VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  561.42         	|  100 %          	|
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run_training_epoch                 	|  7.8306         	|63             	|  493.33         	|  87.872         	|
run_training_batch                 	|  0.37763        	|1000           	|  377.63         	|  67.263         	|
optimizer_step_with_closure_0      	|  0.37461        	|1000           	|  374.61         	|  66.726         	|
training_step_and_backward         	|  0.26942        	|1000           	|  269.42         	|  47.988         	|
model_forward                      	|  0.13649        	|1000           	|  136.49         	|  24.312         	|
training_step                      	|  0.1363         	|1000           	|  136.3          	|  24.278         	|
backward                           	|  0.13135        	|1000           	|  131.35         	|  23.396         	|
run_validate_evaluation            	|  30.362         	|1              	|  30.362         	|  5.4081         	|
evaluation_step_and_end            	|  0.22264        	|125            	|  27.83          	|  4.9571         	|
validation_step                    	|  0.22252        	|125            	|  27.815         	|  4.9544         	|
get_train_batch                    	|  0.024541       	|1063           	|  26.087         	|  4.6466         	|
fetch_next_train_batch             	|  0.024516       	|1063           	|  26.06          	|  4.6419         	|
on_train_batch_end                 	|  0.0021154      	|1000           	|  2.1154         	|  0.37679        	|
zero_grad                          	|  0.0015372      	|1000           	|  1.5372         	|  0.27381        	|
get_validate_batch                 	|  0.0061183      	|126            	|  0.7709         	|  0.13731        	|
fetch_next_validate_batch          	|  0.0060932      	|126            	|  0.76775        	|  0.13675        	|
training_batch_to_device           	|  0.00029213     	|1000           	|  0.29213        	|  0.052034       	|
on_train_batch_start               	|  0.00013474     	|1000           	|  0.13474        	|  0.023999       	|
on_train_end                       	|  0.047196       	|1              	|  0.047196       	|  0.0084065      	|
evaluation_batch_to_device         	|  0.00029893     	|125            	|  0.037366       	|  0.0066556      	|
on_train_epoch_end                 	|  0.00040607     	|63             	|  0.025583       	|  0.0045568      	|
on_train_epoch_start               	|  0.00039238     	|63             	|  0.02472        	|  0.0044031      	|
on_after_backward                  	|  2.4414e-05     	|1000           	|  0.024414       	|  0.0043486      	|
on_pretrain_routine_start          	|  0.022618       	|1              	|  0.022618       	|  0.0040288      	|
on_batch_start                     	|  2.0871e-05     	|1000           	|  0.020871       	|  0.0037176      	|
on_before_zero_grad                	|  1.7143e-05     	|1000           	|  0.017143       	|  0.0030535      	|
on_batch_end                       	|  1.5802e-05     	|1000           	|  0.015802       	|  0.0028147      	|
on_before_backward                 	|  1.4257e-05     	|1000           	|  0.014257       	|  0.0025395      	|
on_before_optimizer_step           	|  1.3404e-05     	|1000           	|  0.013404       	|  0.0023876      	|
configure_optimizers               	|  0.010129       	|1              	|  0.010129       	|  0.0018041      	|
training_step_end                  	|  7.7989e-06     	|1000           	|  0.0077989      	|  0.0013891      	|
on_validation_batch_end            	|  4.1871e-05     	|125            	|  0.0052339      	|  0.00093226     	|
on_validation_model_eval           	|  0.0046918      	|1              	|  0.0046918      	|  0.0008357      	|
on_validation_batch_start          	|  1.8405e-05     	|125            	|  0.0023006      	|  0.00040979     	|
on_train_start                     	|  0.0021423      	|1              	|  0.0021423      	|  0.00038158     	|
validation_step_end                	|  9.0998e-06     	|125            	|  0.0011375      	|  0.00020261     	|
on_epoch_end                       	|  1.1708e-05     	|64             	|  0.0007493      	|  0.00013347     	|
on_epoch_start                     	|  1.0892e-05     	|64             	|  0.00069711     	|  0.00012417     	|
on_validation_start                	|  0.00054326     	|1              	|  0.00054326     	|  9.6766e-05     	|
on_validation_end                  	|  0.00015899     	|1              	|  0.00015899     	|  2.8319e-05     	|
on_before_accelerator_backend_setup	|  3.5234e-05     	|2              	|  7.0468e-05     	|  1.2552e-05     	|
teardown                           	|  3.0327e-05     	|2              	|  6.0653e-05     	|  1.0804e-05     	|
on_configure_sharded_model         	|  2.865e-05      	|2              	|  5.7301e-05     	|  1.0206e-05     	|
setup                              	|  2.5916e-05     	|2              	|  5.1832e-05     	|  9.2323e-06     	|
on_fit_start                       	|  4.5139e-05     	|1              	|  4.5139e-05     	|  8.0402e-06     	|
on_fit_end                         	|  3.2542e-05     	|1              	|  3.2542e-05     	|  5.7964e-06     	|
on_val_dataloader                  	|  1.3513e-05     	|2              	|  2.7027e-05     	|  4.8141e-06     	|
on_validation_epoch_end            	|  2.6228e-05     	|1              	|  2.6228e-05     	|  4.6717e-06     	|
configure_callbacks                	|  1.1173e-05     	|2              	|  2.2346e-05     	|  3.9803e-06     	|
prepare_data                       	|  8.6995e-06     	|2              	|  1.7399e-05     	|  3.0991e-06     	|
on_pretrain_routine_end            	|  1.4681e-05     	|1              	|  1.4681e-05     	|  2.6151e-06     	|
configure_sharded_model            	|  7.1935e-06     	|2              	|  1.4387e-05     	|  2.5626e-06     	|
on_validation_epoch_start          	|  1.2547e-05     	|1              	|  1.2547e-05     	|  2.2348e-06     	|
on_train_dataloader                	|  6.1244e-06     	|1              	|  6.1244e-06     	|  1.0909e-06     	|
