VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  404.05         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  14.109         	|25             	|  352.72         	|  87.295         	|
run_training_batch                 	|  0.28902        	|1000           	|  289.02         	|  71.531         	|
optimizer_step_with_closure_0      	|  0.28456        	|1000           	|  284.56         	|  70.427         	|
training_step_and_backward         	|  0.2221         	|1000           	|  222.1          	|  54.969         	|
backward                           	|  0.11475        	|1000           	|  114.75         	|  28.399         	|
model_forward                      	|  0.10581        	|1000           	|  105.81         	|  26.186         	|
training_step                      	|  0.10557        	|1000           	|  105.57         	|  26.128         	|
run_validate_evaluation            	|  17.513         	|1              	|  17.513         	|  4.3343         	|
get_train_batch                    	|  0.014158       	|1025           	|  14.512         	|  3.5916         	|
fetch_next_train_batch             	|  0.014133       	|1025           	|  14.487         	|  3.5854         	|
evaluation_step_and_end            	|  0.10174        	|139            	|  14.142         	|  3.5            	|
validation_step                    	|  0.10161        	|139            	|  14.124         	|  3.4957         	|
on_train_batch_end                 	|  0.0025833      	|1000           	|  2.5833         	|  0.63934        	|
zero_grad                          	|  0.0015146      	|1000           	|  1.5146         	|  0.37485        	|
get_validate_batch                 	|  0.0067313      	|140            	|  0.94238        	|  0.23323        	|
fetch_next_validate_batch          	|  0.0067063      	|140            	|  0.93889        	|  0.23237        	|
training_batch_to_device           	|  0.00031588     	|1000           	|  0.31588        	|  0.078177       	|
on_train_batch_start               	|  9.7876e-05     	|1000           	|  0.097876       	|  0.024223       	|
on_train_end                       	|  0.051646       	|1              	|  0.051646       	|  0.012782       	|
evaluation_batch_to_device         	|  0.00031105     	|139            	|  0.043236       	|  0.010701       	|
on_after_backward                  	|  2.9106e-05     	|1000           	|  0.029106       	|  0.0072034      	|
on_pretrain_routine_start          	|  0.027505       	|1              	|  0.027505       	|  0.0068072      	|
on_batch_start                     	|  2.1397e-05     	|1000           	|  0.021397       	|  0.0052956      	|
on_before_zero_grad                	|  1.9781e-05     	|1000           	|  0.019781       	|  0.0048957      	|
on_batch_end                       	|  1.6136e-05     	|1000           	|  0.016136       	|  0.0039935      	|
on_train_epoch_start               	|  0.0005819      	|25             	|  0.014548       	|  0.0036004      	|
on_before_optimizer_step           	|  1.4251e-05     	|1000           	|  0.014251       	|  0.0035271      	|
on_before_backward                 	|  1.3245e-05     	|1000           	|  0.013245       	|  0.003278       	|
on_train_epoch_end                 	|  0.00048078     	|25             	|  0.01202        	|  0.0029747      	|
configure_optimizers               	|  0.010098       	|1              	|  0.010098       	|  0.0024992      	|
training_step_end                  	|  7.6966e-06     	|1000           	|  0.0076966      	|  0.0019048      	|
on_validation_batch_end            	|  4.4371e-05     	|139            	|  0.0061676      	|  0.0015264      	|
on_validation_model_eval           	|  0.0041221      	|1              	|  0.0041221      	|  0.0010202      	|
on_validation_batch_start          	|  1.7016e-05     	|139            	|  0.0023652      	|  0.00058536     	|
validation_step_end                	|  9.4078e-06     	|139            	|  0.0013077      	|  0.00032364     	|
on_train_start                     	|  0.0011107      	|1              	|  0.0011107      	|  0.00027489     	|
on_validation_start                	|  0.00048437     	|1              	|  0.00048437     	|  0.00011988     	|
on_epoch_end                       	|  1.2795e-05     	|26             	|  0.00033267     	|  8.2333e-05     	|
on_epoch_start                     	|  1.1846e-05     	|26             	|  0.00030799     	|  7.6224e-05     	|
on_validation_end                  	|  0.00017506     	|1              	|  0.00017506     	|  4.3325e-05     	|
teardown                           	|  3.8564e-05     	|2              	|  7.7128e-05     	|  1.9089e-05     	|
on_fit_end                         	|  5.8321e-05     	|1              	|  5.8321e-05     	|  1.4434e-05     	|
setup                              	|  2.8106e-05     	|2              	|  5.6213e-05     	|  1.3912e-05     	|
on_configure_sharded_model         	|  2.3107e-05     	|2              	|  4.6214e-05     	|  1.1438e-05     	|
on_before_accelerator_backend_setup	|  2.231e-05      	|2              	|  4.462e-05      	|  1.1043e-05     	|
on_fit_start                       	|  4.3355e-05     	|1              	|  4.3355e-05     	|  1.073e-05      	|
on_validation_epoch_end            	|  3.2814e-05     	|1              	|  3.2814e-05     	|  8.1212e-06     	|
on_val_dataloader                  	|  1.0152e-05     	|2              	|  2.0305e-05     	|  5.0252e-06     	|
configure_sharded_model            	|  9.275e-06      	|2              	|  1.855e-05      	|  4.591e-06      	|
configure_callbacks                	|  7.282e-06      	|2              	|  1.4564e-05     	|  3.6045e-06     	|
on_pretrain_routine_end            	|  1.4408e-05     	|1              	|  1.4408e-05     	|  3.5657e-06     	|
prepare_data                       	|  7.0632e-06     	|2              	|  1.4126e-05     	|  3.4961e-06     	|
on_validation_epoch_start          	|  1.1239e-05     	|1              	|  1.1239e-05     	|  2.7816e-06     	|
on_train_dataloader                	|  6.9588e-06     	|1              	|  6.9588e-06     	|  1.7223e-06     	|
