VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  511.57         	|  100 %          	|
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run_training_epoch                 	|  2.1557         	|200            	|  431.14         	|  84.278         	|
run_training_batch                 	|  0.36024        	|1000           	|  360.24         	|  70.419         	|
optimizer_step_with_closure_0      	|  0.35755        	|1000           	|  357.55         	|  69.892         	|
training_step_and_backward         	|  0.27819        	|1000           	|  278.19         	|  54.381         	|
model_forward                      	|  0.16429        	|1000           	|  164.29         	|  32.114         	|
training_step                      	|  0.16414        	|1000           	|  164.14         	|  32.085         	|
backward                           	|  0.11254        	|1000           	|  112.54         	|  22.0           	|
run_validate_evaluation            	|  35.924         	|1              	|  35.924         	|  7.0223         	|
evaluation_step_and_end            	|  0.25372        	|139            	|  35.267         	|  6.8938         	|
validation_step                    	|  0.25366        	|139            	|  35.258         	|  6.8922         	|
get_train_batch                    	|  0.016614       	|1200           	|  19.937         	|  3.8973         	|
fetch_next_train_batch             	|  0.016589       	|1200           	|  19.907         	|  3.8914         	|
zero_grad                          	|  0.0013361      	|1000           	|  1.3361         	|  0.26117        	|
on_train_batch_end                 	|  0.0012379      	|1000           	|  1.2379         	|  0.24197        	|
get_validate_batch                 	|  0.0024598      	|140            	|  0.34437        	|  0.067316       	|
fetch_next_validate_batch          	|  0.0024448      	|140            	|  0.34228        	|  0.066907       	|
training_batch_to_device           	|  0.00034208     	|1000           	|  0.34208        	|  0.066869       	|
on_train_batch_start               	|  9.7694e-05     	|1000           	|  0.097694       	|  0.019097       	|
on_train_epoch_start               	|  0.00027177     	|200            	|  0.054353       	|  0.010625       	|
on_train_epoch_end                 	|  0.00026935     	|200            	|  0.05387        	|  0.01053        	|
evaluation_batch_to_device         	|  0.00023223     	|139            	|  0.03228        	|  0.00631        	|
on_train_end                       	|  0.024145       	|1              	|  0.024145       	|  0.0047198      	|
on_batch_start                     	|  2.2873e-05     	|1000           	|  0.022873       	|  0.0044711      	|
on_pretrain_routine_start          	|  0.02235        	|1              	|  0.02235        	|  0.0043688      	|
on_before_zero_grad                	|  1.6276e-05     	|1000           	|  0.016276       	|  0.0031815      	|
on_batch_end                       	|  1.4115e-05     	|1000           	|  0.014115       	|  0.0027591      	|
on_before_optimizer_step           	|  1.1798e-05     	|1000           	|  0.011798       	|  0.0023062      	|
on_after_backward                  	|  1.1489e-05     	|1000           	|  0.011489       	|  0.0022459      	|
on_before_backward                 	|  1.1442e-05     	|1000           	|  0.011442       	|  0.0022366      	|
configure_optimizers               	|  0.0082159      	|1              	|  0.0082159      	|  0.001606       	|
training_step_end                  	|  6.4243e-06     	|1000           	|  0.0064243      	|  0.0012558      	|
on_validation_model_eval           	|  0.0039713      	|1              	|  0.0039713      	|  0.0007763      	|
on_validation_batch_end            	|  2.3378e-05     	|139            	|  0.0032495      	|  0.0006352      	|
on_epoch_start                     	|  1.0873e-05     	|201            	|  0.0021855      	|  0.00042721     	|
on_epoch_end                       	|  1.0501e-05     	|201            	|  0.0021107      	|  0.00041258     	|
on_validation_batch_start          	|  1.0993e-05     	|139            	|  0.001528       	|  0.00029869     	|
on_train_start                     	|  0.00077477     	|1              	|  0.00077477     	|  0.00015145     	|
validation_step_end                	|  5.4391e-06     	|139            	|  0.00075603     	|  0.00014779     	|
on_validation_start                	|  0.00031375     	|1              	|  0.00031375     	|  6.133e-05      	|
on_validation_end                  	|  0.00011969     	|1              	|  0.00011969     	|  2.3397e-05     	|
on_before_accelerator_backend_setup	|  2.1104e-05     	|2              	|  4.2208e-05     	|  8.2507e-06     	|
teardown                           	|  1.6907e-05     	|2              	|  3.3813e-05     	|  6.6097e-06     	|
setup                              	|  1.4753e-05     	|2              	|  2.9506e-05     	|  5.7677e-06     	|
on_configure_sharded_model         	|  1.337e-05      	|2              	|  2.674e-05      	|  5.2271e-06     	|
on_fit_end                         	|  2.0298e-05     	|1              	|  2.0298e-05     	|  3.9678e-06     	|
on_validation_epoch_end            	|  1.9748e-05     	|1              	|  1.9748e-05     	|  3.8603e-06     	|
on_fit_start                       	|  1.6591e-05     	|1              	|  1.6591e-05     	|  3.2431e-06     	|
on_val_dataloader                  	|  6.0865e-06     	|2              	|  1.2173e-05     	|  2.3795e-06     	|
prepare_data                       	|  6.0415e-06     	|2              	|  1.2083e-05     	|  2.3619e-06     	|
configure_callbacks                	|  5.686e-06      	|2              	|  1.1372e-05     	|  2.223e-06      	|
configure_sharded_model            	|  5.255e-06      	|2              	|  1.051e-05      	|  2.0545e-06     	|
on_pretrain_routine_end            	|  9.978e-06      	|1              	|  9.978e-06      	|  1.9505e-06     	|
on_validation_epoch_start          	|  9.6781e-06     	|1              	|  9.6781e-06     	|  1.8918e-06     	|
on_train_dataloader                	|  4.2779e-06     	|1              	|  4.2779e-06     	|  8.3623e-07     	|
