	|201            	|  0.0024416      	|  0.00035241     	|
validation_step_end                	|  1.0534e-05     	|139            	|  0.0014642      	|  0.00021134     	|
on_train_start                     	|  0.0012719      	|1              	|  0.0012719      	|  0.00018358     	|
on_validation_start                	|  0.0005641      	|1              	|  0.0005641      	|  8.1419e-05     	|
on_validation_end                  	|  0.00023535     	|1              	|  0.00023535     	|  3.3968e-05     	|
on_fit_end                         	|  0.00011871     	|1              	|  0.00011871     	|  1.7134e-05     	|
teardown                           	|  4.8017e-05     	|2              	|  9.6034e-05     	|  1.3861e-05     	|
on_before_accelerator_backend_setup	|  3.2426e-05     	|2              	|  6.4852e-05     	|  9.3603e-06     	|
on_configure_sharded_model         	|  3.0374e-05     	|2              	|  6.0748e-05     	|  8.7681e-06     	|
setup                              	|  2.8129e-05     	|2              	|  5.6257e-05     	|  8.1199e-06     	|
on_fit_start                       	|  4.3744e-05     	|1              	|  4.3744e-05     	|  6.3138e-06     	|
on_validation_epoch_end            	|  4.1636e-05     	|1              	|  4.1636e-05     	|  6.0095e-06     	|
prepare_data                       	|  1.1512e-05     	|2              	|  2.3024e-05     	|  3.3232e-06     	|
on_val_dataloader                  	|  9.8813e-06     	|2              	|  1.9763e-05     	|  2.8524e-06     	|
configure_callbacks                	|  8.6268e-06     	|2              	|  1.7254e-05     	|  2.4903e-06     	|
configure_sharded_model            	|  8.2478e-06     	|2              	|  1.6496e-05     	|  2.3809e-06     	|
on_pretrain_routine_end            	|  1.4085e-05     	|1              	|  1.4085e-05     	|  2.033e-06      	|
on_validation_epoch_start          	|  1.1809e-05     	|1              	|  1.1809e-05     	|  1.7045e-06     	|
on_train_dataloader                	|  1.0196e-05     	|1              	|  1.0196e-05     	|  1.4716e-06     	|
