VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  642.22         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  3.5522         	|167            	|  593.22         	|  92.37          	|
run_training_batch                 	|  0.26966        	|1000           	|  269.66         	|  41.989         	|
optimizer_step_with_closure_0      	|  0.26585        	|1000           	|  265.85         	|  41.396         	|
training_step_and_backward         	|  0.19857        	|1000           	|  198.57         	|  30.919         	|
model_forward                      	|  0.10145        	|1000           	|  101.45         	|  15.796         	|
training_step                      	|  0.10126        	|1000           	|  101.26         	|  15.767         	|
backward                           	|  0.09558        	|1000           	|  95.58          	|  14.883         	|
get_train_batch                    	|  0.058048       	|1167           	|  67.743         	|  10.548         	|
fetch_next_train_batch             	|  0.058021       	|1167           	|  67.71          	|  10.543         	|
run_validate_evaluation            	|  16.138         	|1              	|  16.138         	|  2.5129         	|
evaluation_step_and_end            	|  0.10579        	|125            	|  13.223         	|  2.059          	|
validation_step                    	|  0.10571        	|125            	|  13.214         	|  2.0576         	|
on_train_batch_end                 	|  0.0018752      	|1000           	|  1.8752         	|  0.29199        	|
zero_grad                          	|  0.0015096      	|1000           	|  1.5096         	|  0.23506        	|
get_validate_batch                 	|  0.0067853      	|126            	|  0.85495        	|  0.13312        	|
fetch_next_validate_batch          	|  0.0067669      	|126            	|  0.85263        	|  0.13276        	|
training_batch_to_device           	|  0.00034441     	|1000           	|  0.34441        	|  0.053629       	|
on_train_batch_start               	|  9.7365e-05     	|1000           	|  0.097365       	|  0.015161       	|
on_train_epoch_start               	|  0.00034589     	|167            	|  0.057763       	|  0.0089943      	|
on_train_epoch_end                 	|  0.00034389     	|167            	|  0.057429       	|  0.0089423      	|
on_train_end                       	|  0.047424       	|1              	|  0.047424       	|  0.0073844      	|
evaluation_batch_to_device         	|  0.00022557     	|125            	|  0.028197       	|  0.0043905      	|
on_batch_start                     	|  2.6493e-05     	|1000           	|  0.026493       	|  0.0041251      	|
on_pretrain_routine_start          	|  0.025959       	|1              	|  0.025959       	|  0.0040421      	|
on_after_backward                  	|  1.9834e-05     	|1000           	|  0.019834       	|  0.0030884      	|
on_before_zero_grad                	|  1.6624e-05     	|1000           	|  0.016624       	|  0.0025885      	|
on_batch_end                       	|  1.4265e-05     	|1000           	|  0.014265       	|  0.0022212      	|
configure_optimizers               	|  0.013915       	|1              	|  0.013915       	|  0.0021668      	|
on_before_optimizer_step           	|  1.1984e-05     	|1000           	|  0.011984       	|  0.001866       	|
on_before_backward                 	|  1.1331e-05     	|1000           	|  0.011331       	|  0.0017643      	|
on_validation_batch_end            	|  5.8291e-05     	|125            	|  0.0072864      	|  0.0011346      	|
training_step_end                  	|  7.0587e-06     	|1000           	|  0.0070587      	|  0.0010991      	|
on_validation_model_eval           	|  0.0039955      	|1              	|  0.0039955      	|  0.00062214     	|
on_epoch_start                     	|  1.1436e-05     	|168            	|  0.0019213      	|  0.00029917     	|
on_epoch_end                       	|  1.0975e-05     	|168            	|  0.0018438      	|  0.0002871      	|
on_train_start                     	|  0.0016017      	|1              	|  0.0016017      	|  0.0002494      	|
on_validation_batch_start          	|  1.2671e-05     	|125            	|  0.0015838      	|  0.00024662     	|
validation_step_end                	|  6.1575e-06     	|125            	|  0.00076969     	|  0.00011985     	|
on_validation_start                	|  0.00065733     	|1              	|  0.00065733     	|  0.00010235     	|
on_validation_end                  	|  0.00013972     	|1              	|  0.00013972     	|  2.1755e-05     	|
on_before_accelerator_backend_setup	|  2.494e-05      	|2              	|  4.988e-05      	|  7.7668e-06     	|
on_fit_start                       	|  4.4914e-05     	|1              	|  4.4914e-05     	|  6.9935e-06     	|
on_configure_sharded_model         	|  2.2089e-05     	|2              	|  4.4178e-05     	|  6.879e-06      	|
setup                              	|  2.1301e-05     	|2              	|  4.2602e-05     	|  6.6336e-06     	|
teardown                           	|  2.0506e-05     	|2              	|  4.1012e-05     	|  6.3859e-06     	|
on_val_dataloader                  	|  1.9441e-05     	|2              	|  3.8883e-05     	|  6.0544e-06     	|
on_validation_epoch_end            	|  2.7275e-05     	|1              	|  2.7275e-05     	|  4.2469e-06     	|
on_fit_end                         	|  2.5364e-05     	|1              	|  2.5364e-05     	|  3.9494e-06     	|
configure_callbacks                	|  8.8466e-06     	|2              	|  1.7693e-05     	|  2.755e-06      	|
prepare_data                       	|  7.6676e-06     	|2              	|  1.5335e-05     	|  2.3878e-06     	|
configure_sharded_model            	|  7.1581e-06     	|2              	|  1.4316e-05     	|  2.2292e-06     	|
on_pretrain_routine_end            	|  1.2413e-05     	|1              	|  1.2413e-05     	|  1.9328e-06     	|
on_validation_epoch_start          	|  1.1288e-05     	|1              	|  1.1288e-05     	|  1.7576e-06     	|
on_train_dataloader                	|  7.2774e-06     	|1              	|  7.2774e-06     	|  1.1332e-06     	|
