VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  448.63         	|  100 %          	|
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run_training_epoch                 	|  14.64          	|25             	|  366.01         	|  81.583         	|
run_training_batch                 	|  0.35349        	|1000           	|  353.49         	|  78.792         	|
optimizer_step_with_closure_0      	|  0.35088        	|1000           	|  350.88         	|  78.21          	|
training_step_and_backward         	|  0.27198        	|1000           	|  271.98         	|  60.623         	|
model_forward                      	|  0.16095        	|1000           	|  160.95         	|  35.876         	|
training_step                      	|  0.16082        	|1000           	|  160.82         	|  35.846         	|
backward                           	|  0.10968        	|1000           	|  109.68         	|  24.448         	|
run_validate_evaluation            	|  35.933         	|1              	|  35.933         	|  8.0094         	|
evaluation_step_and_end            	|  0.25382        	|139            	|  35.282         	|  7.8642         	|
validation_step                    	|  0.25377        	|139            	|  35.274         	|  7.8626         	|
get_train_batch                    	|  0.0042565      	|1025           	|  4.3629         	|  0.97249        	|
fetch_next_train_batch             	|  0.0042392      	|1025           	|  4.3452         	|  0.96854        	|
zero_grad                          	|  0.0013146      	|1000           	|  1.3146         	|  0.29301        	|
on_train_batch_end                 	|  0.0012006      	|1000           	|  1.2006         	|  0.2676         	|
get_validate_batch                 	|  0.0023976      	|140            	|  0.33567        	|  0.074819       	|
fetch_next_validate_batch          	|  0.0023834      	|140            	|  0.33368        	|  0.074376       	|
training_batch_to_device           	|  0.00024107     	|1000           	|  0.24107        	|  0.053734       	|
on_train_batch_start               	|  9.0505e-05     	|1000           	|  0.090505       	|  0.020173       	|
evaluation_batch_to_device         	|  0.00024984     	|139            	|  0.034728       	|  0.0077408      	|
on_train_end                       	|  0.023758       	|1              	|  0.023758       	|  0.0052956      	|
on_pretrain_routine_start          	|  0.02299        	|1              	|  0.02299        	|  0.0051245      	|
on_batch_start                     	|  1.5061e-05     	|1000           	|  0.015061       	|  0.0033571      	|
on_before_zero_grad                	|  1.4144e-05     	|1000           	|  0.014144       	|  0.0031526      	|
on_batch_end                       	|  1.3669e-05     	|1000           	|  0.013669       	|  0.0030468      	|
on_after_backward                  	|  1.1746e-05     	|1000           	|  0.011746       	|  0.0026182      	|
on_before_backward                 	|  1.1399e-05     	|1000           	|  0.011399       	|  0.0025408      	|
on_before_optimizer_step           	|  1.0664e-05     	|1000           	|  0.010664       	|  0.0023769      	|
configure_optimizers               	|  0.0082138      	|1              	|  0.0082138      	|  0.0018308      	|
on_train_epoch_end                 	|  0.00029559     	|25             	|  0.0073897      	|  0.0016471      	|
on_train_epoch_start               	|  0.00029104     	|25             	|  0.0072761      	|  0.0016218      	|
training_step_end                  	|  6.0352e-06     	|1000           	|  0.0060352      	|  0.0013452      	|
on_validation_model_eval           	|  0.0041328      	|1              	|  0.0041328      	|  0.0009212      	|
on_validation_batch_end            	|  1.9973e-05     	|139            	|  0.0027763      	|  0.00061883     	|
on_validation_batch_start          	|  1.0432e-05     	|139            	|  0.00145        	|  0.00032321     	|
validation_step_end                	|  4.9714e-06     	|139            	|  0.00069102     	|  0.00015403     	|
on_train_start                     	|  0.0006728      	|1              	|  0.0006728      	|  0.00014997     	|
on_validation_start                	|  0.0003374      	|1              	|  0.0003374      	|  7.5206e-05     	|
on_epoch_start                     	|  1.0554e-05     	|26             	|  0.00027442     	|  6.1167e-05     	|
on_epoch_end                       	|  1.0447e-05     	|26             	|  0.00027162     	|  6.0544e-05     	|
on_validation_end                  	|  0.00011225     	|1              	|  0.00011225     	|  2.502e-05      	|
on_before_accelerator_backend_setup	|  1.9276e-05     	|2              	|  3.8553e-05     	|  8.5934e-06     	|
teardown                           	|  1.6781e-05     	|2              	|  3.3562e-05     	|  7.4809e-06     	|
setup                              	|  1.3971e-05     	|2              	|  2.7942e-05     	|  6.2282e-06     	|
on_configure_sharded_model         	|  1.3456e-05     	|2              	|  2.6911e-05     	|  5.9984e-06     	|
on_fit_end                         	|  2.2201e-05     	|1              	|  2.2201e-05     	|  4.9486e-06     	|
on_validation_epoch_end            	|  1.8484e-05     	|1              	|  1.8484e-05     	|  4.12e-06       	|
on_fit_start                       	|  1.6471e-05     	|1              	|  1.6471e-05     	|  3.6714e-06     	|
prepare_data                       	|  6.377e-06      	|2              	|  1.2754e-05     	|  2.8428e-06     	|
on_val_dataloader                  	|  5.7965e-06     	|2              	|  1.1593e-05     	|  2.5841e-06     	|
configure_callbacks                	|  5.5105e-06     	|2              	|  1.1021e-05     	|  2.4566e-06     	|
on_pretrain_routine_end            	|  1.035e-05      	|1              	|  1.035e-05      	|  2.307e-06      	|
on_validation_epoch_start          	|  1.0279e-05     	|1              	|  1.0279e-05     	|  2.2912e-06     	|
configure_sharded_model            	|  4.884e-06      	|2              	|  9.7679e-06     	|  2.1773e-06     	|
on_train_dataloader                	|  4.188e-06      	|1              	|  4.188e-06      	|  9.3351e-07     	|
