VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  402.26         	|  100 %          	|
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run_training_epoch                 	|  13.608         	|25             	|  340.2          	|  84.572         	|
run_training_batch                 	|  0.28775        	|1000           	|  287.75         	|  71.534         	|
optimizer_step_with_closure_0      	|  0.2846         	|1000           	|  284.6          	|  70.751         	|
training_step_and_backward         	|  0.21892        	|1000           	|  218.92         	|  54.422         	|
backward                           	|  0.10901        	|1000           	|  109.01         	|  27.1           	|
model_forward                      	|  0.10835        	|1000           	|  108.35         	|  26.934         	|
training_step                      	|  0.10815        	|1000           	|  108.15         	|  26.885         	|
run_validate_evaluation            	|  17.135         	|1              	|  17.135         	|  4.2597         	|
evaluation_step_and_end            	|  0.10499        	|139            	|  14.594         	|  3.6281         	|
validation_step                    	|  0.10488        	|139            	|  14.578         	|  3.6241         	|
get_train_batch                    	|  0.011412       	|1025           	|  11.697         	|  2.9079         	|
fetch_next_train_batch             	|  0.011386       	|1025           	|  11.671         	|  2.9013         	|
on_train_batch_end                 	|  0.0024115      	|1000           	|  2.4115         	|  0.59949        	|
zero_grad                          	|  0.001524       	|1000           	|  1.524          	|  0.37886        	|
get_validate_batch                 	|  0.0052307      	|140            	|  0.7323         	|  0.18205        	|
fetch_next_validate_batch          	|  0.0052056      	|140            	|  0.72878        	|  0.18117        	|
training_batch_to_device           	|  0.00029609     	|1000           	|  0.29609        	|  0.073607       	|
on_train_batch_start               	|  9.5944e-05     	|1000           	|  0.095944       	|  0.023851       	|
on_train_end                       	|  0.043809       	|1              	|  0.043809       	|  0.010891       	|
evaluation_batch_to_device         	|  0.00029508     	|139            	|  0.041016       	|  0.010196       	|
on_pretrain_routine_start          	|  0.024209       	|1              	|  0.024209       	|  0.0060183      	|
on_after_backward                  	|  2.4008e-05     	|1000           	|  0.024008       	|  0.0059683      	|
on_batch_start                     	|  2.2443e-05     	|1000           	|  0.022443       	|  0.0055792      	|
on_before_zero_grad                	|  1.7339e-05     	|1000           	|  0.017339       	|  0.0043105      	|
on_batch_end                       	|  1.6659e-05     	|1000           	|  0.016659       	|  0.0041414      	|
on_train_epoch_end                 	|  0.00060489     	|25             	|  0.015122       	|  0.0037593      	|
on_before_backward                 	|  1.3285e-05     	|1000           	|  0.013285       	|  0.0033026      	|
on_before_optimizer_step           	|  1.299e-05      	|1000           	|  0.01299        	|  0.0032293      	|
on_train_epoch_start               	|  0.00043629     	|25             	|  0.010907       	|  0.0027115      	|
configure_optimizers               	|  0.010849       	|1              	|  0.010849       	|  0.0026971      	|
training_step_end                  	|  7.0767e-06     	|1000           	|  0.0070767      	|  0.0017592      	|
on_validation_batch_end            	|  4.0929e-05     	|139            	|  0.0056891      	|  0.0014143      	|
on_validation_model_eval           	|  0.0048331      	|1              	|  0.0048331      	|  0.0012015      	|
on_validation_batch_start          	|  1.7237e-05     	|139            	|  0.002396       	|  0.00059563     	|
validation_step_end                	|  8.7188e-06     	|139            	|  0.0012119      	|  0.00030128     	|
on_train_start                     	|  0.0011436      	|1              	|  0.0011436      	|  0.00028429     	|
on_validation_start                	|  0.00068583     	|1              	|  0.00068583     	|  0.0001705      	|
on_validation_end                  	|  0.00036526     	|1              	|  0.00036526     	|  9.0802e-05     	|
on_epoch_end                       	|  1.1954e-05     	|26             	|  0.00031081     	|  7.7266e-05     	|
on_epoch_start                     	|  1.1165e-05     	|26             	|  0.0002903      	|  7.2167e-05     	|
on_fit_end                         	|  6.6243e-05     	|1              	|  6.6243e-05     	|  1.6468e-05     	|
setup                              	|  2.9118e-05     	|2              	|  5.8236e-05     	|  1.4477e-05     	|
on_before_accelerator_backend_setup	|  2.9072e-05     	|2              	|  5.8144e-05     	|  1.4454e-05     	|
on_configure_sharded_model         	|  2.6098e-05     	|2              	|  5.2197e-05     	|  1.2976e-05     	|
teardown                           	|  2.4456e-05     	|2              	|  4.8911e-05     	|  1.2159e-05     	|
on_validation_epoch_end            	|  4.4936e-05     	|1              	|  4.4936e-05     	|  1.1171e-05     	|
on_fit_start                       	|  4.122e-05      	|1              	|  4.122e-05      	|  1.0247e-05     	|
on_val_dataloader                  	|  1.9724e-05     	|2              	|  3.9449e-05     	|  9.8069e-06     	|
prepare_data                       	|  1.2143e-05     	|2              	|  2.4285e-05     	|  6.0372e-06     	|
configure_sharded_model            	|  1.0027e-05     	|2              	|  2.0053e-05     	|  4.9852e-06     	|
configure_callbacks                	|  8.4992e-06     	|2              	|  1.6998e-05     	|  4.2258e-06     	|
on_pretrain_routine_end            	|  1.6898e-05     	|1              	|  1.6898e-05     	|  4.2008e-06     	|
on_validation_epoch_start          	|  1.1889e-05     	|1              	|  1.1889e-05     	|  2.9556e-06     	|
on_train_dataloader                	|  1.1696e-05     	|1              	|  1.1696e-05     	|  2.9075e-06     	|
