VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  438.51         	|  100 %          	|
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run_training_epoch                 	|  5.164          	|63             	|  325.33         	|  74.191         	|
run_training_batch                 	|  0.30212        	|1000           	|  302.12         	|  68.898         	|
optimizer_step_with_closure_0      	|  0.29946        	|1000           	|  299.46         	|  68.291         	|
training_step_and_backward         	|  0.22578        	|1000           	|  225.78         	|  51.489         	|
model_forward                      	|  0.13994        	|1000           	|  139.94         	|  31.912         	|
training_step                      	|  0.1398         	|1000           	|  139.8          	|  31.881         	|
backward                           	|  0.08452        	|1000           	|  84.52          	|  19.275         	|
run_validate_evaluation            	|  70.195         	|1              	|  70.195         	|  16.008         	|
evaluation_step_and_end            	|  0.21908        	|313            	|  68.572         	|  15.638         	|
validation_step                    	|  0.21903        	|313            	|  68.555         	|  15.634         	|
get_train_batch                    	|  0.0073953      	|1063           	|  7.8612         	|  1.7927         	|
fetch_next_train_batch             	|  0.0073762      	|1063           	|  7.8409         	|  1.7881         	|
zero_grad                          	|  0.0012976      	|1000           	|  1.2976         	|  0.29592        	|
on_train_batch_end                 	|  0.0011803      	|1000           	|  1.1803         	|  0.26917        	|
get_validate_batch                 	|  0.0019003      	|314            	|  0.5967         	|  0.13608        	|
fetch_next_validate_batch          	|  0.001886       	|314            	|  0.5922         	|  0.13505        	|
training_batch_to_device           	|  0.00022117     	|1000           	|  0.22117        	|  0.050438       	|
on_train_batch_start               	|  9.1632e-05     	|1000           	|  0.091632       	|  0.020896       	|
evaluation_batch_to_device         	|  0.00022031     	|313            	|  0.068956       	|  0.015725       	|
on_train_end                       	|  0.024973       	|1              	|  0.024973       	|  0.005695       	|
on_pretrain_routine_start          	|  0.022543       	|1              	|  0.022543       	|  0.0051408      	|
on_train_epoch_end                 	|  0.00029418     	|63             	|  0.018534       	|  0.0042265      	|
on_train_epoch_start               	|  0.00028638     	|63             	|  0.018042       	|  0.0041143      	|
on_batch_start                     	|  1.5897e-05     	|1000           	|  0.015897       	|  0.0036253      	|
on_before_zero_grad                	|  1.3452e-05     	|1000           	|  0.013452       	|  0.0030677      	|
on_batch_end                       	|  1.3158e-05     	|1000           	|  0.013158       	|  0.0030006      	|
on_after_backward                  	|  1.1215e-05     	|1000           	|  0.011215       	|  0.0025575      	|
on_before_backward                 	|  1.0677e-05     	|1000           	|  0.010677       	|  0.0024348      	|
on_before_optimizer_step           	|  1.0224e-05     	|1000           	|  0.010224       	|  0.0023315      	|
configure_optimizers               	|  0.0083325      	|1              	|  0.0083325      	|  0.0019002      	|
on_validation_batch_end            	|  1.9066e-05     	|313            	|  0.0059677      	|  0.0013609      	|
training_step_end                  	|  5.727e-06      	|1000           	|  0.005727       	|  0.001306       	|
on_validation_model_eval           	|  0.0040453      	|1              	|  0.0040453      	|  0.00092251     	|
on_validation_batch_start          	|  1.017e-05      	|313            	|  0.0031833      	|  0.00072595     	|
validation_step_end                	|  5.0163e-06     	|313            	|  0.0015701      	|  0.00035806     	|
on_train_start                     	|  0.00073088     	|1              	|  0.00073088     	|  0.00016667     	|
on_epoch_start                     	|  1.0655e-05     	|64             	|  0.00068193     	|  0.00015551     	|
on_epoch_end                       	|  1.0253e-05     	|64             	|  0.00065618     	|  0.00014964     	|
on_validation_start                	|  0.00032352     	|1              	|  0.00032352     	|  7.3777e-05     	|
on_validation_end                  	|  0.00011146     	|1              	|  0.00011146     	|  2.5418e-05     	|
on_validation_epoch_end            	|  3.6037e-05     	|1              	|  3.6037e-05     	|  8.2181e-06     	|
on_before_accelerator_backend_setup	|  1.7769e-05     	|2              	|  3.5538e-05     	|  8.1043e-06     	|
teardown                           	|  1.568e-05      	|2              	|  3.1359e-05     	|  7.1513e-06     	|
on_configure_sharded_model         	|  1.3716e-05     	|2              	|  2.7431e-05     	|  6.2556e-06     	|
setup                              	|  1.3365e-05     	|2              	|  2.673e-05      	|  6.0957e-06     	|
on_fit_end                         	|  2.1701e-05     	|1              	|  2.1701e-05     	|  4.9488e-06     	|
on_fit_start                       	|  1.7924e-05     	|1              	|  1.7924e-05     	|  4.0875e-06     	|
on_val_dataloader                  	|  5.841e-06      	|2              	|  1.1682e-05     	|  2.6641e-06     	|
prepare_data                       	|  5.58e-06       	|2              	|  1.116e-05      	|  2.545e-06      	|
on_pretrain_routine_end            	|  9.928e-06      	|1              	|  9.928e-06      	|  2.2641e-06     	|
configure_sharded_model            	|  4.929e-06      	|2              	|  9.8579e-06     	|  2.2481e-06     	|
on_validation_epoch_start          	|  9.528e-06      	|1              	|  9.528e-06      	|  2.1728e-06     	|
configure_callbacks                	|  4.649e-06      	|2              	|  9.298e-06      	|  2.1204e-06     	|
on_train_dataloader                	|  4.078e-06      	|1              	|  4.078e-06      	|  9.2998e-07     	|
