VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  660.21         	|  100 %          	|
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run_training_epoch                 	|  3.648          	|167            	|  609.21         	|  92.275         	|
run_training_batch                 	|  0.28886        	|1000           	|  288.86         	|  43.753         	|
optimizer_step_with_closure_0      	|  0.28616        	|1000           	|  286.16         	|  43.344         	|
training_step_and_backward         	|  0.22062        	|1000           	|  220.62         	|  33.417         	|
model_forward                      	|  0.11462        	|1000           	|  114.62         	|  17.361         	|
training_step                      	|  0.11444        	|1000           	|  114.44         	|  17.333         	|
backward                           	|  0.10446        	|1000           	|  104.46         	|  15.822         	|
get_train_batch                    	|  0.05579        	|1167           	|  65.107         	|  9.8615         	|
fetch_next_train_batch             	|  0.055763       	|1167           	|  65.076         	|  9.8568         	|
run_validate_evaluation            	|  16.466         	|1              	|  16.466         	|  2.4941         	|
evaluation_step_and_end            	|  0.1089         	|125            	|  13.613         	|  2.0619         	|
validation_step                    	|  0.10882        	|125            	|  13.602         	|  2.0603         	|
on_train_batch_end                 	|  0.0018514      	|1000           	|  1.8514         	|  0.28042        	|
zero_grad                          	|  0.0015118      	|1000           	|  1.5118         	|  0.22899        	|
on_train_end                       	|  1.1977         	|1              	|  1.1977         	|  0.18142        	|
get_validate_batch                 	|  0.0071074      	|126            	|  0.89553        	|  0.13564        	|
fetch_next_validate_batch          	|  0.0070872      	|126            	|  0.89298        	|  0.13526        	|
training_batch_to_device           	|  0.0003504      	|1000           	|  0.3504         	|  0.053074       	|
on_train_batch_start               	|  0.00014189     	|1000           	|  0.14189        	|  0.021492       	|
on_train_epoch_start               	|  0.00033159     	|167            	|  0.055376       	|  0.0083876      	|
on_train_epoch_end                 	|  0.00032243     	|167            	|  0.053846       	|  0.0081559      	|
evaluation_batch_to_device         	|  0.00026885     	|125            	|  0.033607       	|  0.0050903      	|
on_batch_start                     	|  2.6357e-05     	|1000           	|  0.026357       	|  0.0039922      	|
on_pretrain_routine_start          	|  0.026088       	|1              	|  0.026088       	|  0.0039515      	|
on_after_backward                  	|  2.0987e-05     	|1000           	|  0.020987       	|  0.0031788      	|
on_before_zero_grad                	|  1.7047e-05     	|1000           	|  0.017047       	|  0.0025821      	|
on_batch_end                       	|  1.4819e-05     	|1000           	|  0.014819       	|  0.0022447      	|
on_before_optimizer_step           	|  1.2875e-05     	|1000           	|  0.012875       	|  0.0019501      	|
on_before_backward                 	|  1.2376e-05     	|1000           	|  0.012376       	|  0.0018745      	|
configure_optimizers               	|  0.011239       	|1              	|  0.011239       	|  0.0017023      	|
training_step_end                  	|  6.9651e-06     	|1000           	|  0.0069651      	|  0.001055       	|
on_validation_model_eval           	|  0.0043107      	|1              	|  0.0043107      	|  0.00065293     	|
on_validation_batch_end            	|  3.2929e-05     	|125            	|  0.0041161      	|  0.00062345     	|
on_epoch_start                     	|  1.1883e-05     	|168            	|  0.0019964      	|  0.00030239     	|
on_epoch_end                       	|  1.1251e-05     	|168            	|  0.0018901      	|  0.00028629     	|
on_train_start                     	|  0.0017961      	|1              	|  0.0017961      	|  0.00027205     	|
on_validation_batch_start          	|  1.3591e-05     	|125            	|  0.0016989      	|  0.00025732     	|
validation_step_end                	|  7.2893e-06     	|125            	|  0.00091117     	|  0.00013801     	|
on_validation_start                	|  0.00058324     	|1              	|  0.00058324     	|  8.8342e-05     	|
on_validation_end                  	|  0.00019287     	|1              	|  0.00019287     	|  2.9213e-05     	|
on_before_accelerator_backend_setup	|  2.5865e-05     	|2              	|  5.1729e-05     	|  7.8353e-06     	|
on_fit_start                       	|  4.8446e-05     	|1              	|  4.8446e-05     	|  7.3379e-06     	|
on_configure_sharded_model         	|  2.4189e-05     	|2              	|  4.8378e-05     	|  7.3277e-06     	|
setup                              	|  2.2205e-05     	|2              	|  4.4409e-05     	|  6.7265e-06     	|
teardown                           	|  2.1681e-05     	|2              	|  4.3362e-05     	|  6.5679e-06     	|
on_validation_epoch_end            	|  2.7908e-05     	|1              	|  2.7908e-05     	|  4.2271e-06     	|
configure_callbacks                	|  1.2556e-05     	|2              	|  2.5112e-05     	|  3.8037e-06     	|
on_val_dataloader                  	|  1.2536e-05     	|2              	|  2.5071e-05     	|  3.7974e-06     	|
on_fit_end                         	|  2.1828e-05     	|1              	|  2.1828e-05     	|  3.3063e-06     	|
configure_sharded_model            	|  8.7218e-06     	|2              	|  1.7444e-05     	|  2.6421e-06     	|
on_pretrain_routine_end            	|  1.6516e-05     	|1              	|  1.6516e-05     	|  2.5016e-06     	|
prepare_data                       	|  7.526e-06      	|2              	|  1.5052e-05     	|  2.2799e-06     	|
on_validation_epoch_start          	|  9.913e-06      	|1              	|  9.913e-06      	|  1.5015e-06     	|
on_train_dataloader                	|  7.0278e-06     	|1              	|  7.0278e-06     	|  1.0645e-06     	|
