VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  453.44         	|  100 %          	|
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run_training_epoch                 	|  5.3952         	|63             	|  339.9          	|  74.961         	|
run_training_batch                 	|  0.31641        	|1000           	|  316.41         	|  69.779         	|
optimizer_step_with_closure_0      	|  0.31368        	|1000           	|  313.68         	|  69.179         	|
training_step_and_backward         	|  0.23578        	|1000           	|  235.78         	|  51.998         	|
model_forward                      	|  0.1455         	|1000           	|  145.5          	|  32.088         	|
training_step                      	|  0.14536        	|1000           	|  145.36         	|  32.058         	|
backward                           	|  0.088957       	|1000           	|  88.957         	|  19.618         	|
run_validate_evaluation            	|  70.378         	|1              	|  70.378         	|  15.521         	|
evaluation_step_and_end            	|  0.21965        	|313            	|  68.751         	|  15.162         	|
validation_step                    	|  0.2196         	|313            	|  68.735         	|  15.159         	|
get_train_batch                    	|  0.0076445      	|1063           	|  8.1261         	|  1.7921         	|
fetch_next_train_batch             	|  0.0076258      	|1063           	|  8.1062         	|  1.7877         	|
zero_grad                          	|  0.0012929      	|1000           	|  1.2929         	|  0.28513        	|
on_train_batch_end                 	|  0.001193       	|1000           	|  1.193          	|  0.2631         	|
get_validate_batch                 	|  0.0019043      	|314            	|  0.59794        	|  0.13187        	|
fetch_next_validate_batch          	|  0.0018904      	|314            	|  0.59359        	|  0.13091        	|
training_batch_to_device           	|  0.00022656     	|1000           	|  0.22656        	|  0.049966       	|
on_train_batch_start               	|  9.1136e-05     	|1000           	|  0.091136       	|  0.020099       	|
evaluation_batch_to_device         	|  0.00021723     	|313            	|  0.067992       	|  0.014995       	|
on_train_end                       	|  0.025194       	|1              	|  0.025194       	|  0.0055563      	|
on_pretrain_routine_start          	|  0.022375       	|1              	|  0.022375       	|  0.0049345      	|
on_train_epoch_end                 	|  0.00029203     	|63             	|  0.018398       	|  0.0040574      	|
on_train_epoch_start               	|  0.00028555     	|63             	|  0.017989       	|  0.0039673      	|
on_batch_start                     	|  1.5975e-05     	|1000           	|  0.015975       	|  0.0035231      	|
on_before_zero_grad                	|  1.3707e-05     	|1000           	|  0.013707       	|  0.0030229      	|
on_batch_end                       	|  1.2867e-05     	|1000           	|  0.012867       	|  0.0028376      	|
on_after_backward                  	|  1.1163e-05     	|1000           	|  0.011163       	|  0.0024618      	|
on_before_backward                 	|  1.0637e-05     	|1000           	|  0.010637       	|  0.0023459      	|
on_before_optimizer_step           	|  1.0414e-05     	|1000           	|  0.010414       	|  0.0022966      	|
configure_optimizers               	|  0.0085234      	|1              	|  0.0085234      	|  0.0018797      	|
training_step_end                  	|  5.9414e-06     	|1000           	|  0.0059414      	|  0.0013103      	|
on_validation_batch_end            	|  1.8426e-05     	|313            	|  0.0057674      	|  0.0012719      	|
on_validation_model_eval           	|  0.0039114      	|1              	|  0.0039114      	|  0.00086262     	|
on_validation_batch_start          	|  1.0201e-05     	|313            	|  0.003193       	|  0.00070417     	|
validation_step_end                	|  4.7471e-06     	|313            	|  0.0014858      	|  0.00032769     	|
on_train_start                     	|  0.00073502     	|1              	|  0.00073502     	|  0.0001621      	|
on_epoch_start                     	|  1.0692e-05     	|64             	|  0.00068429     	|  0.00015091     	|
on_epoch_end                       	|  1.0498e-05     	|64             	|  0.00067185     	|  0.00014817     	|
on_validation_start                	|  0.00031307     	|1              	|  0.00031307     	|  6.9043e-05     	|
on_validation_end                  	|  0.00010975     	|1              	|  0.00010975     	|  2.4203e-05     	|
on_before_accelerator_backend_setup	|  1.896e-05      	|2              	|  3.792e-05      	|  8.3628e-06     	|
on_validation_epoch_end            	|  3.5466e-05     	|1              	|  3.5466e-05     	|  7.8216e-06     	|
teardown                           	|  1.6075e-05     	|2              	|  3.215e-05      	|  7.0903e-06     	|
setup                              	|  1.4702e-05     	|2              	|  2.9405e-05     	|  6.4849e-06     	|
on_configure_sharded_model         	|  1.4036e-05     	|2              	|  2.8073e-05     	|  6.1911e-06     	|
on_fit_end                         	|  2.156e-05      	|1              	|  2.156e-05      	|  4.7548e-06     	|
on_fit_start                       	|  1.6972e-05     	|1              	|  1.6972e-05     	|  3.743e-06      	|
prepare_data                       	|  6.8175e-06     	|2              	|  1.3635e-05     	|  3.007e-06      	|
on_val_dataloader                  	|  6.252e-06      	|2              	|  1.2504e-05     	|  2.7576e-06     	|
configure_callbacks                	|  5.841e-06      	|2              	|  1.1682e-05     	|  2.5763e-06     	|
configure_sharded_model            	|  5.1255e-06     	|2              	|  1.0251e-05     	|  2.2607e-06     	|
on_pretrain_routine_end            	|  9.6989e-06     	|1              	|  9.6989e-06     	|  2.139e-06      	|
on_validation_epoch_start          	|  9.157e-06      	|1              	|  9.157e-06      	|  2.0195e-06     	|
on_train_dataloader                	|  4.6891e-06     	|1              	|  4.6891e-06     	|  1.0341e-06     	|
