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hpo_toolkit_lq's Introduction

BO packages to tune hyperparamers

Dependencies

  • scipy
  • scikit-learn
  • gpy
  • gpyopt
  • hyperopt
  • hpbandster

Instruction

Define the objective function to be minimised following the format in objective.py

E.g. To run TPE-BO on tuning fully connected network hyperparameters (FCNetTuning) for 60 optimisation iterations starting from 30 initial observation data (i.e. 30 (hyperparam, validation error) pairs):

python bo_algorithms --task_name=FCNetTuning --bo_method=tpe --n_iters=60 --n_init=30

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