VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  754.53         	|  100 %          	|
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run_training_epoch                 	|  3.5121         	|200            	|  702.42         	|  93.093         	|
run_training_batch                 	|  0.29713        	|1000           	|  297.13         	|  39.379         	|
optimizer_step_with_closure_0      	|  0.29316        	|1000           	|  293.16         	|  38.854         	|
training_step_and_backward         	|  0.22672        	|1000           	|  226.72         	|  30.047         	|
model_forward                      	|  0.11506        	|1000           	|  115.06         	|  15.249         	|
training_step                      	|  0.11484        	|1000           	|  114.84         	|  15.22          	|
backward                           	|  0.11002        	|1000           	|  110.02         	|  14.581         	|
get_train_batch                    	|  0.066201       	|1200           	|  79.441         	|  10.529         	|
fetch_next_train_batch             	|  0.066169       	|1200           	|  79.402         	|  10.523         	|
run_validate_evaluation            	|  16.491         	|1              	|  16.491         	|  2.1855         	|
evaluation_step_and_end            	|  0.097513       	|139            	|  13.554         	|  1.7964         	|
validation_step                    	|  0.097396       	|139            	|  13.538         	|  1.7942         	|
on_train_batch_end                 	|  0.0024933      	|1000           	|  2.4933         	|  0.33045        	|
configure_optimizers               	|  1.6029         	|1              	|  1.6029         	|  0.21244        	|
zero_grad                          	|  0.0015982      	|1000           	|  1.5982         	|  0.21182        	|
get_validate_batch                 	|  0.005178       	|140            	|  0.72491        	|  0.096075       	|
fetch_next_validate_batch          	|  0.0051525      	|140            	|  0.72135        	|  0.095603       	|
training_batch_to_device           	|  0.00048506     	|1000           	|  0.48506        	|  0.064287       	|
on_train_batch_start               	|  0.00010621     	|1000           	|  0.10621        	|  0.014077       	|
on_train_epoch_start               	|  0.00034106     	|200            	|  0.068211       	|  0.0090402      	|
on_train_epoch_end                 	|  0.00033343     	|200            	|  0.066685       	|  0.008838       	|
on_train_end                       	|  0.050325       	|1              	|  0.050325       	|  0.0066697      	|
on_pretrain_routine_start          	|  0.044966       	|1              	|  0.044966       	|  0.0059595      	|
evaluation_batch_to_device         	|  0.00031975     	|139            	|  0.044445       	|  0.0058905      	|
on_batch_start                     	|  3.2584e-05     	|1000           	|  0.032584       	|  0.0043184      	|
on_after_backward                  	|  2.9502e-05     	|1000           	|  0.029502       	|  0.00391        	|
on_before_zero_grad                	|  2.0969e-05     	|1000           	|  0.020969       	|  0.0027791      	|
on_batch_end                       	|  1.6359e-05     	|1000           	|  0.016359       	|  0.0021682      	|
on_before_optimizer_step           	|  1.5729e-05     	|1000           	|  0.015729       	|  0.0020847      	|
on_before_backward                 	|  1.5505e-05     	|1000           	|  0.015505       	|  0.0020549      	|
training_step_end                  	|  8.39e-06       	|1000           	|  0.00839        	|  0.0011119      	|
on_validation_batch_end            	|  4.2442e-05     	|139            	|  0.0058994      	|  0.00078187     	|
on_validation_model_eval           	|  0.0050039      	|1              	|  0.0050039      	|  0.00066319     	|
on_epoch_end                       	|  1.1926e-05     	|201            	|  0.0023971      	|  0.00031769     	|
on_validation_batch_start          	|  1.6628e-05     	|139            	|  0.0023113      	|  0.00030632     	|
on_epoch_start                     	|  1.1265e-05     	|201            	|  0.0022643      	|  0.0003001      	|
on_train_start                     	|  0.00142        	|1              	|  0.00142        	|  0.0001882      	|
validation_step_end                	|  8.9359e-06     	|139            	|  0.0012421      	|  0.00016462     	|
on_validation_start                	|  0.00082926     	|1              	|  0.00082926     	|  0.0001099      	|
on_validation_end                  	|  0.0002144      	|1              	|  0.0002144      	|  2.8415e-05     	|
setup                              	|  3.9566e-05     	|2              	|  7.9133e-05     	|  1.0488e-05     	|
on_fit_end                         	|  6.4233e-05     	|1              	|  6.4233e-05     	|  8.513e-06      	|
on_configure_sharded_model         	|  2.6525e-05     	|2              	|  5.305e-05      	|  7.0309e-06     	|
on_val_dataloader                  	|  2.4916e-05     	|2              	|  4.9831e-05     	|  6.6043e-06     	|
on_before_accelerator_backend_setup	|  2.3611e-05     	|2              	|  4.7222e-05     	|  6.2584e-06     	|
teardown                           	|  2.3501e-05     	|2              	|  4.7002e-05     	|  6.2293e-06     	|
on_fit_start                       	|  4.2617e-05     	|1              	|  4.2617e-05     	|  5.6482e-06     	|
on_validation_epoch_end            	|  2.9027e-05     	|1              	|  2.9027e-05     	|  3.8471e-06     	|
on_pretrain_routine_end            	|  2.3069e-05     	|1              	|  2.3069e-05     	|  3.0574e-06     	|
configure_sharded_model            	|  9.1614e-06     	|2              	|  1.8323e-05     	|  2.4284e-06     	|
configure_callbacks                	|  7.9162e-06     	|2              	|  1.5832e-05     	|  2.0983e-06     	|
prepare_data                       	|  7.5866e-06     	|2              	|  1.5173e-05     	|  2.0109e-06     	|
on_validation_epoch_start          	|  1.1656e-05     	|1              	|  1.1656e-05     	|  1.5449e-06     	|
on_train_dataloader                	|  1.1619e-05     	|1              	|  1.1619e-05     	|  1.5399e-06     	|
