VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  391.77         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  13.524         	|25             	|  338.1          	|  86.301         	|
run_training_batch                 	|  0.28347        	|1000           	|  283.47         	|  72.355         	|
optimizer_step_with_closure_0      	|  0.27962        	|1000           	|  279.62         	|  71.375         	|
training_step_and_backward         	|  0.21552        	|1000           	|  215.52         	|  55.012         	|
backward                           	|  0.10812        	|1000           	|  108.12         	|  27.598         	|
model_forward                      	|  0.10582        	|1000           	|  105.82         	|  27.012         	|
training_step                      	|  0.10561        	|1000           	|  105.61         	|  26.956         	|
run_validate_evaluation            	|  16.566         	|1              	|  16.566         	|  4.2286         	|
evaluation_step_and_end            	|  0.10099        	|139            	|  14.038         	|  3.5833         	|
validation_step                    	|  0.10087        	|139            	|  14.02          	|  3.5787         	|
get_train_batch                    	|  0.011389       	|1025           	|  11.674         	|  2.9797         	|
fetch_next_train_batch             	|  0.011364       	|1025           	|  11.648         	|  2.9731         	|
on_train_batch_end                 	|  0.0024357      	|1000           	|  2.4357         	|  0.62173        	|
zero_grad                          	|  0.001542       	|1000           	|  1.542          	|  0.39359        	|
get_validate_batch                 	|  0.005511       	|140            	|  0.77153        	|  0.19694        	|
fetch_next_validate_batch          	|  0.0054829      	|140            	|  0.7676         	|  0.19593        	|
training_batch_to_device           	|  0.00032512     	|1000           	|  0.32512        	|  0.082986       	|
on_train_batch_start               	|  9.7225e-05     	|1000           	|  0.097225       	|  0.024817       	|
on_train_end                       	|  0.049655       	|1              	|  0.049655       	|  0.012674       	|
evaluation_batch_to_device         	|  0.00031128     	|139            	|  0.043267       	|  0.011044       	|
on_after_backward                  	|  3.0458e-05     	|1000           	|  0.030458       	|  0.0077746      	|
on_pretrain_routine_start          	|  0.026782       	|1              	|  0.026782       	|  0.0068363      	|
on_batch_start                     	|  2.1782e-05     	|1000           	|  0.021782       	|  0.00556        	|
on_before_zero_grad                	|  1.871e-05      	|1000           	|  0.01871        	|  0.0047756      	|
on_batch_end                       	|  1.6729e-05     	|1000           	|  0.016729       	|  0.0042702      	|
on_before_optimizer_step           	|  1.4233e-05     	|1000           	|  0.014233       	|  0.0036329      	|
on_before_backward                 	|  1.3519e-05     	|1000           	|  0.013519       	|  0.0034508      	|
on_train_epoch_end                 	|  0.00050968     	|25             	|  0.012742       	|  0.0032524      	|
on_train_epoch_start               	|  0.00043041     	|25             	|  0.01076        	|  0.0027466      	|
configure_optimizers               	|  0.0092605      	|1              	|  0.0092605      	|  0.0023638      	|
training_step_end                  	|  7.8794e-06     	|1000           	|  0.0078794      	|  0.0020112      	|
on_validation_batch_end            	|  4.7534e-05     	|139            	|  0.0066072      	|  0.0016865      	|
on_validation_model_eval           	|  0.0044154      	|1              	|  0.0044154      	|  0.001127       	|
on_validation_batch_start          	|  1.8222e-05     	|139            	|  0.0025329      	|  0.00064652     	|
validation_step_end                	|  1.0103e-05     	|139            	|  0.0014043      	|  0.00035845     	|
on_train_start                     	|  0.00078133     	|1              	|  0.00078133     	|  0.00019944     	|
on_validation_start                	|  0.00075173     	|1              	|  0.00075173     	|  0.00019188     	|
on_epoch_start                     	|  1.3327e-05     	|26             	|  0.00034649     	|  8.8443e-05     	|
on_epoch_end                       	|  1.2762e-05     	|26             	|  0.00033182     	|  8.4697e-05     	|
on_validation_end                  	|  0.000172       	|1              	|  0.000172       	|  4.3903e-05     	|
setup                              	|  3.0754e-05     	|2              	|  6.1508e-05     	|  1.57e-05       	|
on_fit_end                         	|  5.4875e-05     	|1              	|  5.4875e-05     	|  1.4007e-05     	|
on_configure_sharded_model         	|  2.4312e-05     	|2              	|  4.8624e-05     	|  1.2411e-05     	|
teardown                           	|  2.3458e-05     	|2              	|  4.6916e-05     	|  1.1975e-05     	|
on_before_accelerator_backend_setup	|  2.2518e-05     	|2              	|  4.5035e-05     	|  1.1495e-05     	|
on_validation_epoch_end            	|  3.8991e-05     	|1              	|  3.8991e-05     	|  9.9525e-06     	|
on_val_dataloader                  	|  1.5721e-05     	|2              	|  3.1441e-05     	|  8.0255e-06     	|
on_fit_start                       	|  2.929e-05      	|1              	|  2.929e-05      	|  7.4764e-06     	|
configure_sharded_model            	|  1.0295e-05     	|2              	|  2.059e-05      	|  5.2556e-06     	|
on_validation_epoch_start          	|  1.793e-05      	|1              	|  1.793e-05      	|  4.5766e-06     	|
prepare_data                       	|  7.5419e-06     	|2              	|  1.5084e-05     	|  3.8501e-06     	|
on_pretrain_routine_end            	|  1.4868e-05     	|1              	|  1.4868e-05     	|  3.795e-06      	|
configure_callbacks                	|  7.4292e-06     	|2              	|  1.4858e-05     	|  3.7926e-06     	|
on_train_dataloader                	|  7.6238e-06     	|1              	|  7.6238e-06     	|  1.946e-06      	|
