VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  671.23         	|  100 %          	|
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run_training_epoch                 	|  1.1158         	|500            	|  557.92         	|  83.118         	|
run_training_batch                 	|  0.40709        	|1000           	|  407.09         	|  60.649         	|
optimizer_step_with_closure_0      	|  0.40437        	|1000           	|  404.37         	|  60.242         	|
training_step_and_backward         	|  0.30863        	|1000           	|  308.63         	|  45.979         	|
model_forward                      	|  0.18692        	|1000           	|  186.92         	|  27.847         	|
training_step                      	|  0.18675        	|1000           	|  186.75         	|  27.821         	|
backward                           	|  0.1203         	|1000           	|  120.3          	|  17.922         	|
run_validate_evaluation            	|  70.404         	|1              	|  70.404         	|  10.489         	|
evaluation_step_and_end            	|  0.21973        	|313            	|  68.777         	|  10.246         	|
validation_step                    	|  0.21968        	|313            	|  68.76          	|  10.244         	|
get_train_batch                    	|  0.028997       	|1500           	|  43.495         	|  6.4799         	|
fetch_next_train_batch             	|  0.028963       	|1500           	|  43.444         	|  6.4723         	|
zero_grad                          	|  0.0013803      	|1000           	|  1.3803         	|  0.20563        	|
on_train_batch_end                 	|  0.0013573      	|1000           	|  1.3573         	|  0.20221        	|
training_batch_to_device           	|  0.00060817     	|1000           	|  0.60817        	|  0.090605       	|
get_validate_batch                 	|  0.0018309      	|314            	|  0.57489        	|  0.085647       	|
fetch_next_validate_batch          	|  0.0018168      	|314            	|  0.57048        	|  0.08499        	|
on_train_epoch_start               	|  0.00027986     	|500            	|  0.13993        	|  0.020847       	|
on_train_epoch_end                 	|  0.00027063     	|500            	|  0.13532        	|  0.020159       	|
on_train_batch_start               	|  0.00010607     	|1000           	|  0.10607        	|  0.015803       	|
evaluation_batch_to_device         	|  0.00022271     	|313            	|  0.069709       	|  0.010385       	|
on_batch_start                     	|  3.6021e-05     	|1000           	|  0.036021       	|  0.0053663      	|
on_train_end                       	|  0.023849       	|1              	|  0.023849       	|  0.003553       	|
on_pretrain_routine_start          	|  0.02252        	|1              	|  0.02252        	|  0.0033551      	|
on_before_zero_grad                	|  2.2068e-05     	|1000           	|  0.022068       	|  0.0032877      	|
on_batch_end                       	|  1.4395e-05     	|1000           	|  0.014395       	|  0.0021446      	|
on_before_optimizer_step           	|  1.2004e-05     	|1000           	|  0.012004       	|  0.0017884      	|
on_after_backward                  	|  1.2001e-05     	|1000           	|  0.012001       	|  0.0017879      	|
on_before_backward                 	|  1.0699e-05     	|1000           	|  0.010699       	|  0.001594       	|
configure_optimizers               	|  0.0082174      	|1              	|  0.0082174      	|  0.0012242      	|
training_step_end                  	|  7.7213e-06     	|1000           	|  0.0077213      	|  0.0011503      	|
on_validation_batch_end            	|  1.8991e-05     	|313            	|  0.0059441      	|  0.00088555     	|
on_epoch_start                     	|  1.1181e-05     	|501            	|  0.0056018      	|  0.00083455     	|
on_epoch_end                       	|  1.0561e-05     	|501            	|  0.005291       	|  0.00078825     	|
on_validation_model_eval           	|  0.0044958      	|1              	|  0.0044958      	|  0.00066978     	|
on_validation_batch_start          	|  1.0067e-05     	|313            	|  0.0031509      	|  0.00046942     	|
validation_step_end                	|  4.959e-06      	|313            	|  0.0015522      	|  0.00023124     	|
on_train_start                     	|  0.00072861     	|1              	|  0.00072861     	|  0.00010855     	|
on_validation_start                	|  0.00032764     	|1              	|  0.00032764     	|  4.8812e-05     	|
on_validation_end                  	|  0.00010577     	|1              	|  0.00010577     	|  1.5757e-05     	|
on_before_accelerator_backend_setup	|  1.8333e-05     	|2              	|  3.6667e-05     	|  5.4626e-06     	|
on_validation_epoch_end            	|  3.2832e-05     	|1              	|  3.2832e-05     	|  4.8913e-06     	|
teardown                           	|  1.5364e-05     	|2              	|  3.0727e-05     	|  4.5777e-06     	|
setup                              	|  1.4993e-05     	|2              	|  2.9986e-05     	|  4.4673e-06     	|
on_configure_sharded_model         	|  1.4207e-05     	|2              	|  2.8413e-05     	|  4.233e-06      	|
on_fit_end                         	|  2.2622e-05     	|1              	|  2.2622e-05     	|  3.3702e-06     	|
on_fit_start                       	|  1.6862e-05     	|1              	|  1.6862e-05     	|  2.5121e-06     	|
on_val_dataloader                  	|  5.921e-06      	|2              	|  1.1842e-05     	|  1.7642e-06     	|
prepare_data                       	|  5.5e-06        	|2              	|  1.1e-05        	|  1.6388e-06     	|
configure_sharded_model            	|  5.14e-06       	|2              	|  1.028e-05      	|  1.5315e-06     	|
on_validation_epoch_start          	|  9.948e-06      	|1              	|  9.948e-06      	|  1.4821e-06     	|
on_pretrain_routine_end            	|  9.6279e-06     	|1              	|  9.6279e-06     	|  1.4344e-06     	|
configure_callbacks                	|  4.4585e-06     	|2              	|  8.9169e-06     	|  1.3284e-06     	|
on_train_dataloader                	|  4.087e-06      	|1              	|  4.087e-06      	|  6.0888e-07     	|
