VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  578.68         	|  100 %          	|
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run_training_epoch                 	|  0.92972        	|500            	|  464.86         	|  80.331         	|
run_training_batch                 	|  0.32135        	|1000           	|  321.35         	|  55.531         	|
optimizer_step_with_closure_0      	|  0.31864        	|1000           	|  318.64         	|  55.064         	|
training_step_and_backward         	|  0.23853        	|1000           	|  238.53         	|  41.219         	|
model_forward                      	|  0.14746        	|1000           	|  147.46         	|  25.481         	|
training_step                      	|  0.14729        	|1000           	|  147.29         	|  25.453         	|
backward                           	|  0.089665       	|1000           	|  89.665         	|  15.495         	|
run_validate_evaluation            	|  70.701         	|1              	|  70.701         	|  12.218         	|
evaluation_step_and_end            	|  0.22048        	|313            	|  69.009         	|  11.925         	|
validation_step                    	|  0.22043        	|313            	|  68.993         	|  11.922         	|
get_train_batch                    	|  0.027989       	|1500           	|  41.983         	|  7.255          	|
fetch_next_train_batch             	|  0.027957       	|1500           	|  41.936         	|  7.2468         	|
zero_grad                          	|  0.0013719      	|1000           	|  1.3719         	|  0.23708        	|
on_train_batch_end                 	|  0.0013608      	|1000           	|  1.3608         	|  0.23516        	|
get_validate_batch                 	|  0.0018936      	|314            	|  0.5946         	|  0.10275        	|
fetch_next_validate_batch          	|  0.0018796      	|314            	|  0.59019        	|  0.10199        	|
training_batch_to_device           	|  0.00057325     	|1000           	|  0.57325        	|  0.099062       	|
on_train_epoch_start               	|  0.00027831     	|500            	|  0.13915        	|  0.024047       	|
on_train_epoch_end                 	|  0.00026896     	|500            	|  0.13448        	|  0.023239       	|
on_train_batch_start               	|  0.00010659     	|1000           	|  0.10659        	|  0.018419       	|
evaluation_batch_to_device         	|  0.00023138     	|313            	|  0.072422       	|  0.012515       	|
on_batch_start                     	|  3.2439e-05     	|1000           	|  0.032439       	|  0.0056057      	|
on_train_end                       	|  0.023694       	|1              	|  0.023694       	|  0.0040945      	|
on_pretrain_routine_start          	|  0.022812       	|1              	|  0.022812       	|  0.0039421      	|
on_before_zero_grad                	|  2.0749e-05     	|1000           	|  0.020749       	|  0.0035856      	|
on_batch_end                       	|  1.3394e-05     	|1000           	|  0.013394       	|  0.0023146      	|
on_before_optimizer_step           	|  1.2372e-05     	|1000           	|  0.012372       	|  0.002138       	|
on_after_backward                  	|  1.1053e-05     	|1000           	|  0.011053       	|  0.00191        	|
on_before_backward                 	|  1.0763e-05     	|1000           	|  0.010763       	|  0.0018599      	|
configure_optimizers               	|  0.0080999      	|1              	|  0.0080999      	|  0.0013997      	|
training_step_end                  	|  7.2432e-06     	|1000           	|  0.0072432      	|  0.0012517      	|
on_epoch_start                     	|  1.3001e-05     	|501            	|  0.0065135      	|  0.0011256      	|
on_validation_batch_end            	|  1.9801e-05     	|313            	|  0.0061977      	|  0.001071       	|
on_epoch_end                       	|  1.009e-05      	|501            	|  0.0050548      	|  0.00087351     	|
on_validation_model_eval           	|  0.0039258      	|1              	|  0.0039258      	|  0.0006784      	|
on_validation_batch_start          	|  9.8228e-06     	|313            	|  0.0030745      	|  0.0005313      	|
validation_step_end                	|  4.5926e-06     	|313            	|  0.0014375      	|  0.00024841     	|
on_train_start                     	|  0.00072985     	|1              	|  0.00072985     	|  0.00012612     	|
on_validation_start                	|  0.00031522     	|1              	|  0.00031522     	|  5.4472e-05     	|
on_validation_end                  	|  0.00010767     	|1              	|  0.00010767     	|  1.8606e-05     	|
on_before_accelerator_backend_setup	|  1.8269e-05     	|2              	|  3.6539e-05     	|  6.3142e-06     	|
on_validation_epoch_end            	|  3.3513e-05     	|1              	|  3.3513e-05     	|  5.7913e-06     	|
teardown                           	|  1.5549e-05     	|2              	|  3.1098e-05     	|  5.374e-06      	|
on_configure_sharded_model         	|  1.4197e-05     	|2              	|  2.8394e-05     	|  4.9067e-06     	|
setup                              	|  1.3781e-05     	|2              	|  2.7562e-05     	|  4.7629e-06     	|
on_fit_end                         	|  2.2031e-05     	|1              	|  2.2031e-05     	|  3.8071e-06     	|
on_fit_start                       	|  1.609e-05      	|1              	|  1.609e-05      	|  2.7805e-06     	|
prepare_data                       	|  5.5955e-06     	|2              	|  1.1191e-05     	|  1.9339e-06     	|
on_val_dataloader                  	|  5.565e-06      	|2              	|  1.113e-05      	|  1.9233e-06     	|
configure_sharded_model            	|  5.0195e-06     	|2              	|  1.0039e-05     	|  1.7348e-06     	|
configure_callbacks                	|  4.8285e-06     	|2              	|  9.657e-06      	|  1.6688e-06     	|
on_validation_epoch_start          	|  9.348e-06      	|1              	|  9.348e-06      	|  1.6154e-06     	|
on_pretrain_routine_end            	|  9.317e-06      	|1              	|  9.317e-06      	|  1.61e-06       	|
on_train_dataloader                	|  4.148e-06      	|1              	|  4.148e-06      	|  7.168e-07      	|
