VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1487.1         	|  100 %          	|
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run_training_epoch                 	|  2.8573         	|500            	|  1428.7         	|  96.067         	|
run_training_batch                 	|  0.39066        	|1000           	|  390.66         	|  26.269         	|
optimizer_step_with_closure_0      	|  0.38662        	|1000           	|  386.62         	|  25.998         	|
training_step_and_backward         	|  0.2821         	|1000           	|  282.1          	|  18.969         	|
get_train_batch                    	|  0.11021        	|1500           	|  165.32         	|  11.116         	|
fetch_next_train_batch             	|  0.11017        	|1500           	|  165.26         	|  11.113         	|
model_forward                      	|  0.14788        	|1000           	|  147.88         	|  9.9439         	|
training_step                      	|  0.14765        	|1000           	|  147.65         	|  9.9284         	|
backward                           	|  0.1327         	|1000           	|  132.7          	|  8.9229         	|
run_validate_evaluation            	|  30.494         	|1              	|  30.494         	|  2.0505         	|
evaluation_step_and_end            	|  0.22071        	|125            	|  27.589         	|  1.8551         	|
validation_step                    	|  0.22059        	|125            	|  27.573         	|  1.8541         	|
on_train_batch_end                 	|  0.0023122      	|1000           	|  2.3122         	|  0.15548        	|
zero_grad                          	|  0.0014813      	|1000           	|  1.4813         	|  0.099604       	|
get_validate_batch                 	|  0.0057727      	|126            	|  0.72736        	|  0.048909       	|
fetch_next_validate_batch          	|  0.0057483      	|126            	|  0.72429        	|  0.048703       	|
training_batch_to_device           	|  0.00061925     	|1000           	|  0.61925        	|  0.04164        	|
on_train_epoch_end                 	|  0.00037179     	|500            	|  0.1859         	|  0.0125         	|
on_train_epoch_start               	|  0.00035533     	|500            	|  0.17766        	|  0.011947       	|
on_train_batch_start               	|  0.00010989     	|1000           	|  0.10989        	|  0.0073893      	|
on_batch_start                     	|  4.7136e-05     	|1000           	|  0.047136       	|  0.0031696      	|
on_train_end                       	|  0.04234        	|1              	|  0.04234        	|  0.0028471      	|
evaluation_batch_to_device         	|  0.00026202     	|125            	|  0.032753       	|  0.0022024      	|
on_after_backward                  	|  2.3073e-05     	|1000           	|  0.023073       	|  0.0015515      	|
on_before_zero_grad                	|  2.2828e-05     	|1000           	|  0.022828       	|  0.001535       	|
on_pretrain_routine_start          	|  0.022112       	|1              	|  0.022112       	|  0.0014869      	|
on_batch_end                       	|  1.9017e-05     	|1000           	|  0.019017       	|  0.0012787      	|
on_before_optimizer_step           	|  1.6154e-05     	|1000           	|  0.016154       	|  0.0010862      	|
on_before_backward                 	|  1.4865e-05     	|1000           	|  0.014865       	|  0.00099956     	|
training_step_end                  	|  9.071e-06      	|1000           	|  0.009071       	|  0.00060996     	|
configure_optimizers               	|  0.0090603      	|1              	|  0.0090603      	|  0.00060924     	|
on_epoch_start                     	|  1.1455e-05     	|501            	|  0.005739       	|  0.0003859      	|
on_epoch_end                       	|  1.1285e-05     	|501            	|  0.0056537      	|  0.00038017     	|
on_validation_batch_end            	|  4.1762e-05     	|125            	|  0.0052203      	|  0.00035103     	|
on_validation_model_eval           	|  0.0038104      	|1              	|  0.0038104      	|  0.00025622     	|
on_validation_batch_start          	|  1.8416e-05     	|125            	|  0.002302       	|  0.00015479     	|
on_train_start                     	|  0.0022261      	|1              	|  0.0022261      	|  0.00014969     	|
validation_step_end                	|  9.1674e-06     	|125            	|  0.0011459      	|  7.7055e-05     	|
on_validation_start                	|  0.00036261     	|1              	|  0.00036261     	|  2.4383e-05     	|
on_validation_end                  	|  0.00014465     	|1              	|  0.00014465     	|  9.7266e-06     	|
on_configure_sharded_model         	|  3.3816e-05     	|2              	|  6.7633e-05     	|  4.5478e-06     	|
on_before_accelerator_backend_setup	|  3.3298e-05     	|2              	|  6.6595e-05     	|  4.478e-06      	|
setup                              	|  2.9991e-05     	|2              	|  5.9983e-05     	|  4.0334e-06     	|
teardown                           	|  2.757e-05      	|2              	|  5.514e-05      	|  3.7078e-06     	|
on_val_dataloader                  	|  2.3402e-05     	|2              	|  4.6805e-05     	|  3.1473e-06     	|
on_fit_end                         	|  3.9104e-05     	|1              	|  3.9104e-05     	|  2.6295e-06     	|
on_validation_epoch_end            	|  3.1997e-05     	|1              	|  3.1997e-05     	|  2.1515e-06     	|
on_fit_start                       	|  2.3158e-05     	|1              	|  2.3158e-05     	|  1.5572e-06     	|
configure_sharded_model            	|  9.167e-06      	|2              	|  1.8334e-05     	|  1.2328e-06     	|
configure_callbacks                	|  8.7507e-06     	|2              	|  1.7501e-05     	|  1.1768e-06     	|
prepare_data                       	|  8.5728e-06     	|2              	|  1.7146e-05     	|  1.1529e-06     	|
on_pretrain_routine_end            	|  1.2064e-05     	|1              	|  1.2064e-05     	|  8.1124e-07     	|
on_validation_epoch_start          	|  9.818e-06      	|1              	|  9.818e-06      	|  6.6019e-07     	|
on_train_dataloader                	|  6.2883e-06     	|1              	|  6.2883e-06     	|  4.2284e-07     	|
