VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1916.8         	|  100 %          	|
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run_training_epoch                 	|  3.4697         	|500            	|  1734.9         	|  90.51          	|
run_training_batch                 	|  0.20596        	|8000           	|  1647.7         	|  85.964         	|
training_step_and_backward         	|  0.19451        	|8000           	|  1556.1         	|  81.184         	|
model_forward                      	|  0.10945        	|8000           	|  875.62         	|  45.682         	|
training_step                      	|  0.10932        	|8000           	|  874.54         	|  45.626         	|
backward                           	|  0.084873       	|8000           	|  678.98         	|  35.424         	|
optimizer_step_with_closure_0      	|  0.25186        	|1000           	|  251.86         	|  13.14          	|
run_validate_evaluation            	|  138.2          	|1              	|  138.2          	|  7.2099         	|
evaluation_step_and_end            	|  0.1362         	|1000           	|  136.2          	|  7.1056         	|
validation_step                    	|  0.13615        	|1000           	|  136.15         	|  7.1029         	|
get_train_batch                    	|  0.0067639      	|8500           	|  57.493         	|  2.9995         	|
fetch_next_train_batch             	|  0.0067447      	|8500           	|  57.33          	|  2.991          	|
on_train_batch_end                 	|  0.0010913      	|8000           	|  8.7305         	|  0.45549        	|
training_batch_to_device           	|  0.00023576     	|8000           	|  1.8861         	|  0.098402       	|
get_validate_batch                 	|  0.0014605      	|1001           	|  1.462          	|  0.076275       	|
fetch_next_validate_batch          	|  0.0014468      	|1001           	|  1.4482         	|  0.075556       	|
zero_grad                          	|  0.0013446      	|1000           	|  1.3446         	|  0.070149       	|
on_train_batch_start               	|  9.3646e-05     	|8000           	|  0.74917        	|  0.039085       	|
evaluation_batch_to_device         	|  0.00020892     	|1000           	|  0.20892        	|  0.0109         	|
on_batch_start                     	|  1.7396e-05     	|8000           	|  0.13917        	|  0.0072607      	|
on_train_epoch_start               	|  0.00027616     	|500            	|  0.13808        	|  0.0072039      	|
on_train_epoch_end                 	|  0.00024836     	|500            	|  0.12418        	|  0.0064786      	|
on_before_backward                 	|  1.3335e-05     	|8000           	|  0.10668        	|  0.0055656      	|
on_batch_end                       	|  1.332e-05      	|8000           	|  0.10656        	|  0.0055594      	|
on_after_backward                  	|  1.1523e-05     	|8000           	|  0.092187       	|  0.0048096      	|
training_step_end                  	|  6.0669e-06     	|8000           	|  0.048535       	|  0.0025322      	|
on_train_end                       	|  0.024096       	|1              	|  0.024096       	|  0.0012571      	|
on_pretrain_routine_start          	|  0.022107       	|1              	|  0.022107       	|  0.0011533      	|
on_before_zero_grad                	|  2.0551e-05     	|1000           	|  0.020551       	|  0.0010722      	|
on_validation_batch_end            	|  1.9106e-05     	|1000           	|  0.019106       	|  0.00099679     	|
on_before_optimizer_step           	|  1.4858e-05     	|1000           	|  0.014858       	|  0.00077515     	|
on_validation_batch_start          	|  1.0179e-05     	|1000           	|  0.010179       	|  0.00053106     	|
configure_optimizers               	|  0.0086379      	|1              	|  0.0086379      	|  0.00045065     	|
on_epoch_end                       	|  1.1081e-05     	|501            	|  0.0055517      	|  0.00028964     	|
on_epoch_start                     	|  1.0972e-05     	|501            	|  0.0054971      	|  0.00028679     	|
validation_step_end                	|  4.8607e-06     	|1000           	|  0.0048607      	|  0.00025359     	|
on_validation_model_eval           	|  0.0038418      	|1              	|  0.0038418      	|  0.00020043     	|
on_train_start                     	|  0.00072659     	|1              	|  0.00072659     	|  3.7907e-05     	|
on_validation_start                	|  0.00032375     	|1              	|  0.00032375     	|  1.689e-05      	|
on_validation_end                  	|  0.00011181     	|1              	|  0.00011181     	|  5.8332e-06     	|
setup                              	|  2.2352e-05     	|2              	|  4.4704e-05     	|  2.3323e-06     	|
on_configure_sharded_model         	|  2.14e-05       	|2              	|  4.2801e-05     	|  2.233e-06      	|
on_before_accelerator_backend_setup	|  2.0093e-05     	|2              	|  4.0186e-05     	|  2.0966e-06     	|
teardown                           	|  1.621e-05      	|2              	|  3.2421e-05     	|  1.6915e-06     	|
on_fit_end                         	|  2.3323e-05     	|1              	|  2.3323e-05     	|  1.2168e-06     	|
on_fit_start                       	|  1.9707e-05     	|1              	|  1.9707e-05     	|  1.0281e-06     	|
on_validation_epoch_end            	|  1.7743e-05     	|1              	|  1.7743e-05     	|  9.2567e-07     	|
configure_sharded_model            	|  6.5125e-06     	|2              	|  1.3025e-05     	|  6.7953e-07     	|
on_val_dataloader                  	|  6.4571e-06     	|2              	|  1.2914e-05     	|  6.7375e-07     	|
prepare_data                       	|  6.041e-06      	|2              	|  1.2082e-05     	|  6.3034e-07     	|
configure_callbacks                	|  5.6205e-06     	|2              	|  1.1241e-05     	|  5.8646e-07     	|
on_pretrain_routine_end            	|  9.9691e-06     	|1              	|  9.9691e-06     	|  5.201e-07      	|
on_validation_epoch_start          	|  9.2369e-06     	|1              	|  9.2369e-06     	|  4.819e-07      	|
on_train_dataloader                	|  4.207e-06      	|1              	|  4.207e-06      	|  2.1949e-07     	|
