VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  457.49         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  15.019         	|25             	|  375.48         	|  82.074         	|
run_training_batch                 	|  0.3629         	|1000           	|  362.9          	|  79.324         	|
optimizer_step_with_closure_0      	|  0.36032        	|1000           	|  360.32         	|  78.76          	|
training_step_and_backward         	|  0.28067        	|1000           	|  280.67         	|  61.351         	|
model_forward                      	|  0.16552        	|1000           	|  165.52         	|  36.18          	|
training_step                      	|  0.16538        	|1000           	|  165.38         	|  36.15          	|
backward                           	|  0.11381        	|1000           	|  113.81         	|  24.877         	|
run_validate_evaluation            	|  36.007         	|1              	|  36.007         	|  7.8704         	|
evaluation_step_and_end            	|  0.2543         	|139            	|  35.348         	|  7.7264         	|
validation_step                    	|  0.25424        	|139            	|  35.34          	|  7.7247         	|
get_train_batch                    	|  0.0042565      	|1025           	|  4.3629         	|  0.95365        	|
fetch_next_train_batch             	|  0.0042392      	|1025           	|  4.3452         	|  0.94978        	|
zero_grad                          	|  0.0013202      	|1000           	|  1.3202         	|  0.28858        	|
on_train_batch_end                 	|  0.0012065      	|1000           	|  1.2065         	|  0.26371        	|
get_validate_batch                 	|  0.0025249      	|140            	|  0.35349        	|  0.077266       	|
fetch_next_validate_batch          	|  0.00251        	|140            	|  0.3514         	|  0.076811       	|
training_batch_to_device           	|  0.00023829     	|1000           	|  0.23829        	|  0.052085       	|
on_train_batch_start               	|  8.9552e-05     	|1000           	|  0.089552       	|  0.019574       	|
evaluation_batch_to_device         	|  0.00022419     	|139            	|  0.031162       	|  0.0068116      	|
on_train_end                       	|  0.023715       	|1              	|  0.023715       	|  0.0051838      	|
on_pretrain_routine_start          	|  0.022215       	|1              	|  0.022215       	|  0.0048559      	|
on_batch_start                     	|  1.4699e-05     	|1000           	|  0.014699       	|  0.003213       	|
on_before_zero_grad                	|  1.4122e-05     	|1000           	|  0.014122       	|  0.0030868      	|
on_batch_end                       	|  1.3156e-05     	|1000           	|  0.013156       	|  0.0028757      	|
on_after_backward                  	|  1.179e-05      	|1000           	|  0.01179        	|  0.0025771      	|
on_before_backward                 	|  1.082e-05      	|1000           	|  0.01082        	|  0.0023651      	|
on_before_optimizer_step           	|  1.0461e-05     	|1000           	|  0.010461       	|  0.0022866      	|
configure_optimizers               	|  0.0085789      	|1              	|  0.0085789      	|  0.0018752      	|
on_train_epoch_end                 	|  0.0003175      	|25             	|  0.0079374      	|  0.001735       	|
on_train_epoch_start               	|  0.00028706     	|25             	|  0.0071766      	|  0.0015687      	|
training_step_end                  	|  5.7189e-06     	|1000           	|  0.0057189      	|  0.0012501      	|
on_validation_model_eval           	|  0.0039882      	|1              	|  0.0039882      	|  0.00087176     	|
on_validation_batch_end            	|  2.1171e-05     	|139            	|  0.0029428      	|  0.00064325     	|
on_validation_batch_start          	|  1.0219e-05     	|139            	|  0.0014205      	|  0.00031049     	|
validation_step_end                	|  5.2787e-06     	|139            	|  0.00073373     	|  0.00016038     	|
on_train_start                     	|  0.00070882     	|1              	|  0.00070882     	|  0.00015494     	|
on_validation_start                	|  0.00030532     	|1              	|  0.00030532     	|  6.6738e-05     	|
on_epoch_start                     	|  1.1417e-05     	|26             	|  0.00029683     	|  6.4883e-05     	|
on_epoch_end                       	|  1.0525e-05     	|26             	|  0.00027366     	|  5.9818e-05     	|
on_validation_end                  	|  0.00011743     	|1              	|  0.00011743     	|  2.5668e-05     	|
on_before_accelerator_backend_setup	|  1.9542e-05     	|2              	|  3.9083e-05     	|  8.5429e-06     	|
teardown                           	|  1.5755e-05     	|2              	|  3.151e-05      	|  6.8875e-06     	|
on_configure_sharded_model         	|  1.4327e-05     	|2              	|  2.8654e-05     	|  6.2633e-06     	|
setup                              	|  1.3886e-05     	|2              	|  2.7771e-05     	|  6.0703e-06     	|
on_fit_end                         	|  2.2122e-05     	|1              	|  2.2122e-05     	|  4.8355e-06     	|
on_fit_start                       	|  1.7493e-05     	|1              	|  1.7493e-05     	|  3.8237e-06     	|
on_validation_epoch_end            	|  1.7142e-05     	|1              	|  1.7142e-05     	|  3.747e-06      	|
configure_callbacks                	|  5.866e-06      	|2              	|  1.1732e-05     	|  2.5644e-06     	|
on_val_dataloader                  	|  5.8505e-06     	|2              	|  1.1701e-05     	|  2.5576e-06     	|
prepare_data                       	|  5.7555e-06     	|2              	|  1.1511e-05     	|  2.5161e-06     	|
configure_sharded_model            	|  5.345e-06      	|2              	|  1.069e-05      	|  2.3366e-06     	|
on_pretrain_routine_end            	|  1.0199e-05     	|1              	|  1.0199e-05     	|  2.2293e-06     	|
on_validation_epoch_start          	|  9.628e-06      	|1              	|  9.628e-06      	|  2.1045e-06     	|
on_train_dataloader                	|  4.178e-06      	|1              	|  4.178e-06      	|  9.1325e-07     	|
