VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1375.8         	|  100 %          	|
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run_training_epoch                 	|  2.6314         	|500            	|  1315.7         	|  95.632         	|
run_training_batch                 	|  0.27446        	|1000           	|  274.46         	|  19.949         	|
optimizer_step_with_closure_0      	|  0.27117        	|1000           	|  271.17         	|  19.71          	|
training_step_and_backward         	|  0.20294        	|1000           	|  202.94         	|  14.751         	|
get_train_batch                    	|  0.1167         	|1500           	|  175.04         	|  12.723         	|
fetch_next_train_batch             	|  0.11665        	|1500           	|  174.98         	|  12.719         	|
model_forward                      	|  0.108          	|1000           	|  108.0          	|  7.8497         	|
training_step                      	|  0.10777        	|1000           	|  107.77         	|  7.8335         	|
backward                           	|  0.093432       	|1000           	|  93.432         	|  6.7911         	|
run_validate_evaluation            	|  30.833         	|1              	|  30.833         	|  2.2411         	|
evaluation_step_and_end            	|  0.084584       	|313            	|  26.475         	|  1.9243         	|
validation_step                    	|  0.084516       	|313            	|  26.454         	|  1.9228         	|
on_train_batch_end                 	|  0.0020852      	|1000           	|  2.0852         	|  0.15156        	|
zero_grad                          	|  0.0014736      	|1000           	|  1.4736         	|  0.10711        	|
get_validate_batch                 	|  0.0036499      	|314            	|  1.1461         	|  0.083301       	|
fetch_next_validate_batch          	|  0.0036327      	|314            	|  1.1407         	|  0.08291        	|
training_batch_to_device           	|  0.00073353     	|1000           	|  0.73353        	|  0.053316       	|
on_train_epoch_end                 	|  0.00033094     	|500            	|  0.16547        	|  0.012027       	|
on_train_epoch_start               	|  0.00033057     	|500            	|  0.16528        	|  0.012014       	|
on_train_batch_start               	|  0.00011195     	|1000           	|  0.11195        	|  0.008137       	|
evaluation_batch_to_device         	|  0.0002696      	|313            	|  0.084386       	|  0.0061336      	|
on_batch_start                     	|  5.2616e-05     	|1000           	|  0.052616       	|  0.0038244      	|
on_train_end                       	|  0.044396       	|1              	|  0.044396       	|  0.0032269      	|
on_before_zero_grad                	|  2.3243e-05     	|1000           	|  0.023243       	|  0.0016894      	|
on_pretrain_routine_start          	|  0.022394       	|1              	|  0.022394       	|  0.0016277      	|
on_after_backward                  	|  2.1913e-05     	|1000           	|  0.021913       	|  0.0015927      	|
on_batch_end                       	|  1.7576e-05     	|1000           	|  0.017576       	|  0.0012775      	|
on_before_optimizer_step           	|  1.5548e-05     	|1000           	|  0.015548       	|  0.0011301      	|
on_before_backward                 	|  1.5147e-05     	|1000           	|  0.015147       	|  0.001101       	|
configure_optimizers               	|  0.010661       	|1              	|  0.010661       	|  0.0007749      	|
training_step_end                  	|  9.008e-06      	|1000           	|  0.009008       	|  0.00065475     	|
on_validation_batch_end            	|  2.6355e-05     	|313            	|  0.0082491      	|  0.00059959     	|
on_epoch_end                       	|  1.1464e-05     	|501            	|  0.0057434      	|  0.00041746     	|
on_epoch_start                     	|  1.1447e-05     	|501            	|  0.0057347      	|  0.00041683     	|
on_validation_model_eval           	|  0.0042007      	|1              	|  0.0042007      	|  0.00030532     	|
on_validation_batch_start          	|  1.3406e-05     	|313            	|  0.004196       	|  0.00030499     	|
validation_step_end                	|  6.1793e-06     	|313            	|  0.0019341      	|  0.00014058     	|
on_train_start                     	|  0.00095982     	|1              	|  0.00095982     	|  6.9765e-05     	|
on_validation_start                	|  0.00041553     	|1              	|  0.00041553     	|  3.0203e-05     	|
on_validation_end                  	|  0.00015898     	|1              	|  0.00015898     	|  1.1555e-05     	|
setup                              	|  2.6863e-05     	|2              	|  5.3726e-05     	|  3.9051e-06     	|
on_configure_sharded_model         	|  2.6667e-05     	|2              	|  5.3335e-05     	|  3.8767e-06     	|
on_before_accelerator_backend_setup	|  2.4312e-05     	|2              	|  4.8624e-05     	|  3.5343e-06     	|
teardown                           	|  2.3238e-05     	|2              	|  4.6477e-05     	|  3.3782e-06     	|
on_validation_epoch_end            	|  4.1574e-05     	|1              	|  4.1574e-05     	|  3.0218e-06     	|
on_fit_start                       	|  4.1533e-05     	|1              	|  4.1533e-05     	|  3.0188e-06     	|
on_fit_end                         	|  3.7748e-05     	|1              	|  3.7748e-05     	|  2.7437e-06     	|
on_val_dataloader                  	|  8.2115e-06     	|2              	|  1.6423e-05     	|  1.1937e-06     	|
prepare_data                       	|  7.5642e-06     	|2              	|  1.5128e-05     	|  1.0996e-06     	|
configure_callbacks                	|  7.4599e-06     	|2              	|  1.492e-05      	|  1.0844e-06     	|
configure_sharded_model            	|  7.1535e-06     	|2              	|  1.4307e-05     	|  1.0399e-06     	|
on_pretrain_routine_end            	|  1.3636e-05     	|1              	|  1.3636e-05     	|  9.9116e-07     	|
on_train_dataloader                	|  9.3989e-06     	|1              	|  9.3989e-06     	|  6.8316e-07     	|
on_validation_epoch_start          	|  9.3058e-06     	|1              	|  9.3058e-06     	|  6.7639e-07     	|
