VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  487.2          	|  100 %          	|
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run_training_epoch                 	|  6.6329         	|63             	|  417.87         	|  85.77          	|
run_training_batch                 	|  0.28614        	|1000           	|  286.14         	|  58.731         	|
optimizer_step_with_closure_0      	|  0.28259        	|1000           	|  282.59         	|  58.003         	|
training_step_and_backward         	|  0.21646        	|1000           	|  216.46         	|  44.429         	|
backward                           	|  0.10757        	|1000           	|  107.57         	|  22.08          	|
model_forward                      	|  0.10725        	|1000           	|  107.25         	|  22.013         	|
training_step                      	|  0.10705        	|1000           	|  107.05         	|  21.973         	|
run_validate_evaluation            	|  30.394         	|1              	|  30.394         	|  6.2386         	|
get_train_batch                    	|  0.02505        	|1063           	|  26.629         	|  5.4656         	|
fetch_next_train_batch             	|  0.025025       	|1063           	|  26.601         	|  5.46           	|
evaluation_step_and_end            	|  0.083998       	|313            	|  26.291         	|  5.3964         	|
validation_step                    	|  0.083927       	|313            	|  26.269         	|  5.3918         	|
on_train_batch_end                 	|  0.0022425      	|1000           	|  2.2425         	|  0.46028        	|
zero_grad                          	|  0.0016002      	|1000           	|  1.6002         	|  0.32846        	|
get_validate_batch                 	|  0.0029624      	|314            	|  0.93021        	|  0.19093        	|
fetch_next_validate_batch          	|  0.0029454      	|314            	|  0.92485        	|  0.18983        	|
training_batch_to_device           	|  0.00026595     	|1000           	|  0.26595        	|  0.054586       	|
on_train_batch_start               	|  9.4906e-05     	|1000           	|  0.094906       	|  0.01948        	|
evaluation_batch_to_device         	|  0.00023349     	|313            	|  0.073084       	|  0.015001       	|
on_train_end                       	|  0.049019       	|1              	|  0.049019       	|  0.010061       	|
on_pretrain_routine_start          	|  0.027079       	|1              	|  0.027079       	|  0.0055581      	|
on_train_epoch_end                 	|  0.00040799     	|63             	|  0.025704       	|  0.0052757      	|
on_after_backward                  	|  2.5495e-05     	|1000           	|  0.025495       	|  0.0052329      	|
on_train_epoch_start               	|  0.00039231     	|63             	|  0.024715       	|  0.0050729      	|
on_batch_start                     	|  2.1322e-05     	|1000           	|  0.021322       	|  0.0043764      	|
on_before_zero_grad                	|  2.0399e-05     	|1000           	|  0.020399       	|  0.0041869      	|
on_batch_end                       	|  1.6357e-05     	|1000           	|  0.016357       	|  0.0033574      	|
on_before_optimizer_step           	|  1.4037e-05     	|1000           	|  0.014037       	|  0.0028811      	|
on_before_backward                 	|  1.2749e-05     	|1000           	|  0.012749       	|  0.0026168      	|
configure_optimizers               	|  0.010772       	|1              	|  0.010772       	|  0.0022109      	|
on_validation_batch_end            	|  2.3735e-05     	|313            	|  0.007429       	|  0.0015248      	|
training_step_end                  	|  7.2877e-06     	|1000           	|  0.0072877      	|  0.0014958      	|
on_validation_model_eval           	|  0.0050034      	|1              	|  0.0050034      	|  0.001027       	|
on_validation_batch_start          	|  1.196e-05      	|313            	|  0.0037434      	|  0.00076834     	|
validation_step_end                	|  5.6786e-06     	|313            	|  0.0017774      	|  0.00036482     	|
on_train_start                     	|  0.0013506      	|1              	|  0.0013506      	|  0.00027721     	|
on_epoch_end                       	|  1.4106e-05     	|64             	|  0.0009028      	|  0.0001853      	|
on_epoch_start                     	|  1.1829e-05     	|64             	|  0.00075706     	|  0.00015539     	|
on_validation_start                	|  0.00075588     	|1              	|  0.00075588     	|  0.00015515     	|
on_validation_end                  	|  0.00020917     	|1              	|  0.00020917     	|  4.2932e-05     	|
setup                              	|  3.807e-05      	|2              	|  7.6139e-05     	|  1.5628e-05     	|
teardown                           	|  3.4112e-05     	|2              	|  6.8223e-05     	|  1.4003e-05     	|
on_fit_end                         	|  5.8573e-05     	|1              	|  5.8573e-05     	|  1.2022e-05     	|
on_before_accelerator_backend_setup	|  2.5964e-05     	|2              	|  5.1929e-05     	|  1.0659e-05     	|
on_configure_sharded_model         	|  2.4275e-05     	|2              	|  4.855e-05      	|  9.965e-06      	|
on_fit_start                       	|  4.4383e-05     	|1              	|  4.4383e-05     	|  9.1098e-06     	|
on_validation_epoch_end            	|  4.0453e-05     	|1              	|  4.0453e-05     	|  8.3031e-06     	|
on_val_dataloader                  	|  1.9183e-05     	|2              	|  3.8367e-05     	|  7.8749e-06     	|
configure_callbacks                	|  1.1129e-05     	|2              	|  2.2259e-05     	|  4.5687e-06     	|
prepare_data                       	|  1.0136e-05     	|2              	|  2.0271e-05     	|  4.1607e-06     	|
configure_sharded_model            	|  8.082e-06      	|2              	|  1.6164e-05     	|  3.3177e-06     	|
on_pretrain_routine_end            	|  1.5419e-05     	|1              	|  1.5419e-05     	|  3.1648e-06     	|
on_train_dataloader                	|  1.0176e-05     	|1              	|  1.0176e-05     	|  2.0886e-06     	|
on_validation_epoch_start          	|  9.7975e-06     	|1              	|  9.7975e-06     	|  2.011e-06      	|
