VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  597.9          	|  100 %          	|
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run_training_epoch                 	|  0.96578        	|500            	|  482.89         	|  80.765         	|
run_training_batch                 	|  0.30177        	|1000           	|  301.77         	|  50.472         	|
optimizer_step_with_closure_0      	|  0.29906        	|1000           	|  299.06         	|  50.019         	|
training_step_and_backward         	|  0.22574        	|1000           	|  225.74         	|  37.756         	|
model_forward                      	|  0.1388         	|1000           	|  138.8          	|  23.215         	|
training_step                      	|  0.13863        	|1000           	|  138.63         	|  23.187         	|
backward                           	|  0.085564       	|1000           	|  85.564         	|  14.311         	|
run_validate_evaluation            	|  70.487         	|1              	|  70.487         	|  11.789         	|
evaluation_step_and_end            	|  0.21998        	|313            	|  68.854         	|  11.516         	|
validation_step                    	|  0.21992        	|313            	|  68.836         	|  11.513         	|
get_train_batch                    	|  0.03322        	|1500           	|  49.83          	|  8.3341         	|
fetch_next_train_batch             	|  0.033187       	|1500           	|  49.781         	|  8.326          	|
on_train_batch_end                 	|  0.0013618      	|1000           	|  1.3618         	|  0.22777        	|
zero_grad                          	|  0.0013484      	|1000           	|  1.3484         	|  0.22552        	|
training_batch_to_device           	|  0.00061485     	|1000           	|  0.61485        	|  0.10284        	|
get_validate_batch                 	|  0.0018439      	|314            	|  0.57897        	|  0.096835       	|
fetch_next_validate_batch          	|  0.0018297      	|314            	|  0.57451        	|  0.096089       	|
on_train_epoch_start               	|  0.00027756     	|500            	|  0.13878        	|  0.023211       	|
on_train_epoch_end                 	|  0.00027405     	|500            	|  0.13703        	|  0.022918       	|
on_train_batch_start               	|  0.0001083      	|1000           	|  0.1083         	|  0.018114       	|
evaluation_batch_to_device         	|  0.00022492     	|313            	|  0.070398       	|  0.011774       	|
on_batch_start                     	|  3.7653e-05     	|1000           	|  0.037653       	|  0.0062975      	|
on_pretrain_routine_start          	|  0.027124       	|1              	|  0.027124       	|  0.0045366      	|
on_train_end                       	|  0.023954       	|1              	|  0.023954       	|  0.0040063      	|
on_before_zero_grad                	|  2.1755e-05     	|1000           	|  0.021755       	|  0.0036385      	|
on_batch_end                       	|  1.4714e-05     	|1000           	|  0.014714       	|  0.002461       	|
on_after_backward                  	|  1.219e-05      	|1000           	|  0.01219        	|  0.0020388      	|
on_before_optimizer_step           	|  1.2066e-05     	|1000           	|  0.012066       	|  0.002018       	|
on_before_backward                 	|  1.0774e-05     	|1000           	|  0.010774       	|  0.0018019      	|
configure_optimizers               	|  0.0083958      	|1              	|  0.0083958      	|  0.0014042      	|
training_step_end                  	|  7.8599e-06     	|1000           	|  0.0078599      	|  0.0013146      	|
on_validation_batch_end            	|  2.1861e-05     	|313            	|  0.0068426      	|  0.0011444      	|
on_epoch_start                     	|  1.0514e-05     	|501            	|  0.0052677      	|  0.00088104     	|
on_epoch_end                       	|  9.9968e-06     	|501            	|  0.0050084      	|  0.00083767     	|
on_validation_model_eval           	|  0.0040469      	|1              	|  0.0040469      	|  0.00067686     	|
on_validation_batch_start          	|  1.0688e-05     	|313            	|  0.0033454      	|  0.00055953     	|
validation_step_end                	|  5.2806e-06     	|313            	|  0.0016528      	|  0.00027644     	|
on_train_start                     	|  0.00085989     	|1              	|  0.00085989     	|  0.00014382     	|
on_validation_start                	|  0.00032435     	|1              	|  0.00032435     	|  5.4248e-05     	|
on_validation_end                  	|  0.00011        	|1              	|  0.00011        	|  1.8397e-05     	|
on_before_accelerator_backend_setup	|  2.0483e-05     	|2              	|  4.0966e-05     	|  6.8517e-06     	|
setup                              	|  1.9466e-05     	|2              	|  3.8932e-05     	|  6.5115e-06     	|
on_validation_epoch_end            	|  3.5376e-05     	|1              	|  3.5376e-05     	|  5.9167e-06     	|
on_configure_sharded_model         	|  1.5003e-05     	|2              	|  3.0006e-05     	|  5.0186e-06     	|
teardown                           	|  1.4712e-05     	|2              	|  2.9425e-05     	|  4.9214e-06     	|
on_fit_end                         	|  2.3925e-05     	|1              	|  2.3925e-05     	|  4.0015e-06     	|
on_fit_start                       	|  1.8575e-05     	|1              	|  1.8575e-05     	|  3.1067e-06     	|
prepare_data                       	|  7.5395e-06     	|2              	|  1.5079e-05     	|  2.522e-06      	|
on_pretrain_routine_end            	|  1.2974e-05     	|1              	|  1.2974e-05     	|  2.1699e-06     	|
on_val_dataloader                  	|  6.1015e-06     	|2              	|  1.2203e-05     	|  2.041e-06      	|
configure_callbacks                	|  5.4405e-06     	|2              	|  1.0881e-05     	|  1.8199e-06     	|
on_validation_epoch_start          	|  1.0029e-05     	|1              	|  1.0029e-05     	|  1.6774e-06     	|
configure_sharded_model            	|  4.949e-06      	|2              	|  9.898e-06      	|  1.6555e-06     	|
on_train_dataloader                	|  6.7931e-06     	|1              	|  6.7931e-06     	|  1.1362e-06     	|
