VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1471.0         	|  100 %          	|
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run_training_epoch                 	|  2.8688         	|500            	|  1434.4         	|  97.513         	|
run_training_batch                 	|  0.27611        	|1000           	|  276.11         	|  18.77          	|
optimizer_step_with_closure_0      	|  0.27235        	|1000           	|  272.35         	|  18.515         	|
training_step_and_backward         	|  0.20754        	|1000           	|  207.54         	|  14.109         	|
get_train_batch                    	|  0.12732        	|1500           	|  190.98         	|  12.983         	|
fetch_next_train_batch             	|  0.12728        	|1500           	|  190.92         	|  12.979         	|
model_forward                      	|  0.10859        	|1000           	|  108.59         	|  7.3819         	|
training_step                      	|  0.10835        	|1000           	|  108.35         	|  7.3654         	|
backward                           	|  0.097419       	|1000           	|  97.419         	|  6.6226         	|
run_validate_evaluation            	|  7.8788         	|1              	|  7.8788         	|  0.5356         	|
evaluation_step_and_end            	|  0.099486       	|48             	|  4.7753         	|  0.32463        	|
validation_step                    	|  0.09937        	|48             	|  4.7698         	|  0.32425        	|
on_train_batch_end                 	|  0.0023576      	|1000           	|  2.3576         	|  0.16027        	|
zero_grad                          	|  0.0014895      	|1000           	|  1.4895         	|  0.10125        	|
training_batch_to_device           	|  0.00079368     	|1000           	|  0.79368        	|  0.053955       	|
get_validate_batch                 	|  0.013048       	|49             	|  0.63937        	|  0.043465       	|
fetch_next_validate_batch          	|  0.013025       	|49             	|  0.63823        	|  0.043387       	|
on_train_epoch_end                 	|  0.00036811     	|500            	|  0.18405        	|  0.012512       	|
on_train_epoch_start               	|  0.00032915     	|500            	|  0.16457        	|  0.011188       	|
on_train_batch_start               	|  0.00011516     	|1000           	|  0.11516        	|  0.0078285      	|
on_batch_start                     	|  5.3451e-05     	|1000           	|  0.053451       	|  0.0036336      	|
on_train_end                       	|  0.04605        	|1              	|  0.04605        	|  0.0031305      	|
on_after_backward                  	|  2.793e-05      	|1000           	|  0.02793        	|  0.0018987      	|
on_before_zero_grad                	|  2.4346e-05     	|1000           	|  0.024346       	|  0.001655       	|
on_pretrain_routine_start          	|  0.02234        	|1              	|  0.02234        	|  0.0015187      	|
on_before_optimizer_step           	|  1.7415e-05     	|1000           	|  0.017415       	|  0.0011839      	|
on_batch_end                       	|  1.6972e-05     	|1000           	|  0.016972       	|  0.0011537      	|
on_before_backward                 	|  1.5644e-05     	|1000           	|  0.015644       	|  0.0010635      	|
evaluation_batch_to_device         	|  0.00027791     	|48             	|  0.01334        	|  0.00090684     	|
training_step_end                  	|  1.3146e-05     	|1000           	|  0.013146       	|  0.00089367     	|
configure_optimizers               	|  0.008657       	|1              	|  0.008657       	|  0.00058851     	|
on_epoch_start                     	|  1.1337e-05     	|501            	|  0.0056801      	|  0.00038613     	|
on_epoch_end                       	|  1.1324e-05     	|501            	|  0.0056734      	|  0.00038568     	|
on_validation_model_eval           	|  0.0039166      	|1              	|  0.0039166      	|  0.00026625     	|
on_validation_batch_end            	|  4.2869e-05     	|48             	|  0.0020577      	|  0.00013988     	|
on_train_start                     	|  0.00090318     	|1              	|  0.00090318     	|  6.1399e-05     	|
on_validation_batch_start          	|  1.8082e-05     	|48             	|  0.00086795     	|  5.9003e-05     	|
validation_step_end                	|  9.3463e-06     	|48             	|  0.00044862     	|  3.0498e-05     	|
on_validation_start                	|  0.00041575     	|1              	|  0.00041575     	|  2.8263e-05     	|
on_validation_end                  	|  0.0001723      	|1              	|  0.0001723      	|  1.1713e-05     	|
teardown                           	|  4.7115e-05     	|2              	|  9.4229e-05     	|  6.4058e-06     	|
on_configure_sharded_model         	|  2.6561e-05     	|2              	|  5.3123e-05     	|  3.6113e-06     	|
setup                              	|  2.5743e-05     	|2              	|  5.1485e-05     	|  3.5e-06        	|
on_before_accelerator_backend_setup	|  2.4052e-05     	|2              	|  4.8105e-05     	|  3.2702e-06     	|
on_fit_end                         	|  4.0567e-05     	|1              	|  4.0567e-05     	|  2.7577e-06     	|
on_validation_epoch_end            	|  3.2632e-05     	|1              	|  3.2632e-05     	|  2.2183e-06     	|
on_fit_start                       	|  2.9918e-05     	|1              	|  2.9918e-05     	|  2.0338e-06     	|
prepare_data                       	|  7.8958e-06     	|2              	|  1.5792e-05     	|  1.0735e-06     	|
on_val_dataloader                  	|  7.6666e-06     	|2              	|  1.5333e-05     	|  1.0424e-06     	|
configure_sharded_model            	|  6.9914e-06     	|2              	|  1.3983e-05     	|  9.5056e-07     	|
configure_callbacks                	|  6.9579e-06     	|2              	|  1.3916e-05     	|  9.46e-07       	|
on_pretrain_routine_end            	|  1.3759e-05     	|1              	|  1.3759e-05     	|  9.3537e-07     	|
on_validation_epoch_start          	|  9.6634e-06     	|1              	|  9.6634e-06     	|  6.5692e-07     	|
on_train_dataloader                	|  7.0315e-06     	|1              	|  7.0315e-06     	|  4.78e-07       	|
