VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1274.0         	|  100 %          	|
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run_training_epoch                 	|  2.4746         	|500            	|  1237.3         	|  97.116         	|
run_training_batch                 	|  0.28885        	|1000           	|  288.85         	|  22.672         	|
optimizer_step_with_closure_0      	|  0.28452        	|1000           	|  284.52         	|  22.332         	|
training_step_and_backward         	|  0.21741        	|1000           	|  217.41         	|  17.065         	|
get_train_batch                    	|  0.12306        	|1500           	|  184.59         	|  14.489         	|
fetch_next_train_batch             	|  0.12302        	|1500           	|  184.53         	|  14.484         	|
model_forward                      	|  0.10984        	|1000           	|  109.84         	|  8.6217         	|
training_step                      	|  0.1096         	|1000           	|  109.6          	|  8.6026         	|
backward                           	|  0.10595        	|1000           	|  105.95         	|  8.3162         	|
run_validate_evaluation            	|  7.6548         	|1              	|  7.6548         	|  0.60083        	|
evaluation_step_and_end            	|  0.10363        	|48             	|  4.9743         	|  0.39044        	|
validation_step                    	|  0.10352        	|48             	|  4.9691         	|  0.39003        	|
on_train_batch_end                 	|  0.0023243      	|1000           	|  2.3243         	|  0.18244        	|
zero_grad                          	|  0.0015723      	|1000           	|  1.5723         	|  0.12341        	|
get_validate_batch                 	|  0.015869       	|49             	|  0.77758        	|  0.061033       	|
fetch_next_validate_batch          	|  0.015845       	|49             	|  0.77638        	|  0.060939       	|
training_batch_to_device           	|  0.00075377     	|1000           	|  0.75377        	|  0.059164       	|
on_train_epoch_start               	|  0.00037051     	|500            	|  0.18526        	|  0.014541       	|
on_train_epoch_end                 	|  0.00034321     	|500            	|  0.1716         	|  0.013469       	|
on_train_batch_start               	|  0.00011416     	|1000           	|  0.11416        	|  0.0089605      	|
on_batch_start                     	|  4.9886e-05     	|1000           	|  0.049886       	|  0.0039156      	|
on_train_end                       	|  0.042831       	|1              	|  0.042831       	|  0.0033619      	|
on_after_backward                  	|  3.1731e-05     	|1000           	|  0.031731       	|  0.0024906      	|
on_before_zero_grad                	|  2.3695e-05     	|1000           	|  0.023695       	|  0.0018599      	|
on_pretrain_routine_start          	|  0.022018       	|1              	|  0.022018       	|  0.0017282      	|
on_before_backward                 	|  1.7729e-05     	|1000           	|  0.017729       	|  0.0013915      	|
on_batch_end                       	|  1.7557e-05     	|1000           	|  0.017557       	|  0.001378       	|
on_before_optimizer_step           	|  1.7244e-05     	|1000           	|  0.017244       	|  0.0013535      	|
evaluation_batch_to_device         	|  0.00028547     	|48             	|  0.013702       	|  0.0010755      	|
training_step_end                  	|  1.0555e-05     	|1000           	|  0.010555       	|  0.00082847     	|
configure_optimizers               	|  0.0081486      	|1              	|  0.0081486      	|  0.00063959     	|
on_epoch_end                       	|  1.166e-05      	|501            	|  0.0058417      	|  0.00045852     	|
on_epoch_start                     	|  1.1294e-05     	|501            	|  0.0056584      	|  0.00044414     	|
on_validation_model_eval           	|  0.004003       	|1              	|  0.004003       	|  0.0003142      	|
on_validation_batch_end            	|  3.9868e-05     	|48             	|  0.0019137      	|  0.00015021     	|
on_validation_batch_start          	|  1.722e-05      	|48             	|  0.00082657     	|  6.4878e-05     	|
on_train_start                     	|  0.00077409     	|1              	|  0.00077409     	|  6.0759e-05     	|
on_validation_start                	|  0.00052229     	|1              	|  0.00052229     	|  4.0995e-05     	|
validation_step_end                	|  8.9814e-06     	|48             	|  0.00043111     	|  3.3838e-05     	|
on_validation_end                  	|  0.00014517     	|1              	|  0.00014517     	|  1.1394e-05     	|
teardown                           	|  3.9134e-05     	|2              	|  7.8268e-05     	|  6.1433e-06     	|
on_fit_end                         	|  5.9646e-05     	|1              	|  5.9646e-05     	|  4.6816e-06     	|
on_before_accelerator_backend_setup	|  2.5623e-05     	|2              	|  5.1245e-05     	|  4.0223e-06     	|
on_configure_sharded_model         	|  2.1359e-05     	|2              	|  4.2718e-05     	|  3.353e-06      	|
setup                              	|  2.046e-05      	|2              	|  4.092e-05      	|  3.2119e-06     	|
on_validation_epoch_end            	|  2.8048e-05     	|1              	|  2.8048e-05     	|  2.2015e-06     	|
configure_callbacks                	|  9.4743e-06     	|2              	|  1.8949e-05     	|  1.4873e-06     	|
on_fit_start                       	|  1.8176e-05     	|1              	|  1.8176e-05     	|  1.4266e-06     	|
on_val_dataloader                  	|  8.1426e-06     	|2              	|  1.6285e-05     	|  1.2782e-06     	|
prepare_data                       	|  6.8899e-06     	|2              	|  1.378e-05      	|  1.0816e-06     	|
on_pretrain_routine_end            	|  1.2977e-05     	|1              	|  1.2977e-05     	|  1.0186e-06     	|
configure_sharded_model            	|  6.2408e-06     	|2              	|  1.2482e-05     	|  9.7969e-07     	|
on_validation_epoch_start          	|  1.1971e-05     	|1              	|  1.1971e-05     	|  9.3963e-07     	|
on_train_dataloader                	|  5.8152e-06     	|1              	|  5.8152e-06     	|  4.5644e-07     	|
