VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1236.6         	|  100 %          	|
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run_training_epoch                 	|  2.4008         	|500            	|  1200.4         	|  97.068         	|
run_training_batch                 	|  0.26808        	|1000           	|  268.08         	|  21.678         	|
optimizer_step_with_closure_0      	|  0.26462        	|1000           	|  264.62         	|  21.398         	|
training_step_and_backward         	|  0.20109        	|1000           	|  201.09         	|  16.261         	|
get_train_batch                    	|  0.11916        	|1500           	|  178.74         	|  14.453         	|
fetch_next_train_batch             	|  0.11912        	|1500           	|  178.68         	|  14.448         	|
model_forward                      	|  0.10439        	|1000           	|  104.39         	|  8.4415         	|
training_step                      	|  0.10416        	|1000           	|  104.16         	|  8.4226         	|
backward                           	|  0.095193       	|1000           	|  95.193         	|  7.6977         	|
run_validate_evaluation            	|  7.1665         	|1              	|  7.1665         	|  0.57951        	|
evaluation_step_and_end            	|  0.10006        	|48             	|  4.8029         	|  0.38838        	|
validation_step                    	|  0.099932       	|48             	|  4.7967         	|  0.38788        	|
on_train_batch_end                 	|  0.0023245      	|1000           	|  2.3245         	|  0.18797        	|
zero_grad                          	|  0.0014673      	|1000           	|  1.4673         	|  0.11865        	|
training_batch_to_device           	|  0.00068214     	|1000           	|  0.68214        	|  0.055161       	|
get_validate_batch                 	|  0.013281       	|49             	|  0.65075        	|  0.052622       	|
fetch_next_validate_batch          	|  0.013256       	|49             	|  0.64955        	|  0.052526       	|
on_train_epoch_start               	|  0.00032638     	|500            	|  0.16319        	|  0.013196       	|
on_train_epoch_end                 	|  0.00031375     	|500            	|  0.15687        	|  0.012685       	|
on_train_batch_start               	|  0.00010948     	|1000           	|  0.10948        	|  0.0088531      	|
on_train_end                       	|  0.055753       	|1              	|  0.055753       	|  0.0045084      	|
on_batch_start                     	|  5.1486e-05     	|1000           	|  0.051486       	|  0.0041634      	|
on_after_backward                  	|  2.6599e-05     	|1000           	|  0.026599       	|  0.0021509      	|
on_before_zero_grad                	|  2.4444e-05     	|1000           	|  0.024444       	|  0.0019766      	|
on_pretrain_routine_start          	|  0.022658       	|1              	|  0.022658       	|  0.0018322      	|
on_batch_end                       	|  1.6714e-05     	|1000           	|  0.016714       	|  0.0013516      	|
on_before_optimizer_step           	|  1.6591e-05     	|1000           	|  0.016591       	|  0.0013416      	|
on_before_backward                 	|  1.6121e-05     	|1000           	|  0.016121       	|  0.0013036      	|
evaluation_batch_to_device         	|  0.00029638     	|48             	|  0.014226       	|  0.0011504      	|
configure_optimizers               	|  0.011044       	|1              	|  0.011044       	|  0.00089306     	|
training_step_end                  	|  1.0137e-05     	|1000           	|  0.010137       	|  0.00081972     	|
on_epoch_start                     	|  1.1441e-05     	|501            	|  0.005732       	|  0.00046351     	|
on_epoch_end                       	|  1.093e-05      	|501            	|  0.005476       	|  0.00044281     	|
on_validation_model_eval           	|  0.0038675      	|1              	|  0.0038675      	|  0.00031274     	|
on_validation_batch_end            	|  4.7462e-05     	|48             	|  0.0022782      	|  0.00018422     	|
on_train_start                     	|  0.0010835      	|1              	|  0.0010835      	|  8.7613e-05     	|
on_validation_batch_start          	|  1.8987e-05     	|48             	|  0.00091138     	|  7.3698e-05     	|
on_validation_start                	|  0.00050874     	|1              	|  0.00050874     	|  4.1139e-05     	|
validation_step_end                	|  1.01e-05       	|48             	|  0.0004848      	|  3.9203e-05     	|
on_validation_end                  	|  0.0001639      	|1              	|  0.0001639      	|  1.3253e-05     	|
on_fit_end                         	|  5.8046e-05     	|1              	|  5.8046e-05     	|  4.6938e-06     	|
on_before_accelerator_backend_setup	|  2.4147e-05     	|2              	|  4.8295e-05     	|  3.9053e-06     	|
on_configure_sharded_model         	|  2.3273e-05     	|2              	|  4.6546e-05     	|  3.7639e-06     	|
teardown                           	|  2.31e-05       	|2              	|  4.6199e-05     	|  3.7359e-06     	|
on_fit_start                       	|  4.4735e-05     	|1              	|  4.4735e-05     	|  3.6175e-06     	|
setup                              	|  2.2331e-05     	|2              	|  4.4663e-05     	|  3.6116e-06     	|
on_validation_epoch_end            	|  2.9178e-05     	|1              	|  2.9178e-05     	|  2.3595e-06     	|
on_val_dataloader                  	|  8.855e-06      	|2              	|  1.771e-05      	|  1.4321e-06     	|
configure_callbacks                	|  8.5328e-06     	|2              	|  1.7066e-05     	|  1.38e-06       	|
prepare_data                       	|  7.7318e-06     	|2              	|  1.5464e-05     	|  1.2505e-06     	|
on_pretrain_routine_end            	|  1.35e-05       	|1              	|  1.35e-05       	|  1.0917e-06     	|
configure_sharded_model            	|  6.3991e-06     	|2              	|  1.2798e-05     	|  1.0349e-06     	|
on_validation_epoch_start          	|  1.0801e-05     	|1              	|  1.0801e-05     	|  8.7345e-07     	|
on_train_dataloader                	|  8.3223e-06     	|1              	|  8.3223e-06     	|  6.7297e-07     	|
