VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  517.55         	|  100 %          	|
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run_training_epoch                 	|  2.1817         	|200            	|  436.35         	|  84.311         	|
run_training_batch                 	|  0.36519        	|1000           	|  365.19         	|  70.562         	|
optimizer_step_with_closure_0      	|  0.36248        	|1000           	|  362.48         	|  70.037         	|
training_step_and_backward         	|  0.28315        	|1000           	|  283.15         	|  54.711         	|
model_forward                      	|  0.16673        	|1000           	|  166.73         	|  32.215         	|
training_step                      	|  0.16658        	|1000           	|  166.58         	|  32.186         	|
backward                           	|  0.11503        	|1000           	|  115.03         	|  22.225         	|
run_validate_evaluation            	|  35.795         	|1              	|  35.795         	|  6.9162         	|
evaluation_step_and_end            	|  0.25275        	|139            	|  35.133         	|  6.7883         	|
validation_step                    	|  0.2527         	|139            	|  35.125         	|  6.7868         	|
get_train_batch                    	|  0.016617       	|1200           	|  19.94          	|  3.8528         	|
fetch_next_train_batch             	|  0.016591       	|1200           	|  19.909         	|  3.8468         	|
zero_grad                          	|  0.0013708      	|1000           	|  1.3708         	|  0.26486        	|
on_train_batch_end                 	|  0.0012536      	|1000           	|  1.2536         	|  0.24223        	|
training_batch_to_device           	|  0.00034784     	|1000           	|  0.34784        	|  0.067209       	|
get_validate_batch                 	|  0.0024733      	|140            	|  0.34626        	|  0.066905       	|
fetch_next_validate_batch          	|  0.0024578      	|140            	|  0.3441         	|  0.066486       	|
on_train_batch_start               	|  9.8847e-05     	|1000           	|  0.098847       	|  0.019099       	|
on_train_epoch_start               	|  0.00027253     	|200            	|  0.054505       	|  0.010531       	|
on_train_epoch_end                 	|  0.00024599     	|200            	|  0.049198       	|  0.0095059      	|
evaluation_batch_to_device         	|  0.00023087     	|139            	|  0.032091       	|  0.0062007      	|
on_train_end                       	|  0.023757       	|1              	|  0.023757       	|  0.0045902      	|
on_batch_start                     	|  2.3354e-05     	|1000           	|  0.023354       	|  0.0045125      	|
on_pretrain_routine_start          	|  0.022146       	|1              	|  0.022146       	|  0.0042789      	|
on_before_zero_grad                	|  1.6365e-05     	|1000           	|  0.016365       	|  0.003162       	|
on_batch_end                       	|  1.3558e-05     	|1000           	|  0.013558       	|  0.0026197      	|
on_before_optimizer_step           	|  1.1786e-05     	|1000           	|  0.011786       	|  0.0022773      	|
on_after_backward                  	|  1.1648e-05     	|1000           	|  0.011648       	|  0.0022506      	|
on_before_backward                 	|  1.1589e-05     	|1000           	|  0.011589       	|  0.0022392      	|
configure_optimizers               	|  0.0081128      	|1              	|  0.0081128      	|  0.0015675      	|
training_step_end                  	|  6.7672e-06     	|1000           	|  0.0067672      	|  0.0013075      	|
on_validation_model_eval           	|  0.0045841      	|1              	|  0.0045841      	|  0.00088574     	|
on_validation_batch_end            	|  2.2634e-05     	|139            	|  0.0031462      	|  0.0006079      	|
on_epoch_start                     	|  1.0792e-05     	|201            	|  0.0021692      	|  0.00041914     	|
on_epoch_end                       	|  1.0528e-05     	|201            	|  0.0021161      	|  0.00040887     	|
on_validation_batch_start          	|  1.0741e-05     	|139            	|  0.0014929      	|  0.00028846     	|
validation_step_end                	|  5.7078e-06     	|139            	|  0.00079338     	|  0.0001533      	|
on_train_start                     	|  0.00078638     	|1              	|  0.00078638     	|  0.00015194     	|
on_validation_start                	|  0.00032474     	|1              	|  0.00032474     	|  6.2745e-05     	|
on_validation_end                  	|  0.00011826     	|1              	|  0.00011826     	|  2.285e-05      	|
on_before_accelerator_backend_setup	|  1.8414e-05     	|2              	|  3.6829e-05     	|  7.116e-06      	|
teardown                           	|  1.635e-05      	|2              	|  3.2701e-05     	|  6.3184e-06     	|
setup                              	|  1.5038e-05     	|2              	|  3.0077e-05     	|  5.8114e-06     	|
on_configure_sharded_model         	|  1.4222e-05     	|2              	|  2.8444e-05     	|  5.4959e-06     	|
on_fit_end                         	|  2.2954e-05     	|1              	|  2.2954e-05     	|  4.4352e-06     	|
on_validation_epoch_end            	|  1.9947e-05     	|1              	|  1.9947e-05     	|  3.8541e-06     	|
on_fit_start                       	|  1.617e-05      	|1              	|  1.617e-05      	|  3.1244e-06     	|
on_pretrain_routine_end            	|  1.3535e-05     	|1              	|  1.3535e-05     	|  2.6152e-06     	|
configure_callbacks                	|  6.417e-06      	|2              	|  1.2834e-05     	|  2.4798e-06     	|
on_val_dataloader                  	|  5.8905e-06     	|2              	|  1.1781e-05     	|  2.2763e-06     	|
prepare_data                       	|  5.8865e-06     	|2              	|  1.1773e-05     	|  2.2748e-06     	|
configure_sharded_model            	|  4.954e-06      	|2              	|  9.908e-06      	|  1.9144e-06     	|
on_validation_epoch_start          	|  9.217e-06      	|1              	|  9.217e-06      	|  1.7809e-06     	|
on_train_dataloader                	|  4.128e-06      	|1              	|  4.128e-06      	|  7.976e-07      	|
