VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1352.5         	|  100 %          	|
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run_training_epoch                 	|  2.5867         	|500            	|  1293.4         	|  95.629         	|
run_training_batch                 	|  0.28073        	|1000           	|  280.73         	|  20.756         	|
optimizer_step_with_closure_0      	|  0.27825        	|1000           	|  278.25         	|  20.573         	|
training_step_and_backward         	|  0.20826        	|1000           	|  208.26         	|  15.398         	|
get_train_batch                    	|  0.13496        	|1500           	|  202.44         	|  14.968         	|
fetch_next_train_batch             	|  0.13492        	|1500           	|  202.38         	|  14.964         	|
model_forward                      	|  0.10787        	|1000           	|  107.87         	|  7.9759         	|
training_step                      	|  0.10767        	|1000           	|  107.67         	|  7.9606         	|
backward                           	|  0.098909       	|1000           	|  98.909         	|  7.3131         	|
run_validate_evaluation            	|  30.762         	|1              	|  30.762         	|  2.2745         	|
evaluation_step_and_end            	|  0.085089       	|313            	|  26.633         	|  1.9692         	|
validation_step                    	|  0.085022       	|313            	|  26.612         	|  1.9676         	|
on_train_batch_end                 	|  0.0018541      	|1000           	|  1.8541         	|  0.13709        	|
zero_grad                          	|  0.0014347      	|1000           	|  1.4347         	|  0.10608        	|
get_validate_batch                 	|  0.0032901      	|314            	|  1.0331         	|  0.076384       	|
fetch_next_validate_batch          	|  0.003272       	|314            	|  1.0274         	|  0.075964       	|
training_batch_to_device           	|  0.00064705     	|1000           	|  0.64705        	|  0.047842       	|
on_train_epoch_start               	|  0.0003282      	|500            	|  0.1641         	|  0.012133       	|
on_train_epoch_end                 	|  0.00031803     	|500            	|  0.15901        	|  0.011757       	|
on_train_batch_start               	|  0.00010943     	|1000           	|  0.10943        	|  0.0080911      	|
evaluation_batch_to_device         	|  0.00023629     	|313            	|  0.07396        	|  0.0054684      	|
on_batch_start                     	|  4.6236e-05     	|1000           	|  0.046236       	|  0.0034186      	|
on_train_end                       	|  0.043367       	|1              	|  0.043367       	|  0.0032065      	|
on_pretrain_routine_start          	|  0.024219       	|1              	|  0.024219       	|  0.0017907      	|
on_after_backward                  	|  2.1036e-05     	|1000           	|  0.021036       	|  0.0015554      	|
on_before_zero_grad                	|  2.0614e-05     	|1000           	|  0.020614       	|  0.0015242      	|
on_batch_end                       	|  1.5121e-05     	|1000           	|  0.015121       	|  0.001118       	|
on_before_backward                 	|  1.3458e-05     	|1000           	|  0.013458       	|  0.00099505     	|
on_before_optimizer_step           	|  1.3406e-05     	|1000           	|  0.013406       	|  0.00099122     	|
training_step_end                  	|  9.1962e-06     	|1000           	|  0.0091962      	|  0.00067994     	|
configure_optimizers               	|  0.0088381      	|1              	|  0.0088381      	|  0.00065347     	|
on_validation_batch_end            	|  2.5347e-05     	|313            	|  0.0079335      	|  0.00058659     	|
on_epoch_end                       	|  1.1407e-05     	|501            	|  0.0057147      	|  0.00042254     	|
on_epoch_start                     	|  1.096e-05      	|501            	|  0.0054907      	|  0.00040597     	|
on_validation_batch_start          	|  1.2603e-05     	|313            	|  0.0039449      	|  0.00029168     	|
on_validation_model_eval           	|  0.0039428      	|1              	|  0.0039428      	|  0.00029152     	|
validation_step_end                	|  6.0697e-06     	|313            	|  0.0018998      	|  0.00014047     	|
on_validation_start                	|  0.00071808     	|1              	|  0.00071808     	|  5.3093e-05     	|
on_train_start                     	|  0.00069533     	|1              	|  0.00069533     	|  5.1411e-05     	|
on_validation_end                  	|  0.00015464     	|1              	|  0.00015464     	|  1.1433e-05     	|
teardown                           	|  2.6089e-05     	|2              	|  5.2178e-05     	|  3.8579e-06     	|
setup                              	|  2.3224e-05     	|2              	|  4.6449e-05     	|  3.4343e-06     	|
on_before_accelerator_backend_setup	|  2.3206e-05     	|2              	|  4.6412e-05     	|  3.4316e-06     	|
on_configure_sharded_model         	|  2.276e-05      	|2              	|  4.5519e-05     	|  3.3656e-06     	|
on_validation_epoch_end            	|  3.9147e-05     	|1              	|  3.9147e-05     	|  2.8945e-06     	|
on_fit_end                         	|  3.9116e-05     	|1              	|  3.9116e-05     	|  2.8921e-06     	|
on_val_dataloader                  	|  1.884e-05      	|2              	|  3.7679e-05     	|  2.7859e-06     	|
on_fit_start                       	|  2.0683e-05     	|1              	|  2.0683e-05     	|  1.5292e-06     	|
on_pretrain_routine_end            	|  1.7114e-05     	|1              	|  1.7114e-05     	|  1.2654e-06     	|
prepare_data                       	|  7.5214e-06     	|2              	|  1.5043e-05     	|  1.1122e-06     	|
configure_sharded_model            	|  6.4792e-06     	|2              	|  1.2958e-05     	|  9.5812e-07     	|
configure_callbacks                	|  6.4773e-06     	|2              	|  1.2955e-05     	|  9.5784e-07     	|
on_validation_epoch_start          	|  9.1791e-06     	|1              	|  9.1791e-06     	|  6.7868e-07     	|
on_train_dataloader                	|  5.547e-06      	|1              	|  5.547e-06      	|  4.1013e-07     	|
