VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  382.73         	|  100 %          	|
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run_training_epoch                 	|  15.74          	|21             	|  330.53         	|  86.361         	|
run_training_batch                 	|  0.28273        	|1000           	|  282.73         	|  73.87          	|
optimizer_step_with_closure_0      	|  0.2794         	|1000           	|  279.4          	|  73.002         	|
training_step_and_backward         	|  0.2164         	|1000           	|  216.4          	|  56.541         	|
backward                           	|  0.10782        	|1000           	|  107.82         	|  28.171         	|
model_forward                      	|  0.10712        	|1000           	|  107.12         	|  27.988         	|
training_step                      	|  0.10692        	|1000           	|  106.92         	|  27.936         	|
run_validate_evaluation            	|  16.292         	|1              	|  16.292         	|  4.2567         	|
evaluation_step_and_end            	|  0.10673        	|125            	|  13.341         	|  3.4857         	|
validation_step                    	|  0.10661        	|125            	|  13.327         	|  3.482          	|
get_train_batch                    	|  0.0092264      	|1021           	|  9.4202         	|  2.4613         	|
fetch_next_train_batch             	|  0.0092005      	|1021           	|  9.3938         	|  2.4544         	|
on_train_batch_end                 	|  0.0025197      	|1000           	|  2.5197         	|  0.65835        	|
zero_grad                          	|  0.0014275      	|1000           	|  1.4275         	|  0.37298        	|
get_validate_batch                 	|  0.0048098      	|126            	|  0.60603        	|  0.15834        	|
fetch_next_validate_batch          	|  0.0047819      	|126            	|  0.60252        	|  0.15743        	|
training_batch_to_device           	|  0.00027255     	|1000           	|  0.27255        	|  0.071211       	|
on_train_batch_start               	|  9.7152e-05     	|1000           	|  0.097152       	|  0.025384       	|
on_train_end                       	|  0.068326       	|1              	|  0.068326       	|  0.017852       	|
evaluation_batch_to_device         	|  0.00028844     	|125            	|  0.036055       	|  0.0094203      	|
configure_optimizers               	|  0.029308       	|1              	|  0.029308       	|  0.0076575      	|
on_after_backward                  	|  2.4958e-05     	|1000           	|  0.024958       	|  0.006521       	|
on_pretrain_routine_start          	|  0.024182       	|1              	|  0.024182       	|  0.0063181      	|
on_batch_start                     	|  2.3134e-05     	|1000           	|  0.023134       	|  0.0060444      	|
on_before_zero_grad                	|  1.8917e-05     	|1000           	|  0.018917       	|  0.0049425      	|
on_batch_end                       	|  1.6186e-05     	|1000           	|  0.016186       	|  0.004229       	|
on_before_backward                 	|  1.3735e-05     	|1000           	|  0.013735       	|  0.0035886      	|
on_before_optimizer_step           	|  1.268e-05      	|1000           	|  0.01268        	|  0.003313       	|
on_train_epoch_end                 	|  0.00047083     	|21             	|  0.0098874      	|  0.0025834      	|
on_train_epoch_start               	|  0.00039525     	|21             	|  0.0083002      	|  0.0021687      	|
training_step_end                  	|  7.6943e-06     	|1000           	|  0.0076943      	|  0.0020104      	|
on_validation_batch_end            	|  3.9947e-05     	|125            	|  0.0049933      	|  0.0013046      	|
on_validation_model_eval           	|  0.004638       	|1              	|  0.004638       	|  0.0012118      	|
on_validation_batch_start          	|  1.767e-05      	|125            	|  0.0022088      	|  0.00057711     	|
validation_step_end                	|  9.1017e-06     	|125            	|  0.0011377      	|  0.00029726     	|
on_train_start                     	|  0.00097241     	|1              	|  0.00097241     	|  0.00025407     	|
on_validation_start                	|  0.00044751     	|1              	|  0.00044751     	|  0.00011692     	|
on_epoch_end                       	|  1.2233e-05     	|22             	|  0.00026912     	|  7.0315e-05     	|
on_epoch_start                     	|  1.2008e-05     	|22             	|  0.00026418     	|  6.9024e-05     	|
on_validation_end                  	|  0.00016015     	|1              	|  0.00016015     	|  4.1845e-05     	|
on_before_accelerator_backend_setup	|  2.8302e-05     	|2              	|  5.6604e-05     	|  1.4789e-05     	|
setup                              	|  2.4503e-05     	|2              	|  4.9006e-05     	|  1.2804e-05     	|
teardown                           	|  2.396e-05      	|2              	|  4.792e-05      	|  1.2521e-05     	|
on_configure_sharded_model         	|  2.2941e-05     	|2              	|  4.5883e-05     	|  1.1988e-05     	|
on_fit_start                       	|  4.3863e-05     	|1              	|  4.3863e-05     	|  1.1461e-05     	|
on_validation_epoch_end            	|  3.2606e-05     	|1              	|  3.2606e-05     	|  8.5191e-06     	|
on_fit_end                         	|  2.9236e-05     	|1              	|  2.9236e-05     	|  7.6388e-06     	|
prepare_data                       	|  8.8513e-06     	|2              	|  1.7703e-05     	|  4.6253e-06     	|
on_val_dataloader                  	|  7.7747e-06     	|2              	|  1.5549e-05     	|  4.0627e-06     	|
configure_callbacks                	|  7.3034e-06     	|2              	|  1.4607e-05     	|  3.8165e-06     	|
on_pretrain_routine_end            	|  1.4458e-05     	|1              	|  1.4458e-05     	|  3.7775e-06     	|
configure_sharded_model            	|  7.0315e-06     	|2              	|  1.4063e-05     	|  3.6744e-06     	|
on_validation_epoch_start          	|  1.0638e-05     	|1              	|  1.0638e-05     	|  2.7794e-06     	|
on_train_dataloader                	|  7.7356e-06     	|1              	|  7.7356e-06     	|  2.0211e-06     	|
