VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  576.03         	|  100 %          	|
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run_training_epoch                 	|  1.0393         	|500            	|  519.63         	|  90.209         	|
run_training_batch                 	|  0.36147        	|1000           	|  361.47         	|  62.752         	|
optimizer_step_with_closure_0      	|  0.35874        	|1000           	|  358.74         	|  62.279         	|
training_step_and_backward         	|  0.26902        	|1000           	|  269.02         	|  46.703         	|
model_forward                      	|  0.16632        	|1000           	|  166.32         	|  28.874         	|
training_step                      	|  0.16615        	|1000           	|  166.15         	|  28.845         	|
backward                           	|  0.10128        	|1000           	|  101.28         	|  17.582         	|
get_train_batch                    	|  0.030215       	|1500           	|  45.323         	|  7.8681         	|
fetch_next_train_batch             	|  0.030182       	|1500           	|  45.273         	|  7.8596         	|
run_validate_evaluation            	|  12.303         	|1              	|  12.303         	|  2.1358         	|
evaluation_step_and_end            	|  0.24667        	|48             	|  11.84          	|  2.0555         	|
validation_step                    	|  0.24662        	|48             	|  11.838         	|  2.055          	|
zero_grad                          	|  0.001389       	|1000           	|  1.389          	|  0.24113        	|
on_train_batch_end                 	|  0.0013264      	|1000           	|  1.3264         	|  0.23026        	|
training_batch_to_device           	|  0.00060174     	|1000           	|  0.60174        	|  0.10446        	|
get_validate_batch                 	|  0.0045335      	|49             	|  0.22214        	|  0.038564       	|
fetch_next_validate_batch          	|  0.0045187      	|49             	|  0.22142        	|  0.038439       	|
on_train_epoch_start               	|  0.00027576     	|500            	|  0.13788        	|  0.023936       	|
on_train_epoch_end                 	|  0.00026525     	|500            	|  0.13263        	|  0.023024       	|
on_train_batch_start               	|  0.00010665     	|1000           	|  0.10665        	|  0.018515       	|
on_batch_start                     	|  3.5194e-05     	|1000           	|  0.035194       	|  0.0061097      	|
on_pretrain_routine_start          	|  0.025662       	|1              	|  0.025662       	|  0.004455       	|
on_train_end                       	|  0.024189       	|1              	|  0.024189       	|  0.0041993      	|
on_before_zero_grad                	|  2.3084e-05     	|1000           	|  0.023084       	|  0.0040075      	|
on_batch_end                       	|  1.3633e-05     	|1000           	|  0.013633       	|  0.0023668      	|
on_before_optimizer_step           	|  1.2211e-05     	|1000           	|  0.012211       	|  0.0021199      	|
on_before_backward                 	|  1.1862e-05     	|1000           	|  0.011862       	|  0.0020592      	|
on_after_backward                  	|  1.1085e-05     	|1000           	|  0.011085       	|  0.0019244      	|
evaluation_batch_to_device         	|  0.0002236      	|48             	|  0.010733       	|  0.0018633      	|
configure_optimizers               	|  0.0079141      	|1              	|  0.0079141      	|  0.0013739      	|
training_step_end                  	|  7.3888e-06     	|1000           	|  0.0073888      	|  0.0012827      	|
on_epoch_start                     	|  1.0369e-05     	|501            	|  0.0051948      	|  0.00090183     	|
on_epoch_end                       	|  1.027e-05      	|501            	|  0.0051454      	|  0.00089325     	|
on_validation_model_eval           	|  0.0044501      	|1              	|  0.0044501      	|  0.00077256     	|
on_validation_batch_end            	|  2.2177e-05     	|48             	|  0.0010645      	|  0.0001848      	|
on_train_start                     	|  0.0008016      	|1              	|  0.0008016      	|  0.00013916     	|
on_validation_batch_start          	|  1.0546e-05     	|48             	|  0.0005062      	|  8.7877e-05     	|
on_validation_start                	|  0.00032316     	|1              	|  0.00032316     	|  5.6102e-05     	|
validation_step_end                	|  5.3994e-06     	|48             	|  0.00025917     	|  4.4992e-05     	|
on_validation_end                  	|  0.00012251     	|1              	|  0.00012251     	|  2.1268e-05     	|
on_before_accelerator_backend_setup	|  1.7893e-05     	|2              	|  3.5787e-05     	|  6.2127e-06     	|
teardown                           	|  1.4387e-05     	|2              	|  2.8774e-05     	|  4.9952e-06     	|
on_configure_sharded_model         	|  1.3746e-05     	|2              	|  2.7492e-05     	|  4.7727e-06     	|
setup                              	|  1.2127e-05     	|2              	|  2.4255e-05     	|  4.2107e-06     	|
on_fit_end                         	|  2.15e-05       	|1              	|  2.15e-05       	|  3.7325e-06     	|
on_validation_epoch_end            	|  1.7923e-05     	|1              	|  1.7923e-05     	|  3.1115e-06     	|
on_fit_start                       	|  1.602e-05      	|1              	|  1.602e-05      	|  2.7811e-06     	|
on_val_dataloader                  	|  6.702e-06      	|2              	|  1.3404e-05     	|  2.327e-06      	|
on_pretrain_routine_end            	|  1.1722e-05     	|1              	|  1.1722e-05     	|  2.035e-06      	|
prepare_data                       	|  5.6106e-06     	|2              	|  1.1221e-05     	|  1.948e-06      	|
configure_sharded_model            	|  5.0244e-06     	|2              	|  1.0049e-05     	|  1.7445e-06     	|
on_validation_epoch_start          	|  9.338e-06      	|1              	|  9.338e-06      	|  1.6211e-06     	|
configure_callbacks                	|  4.4535e-06     	|2              	|  8.9069e-06     	|  1.5463e-06     	|
on_train_dataloader                	|  6.5931e-06     	|1              	|  6.5931e-06     	|  1.1446e-06     	|
