VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  397.96         	|  100 %          	|
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run_training_epoch                 	|  13.532         	|25             	|  338.29         	|  85.008         	|
run_training_batch                 	|  0.28142        	|1000           	|  281.42         	|  70.717         	|
optimizer_step_with_closure_0      	|  0.27817        	|1000           	|  278.17         	|  69.898         	|
training_step_and_backward         	|  0.21426        	|1000           	|  214.26         	|  53.839         	|
model_forward                      	|  0.10658        	|1000           	|  106.58         	|  26.781         	|
training_step                      	|  0.10638        	|1000           	|  106.38         	|  26.732         	|
backward                           	|  0.10611        	|1000           	|  106.11         	|  26.665         	|
run_validate_evaluation            	|  17.545         	|1              	|  17.545         	|  4.4088         	|
evaluation_step_and_end            	|  0.10153        	|139            	|  14.113         	|  3.5464         	|
validation_step                    	|  0.10141        	|139            	|  14.097         	|  3.5422         	|
get_train_batch                    	|  0.011981       	|1025           	|  12.281         	|  3.0859         	|
fetch_next_train_batch             	|  0.011897       	|1025           	|  12.194         	|  3.0641         	|
on_train_batch_end                 	|  0.0024957      	|1000           	|  2.4957         	|  0.62712        	|
zero_grad                          	|  0.0015292      	|1000           	|  1.5292         	|  0.38425        	|
get_validate_batch                 	|  0.0064969      	|140            	|  0.90957        	|  0.22856        	|
fetch_next_validate_batch          	|  0.0064699      	|140            	|  0.90579        	|  0.22761        	|
training_batch_to_device           	|  0.00029382     	|1000           	|  0.29382        	|  0.073831       	|
on_train_batch_start               	|  0.00013091     	|1000           	|  0.13091        	|  0.032894       	|
on_train_end                       	|  0.047949       	|1              	|  0.047949       	|  0.012049       	|
evaluation_batch_to_device         	|  0.00031482     	|139            	|  0.043759       	|  0.010996       	|
on_after_backward                  	|  2.5443e-05     	|1000           	|  0.025443       	|  0.0063934      	|
on_pretrain_routine_start          	|  0.024118       	|1              	|  0.024118       	|  0.0060604      	|
on_batch_start                     	|  2.1866e-05     	|1000           	|  0.021866       	|  0.0054946      	|
on_before_zero_grad                	|  1.7088e-05     	|1000           	|  0.017088       	|  0.0042939      	|
on_batch_end                       	|  1.6163e-05     	|1000           	|  0.016163       	|  0.0040616      	|
on_before_optimizer_step           	|  1.3762e-05     	|1000           	|  0.013762       	|  0.0034582      	|
on_train_epoch_end                 	|  0.00052515     	|25             	|  0.013129       	|  0.003299       	|
on_before_backward                 	|  1.2672e-05     	|1000           	|  0.012672       	|  0.0031843      	|
configure_optimizers               	|  0.011839       	|1              	|  0.011839       	|  0.0029749      	|
on_train_epoch_start               	|  0.00047325     	|25             	|  0.011831       	|  0.002973       	|
training_step_end                  	|  7.5791e-06     	|1000           	|  0.0075791      	|  0.0019045      	|
on_validation_batch_end            	|  4.3737e-05     	|139            	|  0.0060794      	|  0.0015277      	|
on_validation_model_eval           	|  0.0059769      	|1              	|  0.0059769      	|  0.0015019      	|
on_validation_batch_start          	|  1.6842e-05     	|139            	|  0.002341       	|  0.00058825     	|
validation_step_end                	|  9.7861e-06     	|139            	|  0.0013603      	|  0.00034181     	|
on_train_start                     	|  0.0011718      	|1              	|  0.0011718      	|  0.00029445     	|
on_validation_start                	|  0.00064892     	|1              	|  0.00064892     	|  0.00016306     	|
on_validation_end                  	|  0.00033198     	|1              	|  0.00033198     	|  8.342e-05      	|
on_epoch_start                     	|  1.2297e-05     	|26             	|  0.00031972     	|  8.034e-05      	|
on_epoch_end                       	|  1.2051e-05     	|26             	|  0.00031332     	|  7.8733e-05     	|
on_configure_sharded_model         	|  2.6435e-05     	|2              	|  5.2869e-05     	|  1.3285e-05     	|
setup                              	|  2.6394e-05     	|2              	|  5.2787e-05     	|  1.3265e-05     	|
teardown                           	|  2.5609e-05     	|2              	|  5.1217e-05     	|  1.287e-05      	|
on_fit_start                       	|  4.3616e-05     	|1              	|  4.3616e-05     	|  1.096e-05      	|
on_before_accelerator_backend_setup	|  2.0547e-05     	|2              	|  4.1094e-05     	|  1.0326e-05     	|
on_validation_epoch_end            	|  4.0013e-05     	|1              	|  4.0013e-05     	|  1.0055e-05     	|
on_fit_end                         	|  2.9989e-05     	|1              	|  2.9989e-05     	|  7.5356e-06     	|
on_val_dataloader                  	|  1.3947e-05     	|2              	|  2.7893e-05     	|  7.0091e-06     	|
configure_sharded_model            	|  9.0627e-06     	|2              	|  1.8125e-05     	|  4.5546e-06     	|
prepare_data                       	|  7.4338e-06     	|2              	|  1.4868e-05     	|  3.736e-06      	|
on_pretrain_routine_end            	|  1.4143e-05     	|1              	|  1.4143e-05     	|  3.5539e-06     	|
configure_callbacks                	|  6.4885e-06     	|2              	|  1.2977e-05     	|  3.2609e-06     	|
on_validation_epoch_start          	|  1.2232e-05     	|1              	|  1.2232e-05     	|  3.0737e-06     	|
on_train_dataloader                	|  6.5453e-06     	|1              	|  6.5453e-06     	|  1.6447e-06     	|
