VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  581.21         	|  100 %          	|
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run_training_epoch                 	|  8.0958         	|63             	|  510.03         	|  87.754         	|
run_training_batch                 	|  0.37363        	|1000           	|  373.63         	|  64.285         	|
optimizer_step_with_closure_0      	|  0.37099        	|1000           	|  370.99         	|  63.832         	|
training_step_and_backward         	|  0.26618        	|1000           	|  266.18         	|  45.798         	|
model_forward                      	|  0.13704        	|1000           	|  137.04         	|  23.578         	|
training_step                      	|  0.13684        	|1000           	|  136.84         	|  23.544         	|
backward                           	|  0.12765        	|1000           	|  127.65         	|  21.964         	|
get_train_batch                    	|  0.029434       	|1063           	|  31.289         	|  5.3834         	|
fetch_next_train_batch             	|  0.029411       	|1063           	|  31.263         	|  5.3791         	|
run_validate_evaluation            	|  30.927         	|1              	|  30.927         	|  5.3212         	|
evaluation_step_and_end            	|  0.22089        	|125            	|  27.611         	|  4.7507         	|
validation_step                    	|  0.22078        	|125            	|  27.597         	|  4.7483         	|
on_train_batch_end                 	|  0.0017784      	|1000           	|  1.7784         	|  0.30598        	|
zero_grad                          	|  0.0014573      	|1000           	|  1.4573         	|  0.25073        	|
get_validate_batch                 	|  0.0060572      	|126            	|  0.7632         	|  0.13131        	|
fetch_next_validate_batch          	|  0.0060313      	|126            	|  0.75994        	|  0.13075        	|
training_batch_to_device           	|  0.00026622     	|1000           	|  0.26622        	|  0.045804       	|
on_train_batch_start               	|  9.5454e-05     	|1000           	|  0.095454       	|  0.016423       	|
on_train_end                       	|  0.0432         	|1              	|  0.0432         	|  0.0074328      	|
evaluation_batch_to_device         	|  0.00030498     	|125            	|  0.038122       	|  0.0065592      	|
on_train_epoch_start               	|  0.00036229     	|63             	|  0.022824       	|  0.0039271      	|
on_pretrain_routine_start          	|  0.022749       	|1              	|  0.022749       	|  0.0039141      	|
on_train_epoch_end                 	|  0.00034788     	|63             	|  0.021916       	|  0.0037709      	|
on_batch_start                     	|  2.1068e-05     	|1000           	|  0.021068       	|  0.0036249      	|
on_after_backward                  	|  2.0586e-05     	|1000           	|  0.020586       	|  0.003542       	|
on_before_zero_grad                	|  1.534e-05      	|1000           	|  0.01534        	|  0.0026394      	|
on_batch_end                       	|  1.5329e-05     	|1000           	|  0.015329       	|  0.0026375      	|
on_before_optimizer_step           	|  1.2751e-05     	|1000           	|  0.012751       	|  0.0021938      	|
on_before_backward                 	|  1.2288e-05     	|1000           	|  0.012288       	|  0.0021143      	|
configure_optimizers               	|  0.011914       	|1              	|  0.011914       	|  0.0020499      	|
training_step_end                  	|  6.8305e-06     	|1000           	|  0.0068305      	|  0.0011752      	|
on_validation_batch_end            	|  4.2779e-05     	|125            	|  0.0053474      	|  0.00092005     	|
on_validation_model_eval           	|  0.0042994      	|1              	|  0.0042994      	|  0.00073973     	|
on_train_start                     	|  0.0022115      	|1              	|  0.0022115      	|  0.0003805      	|
on_validation_batch_start          	|  1.6928e-05     	|125            	|  0.0021161      	|  0.00036408     	|
validation_step_end                	|  9.3706e-06     	|125            	|  0.0011713      	|  0.00020153     	|
on_epoch_end                       	|  1.2792e-05     	|64             	|  0.00081867     	|  0.00014086     	|
on_epoch_start                     	|  1.1213e-05     	|64             	|  0.00071763     	|  0.00012347     	|
on_validation_start                	|  0.00065389     	|1              	|  0.00065389     	|  0.00011251     	|
on_validation_end                  	|  0.00015736     	|1              	|  0.00015736     	|  2.7074e-05     	|
setup                              	|  3.006e-05      	|2              	|  6.0121e-05     	|  1.0344e-05     	|
on_configure_sharded_model         	|  2.7258e-05     	|2              	|  5.4516e-05     	|  9.3798e-06     	|
teardown                           	|  2.6349e-05     	|2              	|  5.2698e-05     	|  9.067e-06      	|
on_before_accelerator_backend_setup	|  2.5193e-05     	|2              	|  5.0386e-05     	|  8.6693e-06     	|
on_fit_start                       	|  4.7632e-05     	|1              	|  4.7632e-05     	|  8.1953e-06     	|
on_validation_epoch_end            	|  3.2056e-05     	|1              	|  3.2056e-05     	|  5.5154e-06     	|
on_fit_end                         	|  2.9664e-05     	|1              	|  2.9664e-05     	|  5.1039e-06     	|
on_val_dataloader                  	|  1.2614e-05     	|2              	|  2.5228e-05     	|  4.3406e-06     	|
on_validation_epoch_start          	|  1.5413e-05     	|1              	|  1.5413e-05     	|  2.652e-06      	|
configure_sharded_model            	|  7.6564e-06     	|2              	|  1.5313e-05     	|  2.6347e-06     	|
configure_callbacks                	|  7.2317e-06     	|2              	|  1.4463e-05     	|  2.4885e-06     	|
prepare_data                       	|  6.3386e-06     	|2              	|  1.2677e-05     	|  2.1812e-06     	|
on_pretrain_routine_end            	|  1.2286e-05     	|1              	|  1.2286e-05     	|  2.1139e-06     	|
on_train_dataloader                	|  7.6611e-06     	|1              	|  7.6611e-06     	|  1.3181e-06     	|
