VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  456.54         	|  100 %          	|
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run_training_epoch                 	|  6.6244         	|63             	|  417.34         	|  91.414         	|
run_training_batch                 	|  0.29231        	|1000           	|  292.31         	|  64.027         	|
optimizer_step_with_closure_0      	|  0.28798        	|1000           	|  287.98         	|  63.079         	|
training_step_and_backward         	|  0.22233        	|1000           	|  222.33         	|  48.699         	|
backward                           	|  0.11597        	|1000           	|  115.97         	|  25.402         	|
model_forward                      	|  0.1048         	|1000           	|  104.8          	|  22.955         	|
training_step                      	|  0.1046         	|1000           	|  104.6          	|  22.912         	|
get_train_batch                    	|  0.026029       	|1063           	|  27.669         	|  6.0606         	|
fetch_next_train_batch             	|  0.026005       	|1063           	|  27.643         	|  6.0549         	|
run_validate_evaluation            	|  7.4247         	|1              	|  7.4247         	|  1.6263         	|
evaluation_step_and_end            	|  0.10443        	|48             	|  5.0125         	|  1.0979         	|
validation_step                    	|  0.10431        	|48             	|  5.0071         	|  1.0968         	|
on_train_batch_end                 	|  0.0022497      	|1000           	|  2.2497         	|  0.49277        	|
zero_grad                          	|  0.0015276      	|1000           	|  1.5276         	|  0.33461        	|
get_validate_batch                 	|  0.013727       	|49             	|  0.67262        	|  0.14733        	|
fetch_next_validate_batch          	|  0.013702       	|49             	|  0.67142        	|  0.14707        	|
training_batch_to_device           	|  0.00030283     	|1000           	|  0.30283        	|  0.066332       	|
on_train_batch_start               	|  0.00014151     	|1000           	|  0.14151        	|  0.030996       	|
on_train_end                       	|  0.052048       	|1              	|  0.052048       	|  0.011401       	|
on_pretrain_routine_start          	|  0.029674       	|1              	|  0.029674       	|  0.0064998      	|
on_after_backward                  	|  2.6396e-05     	|1000           	|  0.026396       	|  0.0057817      	|
on_train_epoch_end                 	|  0.0003665      	|63             	|  0.02309        	|  0.0050575      	|
on_train_epoch_start               	|  0.00035686     	|63             	|  0.022482       	|  0.0049246      	|
on_batch_start                     	|  2.1814e-05     	|1000           	|  0.021814       	|  0.0047781      	|
on_before_zero_grad                	|  1.8329e-05     	|1000           	|  0.018329       	|  0.0040147      	|
on_batch_end                       	|  1.6103e-05     	|1000           	|  0.016103       	|  0.0035272      	|
on_before_backward                 	|  1.3602e-05     	|1000           	|  0.013602       	|  0.0029793      	|
evaluation_batch_to_device         	|  0.00027979     	|48             	|  0.01343        	|  0.0029417      	|
on_before_optimizer_step           	|  1.3034e-05     	|1000           	|  0.013034       	|  0.002855       	|
configure_optimizers               	|  0.012522       	|1              	|  0.012522       	|  0.0027427      	|
training_step_end                  	|  7.26e-06       	|1000           	|  0.00726        	|  0.0015902      	|
on_validation_model_eval           	|  0.0050368      	|1              	|  0.0050368      	|  0.0011033      	|
on_validation_batch_end            	|  4.0153e-05     	|48             	|  0.0019273      	|  0.00042217     	|
on_train_start                     	|  0.001336       	|1              	|  0.001336       	|  0.00029263     	|
on_validation_batch_start          	|  1.7061e-05     	|48             	|  0.00081893     	|  0.00017938     	|
on_epoch_start                     	|  1.2111e-05     	|64             	|  0.00077512     	|  0.00016978     	|
on_epoch_end                       	|  1.1921e-05     	|64             	|  0.00076293     	|  0.00016711     	|
on_validation_start                	|  0.00068726     	|1              	|  0.00068726     	|  0.00015054     	|
validation_step_end                	|  9.7068e-06     	|48             	|  0.00046593     	|  0.00010206     	|
on_validation_end                  	|  0.00016298     	|1              	|  0.00016298     	|  3.57e-05       	|
teardown                           	|  3.8656e-05     	|2              	|  7.7313e-05     	|  1.6935e-05     	|
on_before_accelerator_backend_setup	|  3.4572e-05     	|2              	|  6.9143e-05     	|  1.5145e-05     	|
on_configure_sharded_model         	|  3.103e-05      	|2              	|  6.206e-05      	|  1.3594e-05     	|
setup                              	|  2.7056e-05     	|2              	|  5.4112e-05     	|  1.1853e-05     	|
on_fit_start                       	|  4.9405e-05     	|1              	|  4.9405e-05     	|  1.0822e-05     	|
on_validation_epoch_end            	|  3.8788e-05     	|1              	|  3.8788e-05     	|  8.4961e-06     	|
on_fit_end                         	|  3.1581e-05     	|1              	|  3.1581e-05     	|  6.9175e-06     	|
on_val_dataloader                  	|  1.5118e-05     	|2              	|  3.0236e-05     	|  6.623e-06      	|
configure_sharded_model            	|  1.0386e-05     	|2              	|  2.0772e-05     	|  4.5499e-06     	|
configure_callbacks                	|  9.7081e-06     	|2              	|  1.9416e-05     	|  4.2529e-06     	|
prepare_data                       	|  8.5197e-06     	|2              	|  1.7039e-05     	|  3.7323e-06     	|
on_pretrain_routine_end            	|  1.6179e-05     	|1              	|  1.6179e-05     	|  3.5438e-06     	|
on_validation_epoch_start          	|  1.3933e-05     	|1              	|  1.3933e-05     	|  3.0518e-06     	|
on_train_dataloader                	|  9.1121e-06     	|1              	|  9.1121e-06     	|  1.9959e-06     	|
