VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  539.92         	|  100 %          	|
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run_training_epoch                 	|  0.9683         	|500            	|  484.15         	|  89.671         	|
run_training_batch                 	|  0.33047        	|1000           	|  330.47         	|  61.207         	|
optimizer_step_with_closure_0      	|  0.32778        	|1000           	|  327.78         	|  60.709         	|
training_step_and_backward         	|  0.24551        	|1000           	|  245.51         	|  45.472         	|
model_forward                      	|  0.15305        	|1000           	|  153.05         	|  28.347         	|
training_step                      	|  0.15289        	|1000           	|  152.89         	|  28.316         	|
backward                           	|  0.091086       	|1000           	|  91.086         	|  16.87          	|
get_train_batch                    	|  0.029606       	|1500           	|  44.409         	|  8.2252         	|
fetch_next_train_batch             	|  0.029572       	|1500           	|  44.358         	|  8.2156         	|
run_validate_evaluation            	|  12.416         	|1              	|  12.416         	|  2.2997         	|
evaluation_step_and_end            	|  0.24907        	|48             	|  11.955         	|  2.2143         	|
validation_step                    	|  0.24901        	|48             	|  11.953         	|  2.2138         	|
zero_grad                          	|  0.001344       	|1000           	|  1.344          	|  0.24893        	|
on_train_batch_end                 	|  0.0013191      	|1000           	|  1.3191         	|  0.24432        	|
training_batch_to_device           	|  0.00059248     	|1000           	|  0.59248        	|  0.10973        	|
get_validate_batch                 	|  0.0044563      	|49             	|  0.21836        	|  0.040443       	|
fetch_next_validate_batch          	|  0.004442       	|49             	|  0.21766        	|  0.040313       	|
on_train_epoch_start               	|  0.00028221     	|500            	|  0.1411         	|  0.026134       	|
on_train_epoch_end                 	|  0.00026753     	|500            	|  0.13376        	|  0.024775       	|
on_train_batch_start               	|  0.00010589     	|1000           	|  0.10589        	|  0.019611       	|
on_batch_start                     	|  3.3584e-05     	|1000           	|  0.033584       	|  0.0062202      	|
on_train_end                       	|  0.024302       	|1              	|  0.024302       	|  0.004501       	|
on_pretrain_routine_start          	|  0.022551       	|1              	|  0.022551       	|  0.0041768      	|
on_before_zero_grad                	|  2.0186e-05     	|1000           	|  0.020186       	|  0.0037387      	|
on_before_optimizer_step           	|  1.3977e-05     	|1000           	|  0.013977       	|  0.0025887      	|
on_batch_end                       	|  1.3752e-05     	|1000           	|  0.013752       	|  0.002547       	|
on_before_backward                 	|  1.1449e-05     	|1000           	|  0.011449       	|  0.0021205      	|
on_after_backward                  	|  1.1359e-05     	|1000           	|  0.011359       	|  0.0021038      	|
evaluation_batch_to_device         	|  0.00021816     	|48             	|  0.010472       	|  0.0019395      	|
configure_optimizers               	|  0.0083003      	|1              	|  0.0083003      	|  0.0015373      	|
training_step_end                  	|  7.6249e-06     	|1000           	|  0.0076249      	|  0.0014122      	|
on_epoch_start                     	|  1.1181e-05     	|501            	|  0.0056018      	|  0.0010375      	|
on_epoch_end                       	|  1.0496e-05     	|501            	|  0.0052584      	|  0.00097392     	|
on_validation_model_eval           	|  0.0039637      	|1              	|  0.0039637      	|  0.00073412     	|
on_validation_batch_end            	|  2.0769e-05     	|48             	|  0.00099691     	|  0.00018464     	|
on_train_start                     	|  0.00072765     	|1              	|  0.00072765     	|  0.00013477     	|
on_validation_batch_start          	|  1.0408e-05     	|48             	|  0.00049956     	|  9.2525e-05     	|
on_validation_start                	|  0.0003161      	|1              	|  0.0003161      	|  5.8546e-05     	|
validation_step_end                	|  5.1201e-06     	|48             	|  0.00024577     	|  4.5519e-05     	|
on_validation_end                  	|  0.00011186     	|1              	|  0.00011186     	|  2.0718e-05     	|
on_before_accelerator_backend_setup	|  1.8053e-05     	|2              	|  3.6107e-05     	|  6.6875e-06     	|
teardown                           	|  1.5158e-05     	|2              	|  3.0317e-05     	|  5.6151e-06     	|
on_configure_sharded_model         	|  1.36e-05       	|2              	|  2.72e-05       	|  5.0378e-06     	|
setup                              	|  1.2563e-05     	|2              	|  2.5127e-05     	|  4.6538e-06     	|
on_fit_end                         	|  2.2251e-05     	|1              	|  2.2251e-05     	|  4.1212e-06     	|
on_fit_start                       	|  1.7283e-05     	|1              	|  1.7283e-05     	|  3.201e-06      	|
on_validation_epoch_end            	|  1.7082e-05     	|1              	|  1.7082e-05     	|  3.1638e-06     	|
on_val_dataloader                  	|  5.876e-06      	|2              	|  1.1752e-05     	|  2.1766e-06     	|
prepare_data                       	|  5.5955e-06     	|2              	|  1.1191e-05     	|  2.0727e-06     	|
configure_sharded_model            	|  5.1045e-06     	|2              	|  1.0209e-05     	|  1.8908e-06     	|
on_pretrain_routine_end            	|  9.8989e-06     	|1              	|  9.8989e-06     	|  1.8334e-06     	|
on_validation_epoch_start          	|  9.277e-06      	|1              	|  9.277e-06      	|  1.7182e-06     	|
configure_callbacks                	|  4.548e-06      	|2              	|  9.096e-06      	|  1.6847e-06     	|
on_train_dataloader                	|  4.238e-06      	|1              	|  4.238e-06      	|  7.8493e-07     	|
