VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  786.14         	|  100 %          	|
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run_training_epoch                 	|  3.6603         	|200            	|  732.06         	|  93.121         	|
run_training_batch                 	|  0.29738        	|1000           	|  297.38         	|  37.828         	|
optimizer_step_with_closure_0      	|  0.29398        	|1000           	|  293.98         	|  37.395         	|
training_step_and_backward         	|  0.22788        	|1000           	|  227.88         	|  28.987         	|
model_forward                      	|  0.11457        	|1000           	|  114.57         	|  14.574         	|
training_step                      	|  0.11437        	|1000           	|  114.37         	|  14.548         	|
backward                           	|  0.11172        	|1000           	|  111.72         	|  14.211         	|
get_train_batch                    	|  0.068494       	|1200           	|  82.193         	|  10.455         	|
fetch_next_train_batch             	|  0.068463       	|1200           	|  82.155         	|  10.45          	|
run_validate_evaluation            	|  17.718         	|1              	|  17.718         	|  2.2538         	|
evaluation_step_and_end            	|  0.10483        	|139            	|  14.571         	|  1.8535         	|
validation_step                    	|  0.10471        	|139            	|  14.555         	|  1.8515         	|
on_train_batch_end                 	|  0.0022356      	|1000           	|  2.2356         	|  0.28437        	|
zero_grad                          	|  0.0015524      	|1000           	|  1.5524         	|  0.19748        	|
get_validate_batch                 	|  0.0046638      	|140            	|  0.65294        	|  0.083056       	|
fetch_next_validate_batch          	|  0.0046397      	|140            	|  0.64955        	|  0.082626       	|
training_batch_to_device           	|  0.00047031     	|1000           	|  0.47031        	|  0.059826       	|
on_train_batch_start               	|  0.00010774     	|1000           	|  0.10774        	|  0.013705       	|
on_train_epoch_end                 	|  0.00033644     	|200            	|  0.067288       	|  0.0085593      	|
on_train_epoch_start               	|  0.00032949     	|200            	|  0.065897       	|  0.0083824      	|
on_train_end                       	|  0.041939       	|1              	|  0.041939       	|  0.0053348      	|
evaluation_batch_to_device         	|  0.00027427     	|139            	|  0.038124       	|  0.0048495      	|
on_batch_start                     	|  3.2523e-05     	|1000           	|  0.032523       	|  0.0041371      	|
on_after_backward                  	|  2.8873e-05     	|1000           	|  0.028873       	|  0.0036728      	|
on_pretrain_routine_start          	|  0.022132       	|1              	|  0.022132       	|  0.0028153      	|
on_before_zero_grad                	|  1.976e-05      	|1000           	|  0.01976        	|  0.0025136      	|
on_batch_end                       	|  1.7444e-05     	|1000           	|  0.017444       	|  0.002219       	|
on_before_optimizer_step           	|  1.6803e-05     	|1000           	|  0.016803       	|  0.0021374      	|
on_before_backward                 	|  1.3976e-05     	|1000           	|  0.013976       	|  0.0017778      	|
configure_optimizers               	|  0.011886       	|1              	|  0.011886       	|  0.0015119      	|
training_step_end                  	|  8.0994e-06     	|1000           	|  0.0080994      	|  0.0010303      	|
on_validation_batch_end            	|  4.255e-05      	|139            	|  0.0059144      	|  0.00075233     	|
on_validation_model_eval           	|  0.004392       	|1              	|  0.004392       	|  0.00055868     	|
on_train_start                     	|  0.0026026      	|1              	|  0.0026026      	|  0.00033106     	|
on_epoch_end                       	|  1.2396e-05     	|201            	|  0.0024916      	|  0.00031694     	|
on_validation_batch_start          	|  1.7019e-05     	|139            	|  0.0023656      	|  0.00030091     	|
on_epoch_start                     	|  1.1699e-05     	|201            	|  0.0023515      	|  0.00029912     	|
validation_step_end                	|  1.0816e-05     	|139            	|  0.0015034      	|  0.00019124     	|
on_validation_start                	|  0.00067003     	|1              	|  0.00067003     	|  8.5231e-05     	|
on_validation_end                  	|  0.00014384     	|1              	|  0.00014384     	|  1.8297e-05     	|
on_configure_sharded_model         	|  3.8136e-05     	|2              	|  7.6272e-05     	|  9.7021e-06     	|
setup                              	|  2.7488e-05     	|2              	|  5.4976e-05     	|  6.9932e-06     	|
teardown                           	|  2.5896e-05     	|2              	|  5.1793e-05     	|  6.5882e-06     	|
on_fit_start                       	|  5.1774e-05     	|1              	|  5.1774e-05     	|  6.5859e-06     	|
on_before_accelerator_backend_setup	|  2.2218e-05     	|2              	|  4.4435e-05     	|  5.6524e-06     	|
on_val_dataloader                  	|  1.8069e-05     	|2              	|  3.6137e-05     	|  4.5968e-06     	|
on_validation_epoch_end            	|  3.1555e-05     	|1              	|  3.1555e-05     	|  4.0139e-06     	|
on_fit_end                         	|  2.8629e-05     	|1              	|  2.8629e-05     	|  3.6417e-06     	|
configure_sharded_model            	|  1.0765e-05     	|2              	|  2.153e-05      	|  2.7387e-06     	|
prepare_data                       	|  8.9835e-06     	|2              	|  1.7967e-05     	|  2.2855e-06     	|
on_validation_epoch_start          	|  1.3387e-05     	|1              	|  1.3387e-05     	|  1.7029e-06     	|
on_pretrain_routine_end            	|  1.3111e-05     	|1              	|  1.3111e-05     	|  1.6678e-06     	|
configure_callbacks                	|  6.5081e-06     	|2              	|  1.3016e-05     	|  1.6557e-06     	|
on_train_dataloader                	|  8.8196e-06     	|1              	|  8.8196e-06     	|  1.1219e-06     	|
