VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  453.78         	|  100 %          	|
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run_training_epoch                 	|  5.8465         	|63             	|  368.33         	|  81.169         	|
run_training_batch                 	|  0.23296        	|1000           	|  232.96         	|  51.338         	|
optimizer_step_with_closure_0      	|  0.23113        	|1000           	|  231.13         	|  50.935         	|
training_step_and_backward         	|  0.17148        	|1000           	|  171.48         	|  37.79          	|
model_forward                      	|  0.08584        	|1000           	|  85.84          	|  18.917         	|
training_step                      	|  0.085684       	|1000           	|  85.684         	|  18.882         	|
backward                           	|  0.08435        	|1000           	|  84.35          	|  18.588         	|
run_validate_evaluation            	|  49.927         	|1              	|  49.927         	|  11.003         	|
get_train_batch                    	|  0.028287       	|1063           	|  30.069         	|  6.6263         	|
fetch_next_train_batch             	|  0.028265       	|1063           	|  30.045         	|  6.6211         	|
evaluation_step_and_end            	|  0.083376       	|313            	|  26.097         	|  5.751          	|
validation_step                    	|  0.083312       	|313            	|  26.077         	|  5.7466         	|
on_train_batch_end                 	|  0.0014486      	|1000           	|  1.4486         	|  0.31923        	|
zero_grad                          	|  0.0012669      	|1000           	|  1.2669         	|  0.27918        	|
on_train_end                       	|  0.97633        	|1              	|  0.97633        	|  0.21516        	|
get_validate_batch                 	|  0.0031088      	|314            	|  0.97617        	|  0.21512        	|
fetch_next_validate_batch          	|  0.0030925      	|314            	|  0.97103        	|  0.21399        	|
training_batch_to_device           	|  0.00022688     	|1000           	|  0.22688        	|  0.049998       	|
on_train_batch_start               	|  8.9729e-05     	|1000           	|  0.089729       	|  0.019774       	|
evaluation_batch_to_device         	|  0.00018761     	|313            	|  0.058722       	|  0.012941       	|
on_pretrain_routine_start          	|  0.021927       	|1              	|  0.021927       	|  0.0048321      	|
on_train_epoch_start               	|  0.00033384     	|63             	|  0.021032       	|  0.0046348      	|
on_train_epoch_end                 	|  0.00031558     	|63             	|  0.019882       	|  0.0043814      	|
on_batch_start                     	|  1.8907e-05     	|1000           	|  0.018907       	|  0.0041665      	|
on_after_backward                  	|  1.5048e-05     	|1000           	|  0.015048       	|  0.0033161      	|
on_batch_end                       	|  1.4428e-05     	|1000           	|  0.014428       	|  0.0031795      	|
on_before_zero_grad                	|  1.3752e-05     	|1000           	|  0.013752       	|  0.0030306      	|
configure_optimizers               	|  0.013359       	|1              	|  0.013359       	|  0.002944       	|
on_before_optimizer_step           	|  1.116e-05      	|1000           	|  0.01116        	|  0.0024593      	|
on_before_backward                 	|  1.0921e-05     	|1000           	|  0.010921       	|  0.0024067      	|
on_validation_batch_end            	|  2.2066e-05     	|313            	|  0.0069066      	|  0.001522       	|
training_step_end                  	|  6.0148e-06     	|1000           	|  0.0060148      	|  0.0013255      	|
on_validation_batch_start          	|  1.1936e-05     	|313            	|  0.003736       	|  0.00082331     	|
on_validation_model_eval           	|  0.0037227      	|1              	|  0.0037227      	|  0.00082037     	|
validation_step_end                	|  5.5484e-06     	|313            	|  0.0017367      	|  0.00038271     	|
on_train_start                     	|  0.0012896      	|1              	|  0.0012896      	|  0.00028419     	|
on_epoch_start                     	|  1.1119e-05     	|64             	|  0.0007116      	|  0.00015682     	|
on_epoch_end                       	|  1.1037e-05     	|64             	|  0.00070635     	|  0.00015566     	|
on_validation_start                	|  0.00045776     	|1              	|  0.00045776     	|  0.00010088     	|
on_validation_end                  	|  0.00016568     	|1              	|  0.00016568     	|  3.6511e-05     	|
teardown                           	|  3.4089e-05     	|2              	|  6.8178e-05     	|  1.5025e-05     	|
on_fit_end                         	|  6.3211e-05     	|1              	|  6.3211e-05     	|  1.393e-05      	|
setup                              	|  2.7039e-05     	|2              	|  5.4078e-05     	|  1.1917e-05     	|
on_configure_sharded_model         	|  2.6802e-05     	|2              	|  5.3603e-05     	|  1.1813e-05     	|
on_before_accelerator_backend_setup	|  2.6493e-05     	|2              	|  5.2987e-05     	|  1.1677e-05     	|
on_validation_epoch_end            	|  5.039e-05      	|1              	|  5.039e-05      	|  1.1105e-05     	|
on_fit_start                       	|  4.5007e-05     	|1              	|  4.5007e-05     	|  9.9183e-06     	|
prepare_data                       	|  1.3111e-05     	|2              	|  2.6222e-05     	|  5.7787e-06     	|
configure_sharded_model            	|  9.8888e-06     	|2              	|  1.9778e-05     	|  4.3584e-06     	|
on_val_dataloader                  	|  8.3577e-06     	|2              	|  1.6715e-05     	|  3.6836e-06     	|
configure_callbacks                	|  8.0289e-06     	|2              	|  1.6058e-05     	|  3.5387e-06     	|
on_pretrain_routine_end            	|  1.2459e-05     	|1              	|  1.2459e-05     	|  2.7457e-06     	|
on_validation_epoch_start          	|  9.5852e-06     	|1              	|  9.5852e-06     	|  2.1123e-06     	|
on_train_dataloader                	|  6.9607e-06     	|1              	|  6.9607e-06     	|  1.5339e-06     	|
