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0.13.1
  • Installation
  • Quick Start
  • Usage Recommendation
  • Manual
    • Basic Usage
    • Options and file formats
    • Target Algorithm Evaluator
    • Parallel SMAC (pSMAC)
    • Validation
  • API Documentation
    • smac.callbacks module
    • smac.configspace package
      • smac.configspace.util module
    • smac.epm package
      • smac.epm.base_epm module
      • smac.epm.base_gp module
      • smac.epm.base_imputor module
      • smac.epm.base_rf module
      • smac.epm.gaussian_process module
      • smac.epm.gaussian_process_mcmc module
      • smac.epm.gp_base_prior module
      • smac.epm.gp_kernels module
      • smac.epm.random_epm module
      • smac.epm.rf_with_instances module
      • smac.epm.rfr_imputator module
      • smac.epm.uncorrelated_mo_rf_with_instances module
      • smac.epm.util_funcs module
    • smac.facade package
      • smac.facade.experimental package
        • smac.facade.experimental.hydra_facade module
        • smac.facade.experimental.psmac_facade module
      • smac.facade.func_facade module
      • smac.facade.hyperband_facade module
      • smac.facade.roar_facade module
      • smac.facade.smac_ac_facade module
      • smac.facade.smac_bo_facade module
      • smac.facade.smac_bohb_facade module
      • smac.facade.smac_hpo_facade module
    • smac.initial_design package
      • smac.initial_design.default_configuration_design module
      • smac.initial_design.factorial_design module
      • smac.initial_design.initial_design module
      • smac.initial_design.latin_hypercube_design module
      • smac.initial_design.random_configuration_design module
      • smac.initial_design.sobol_design module
    • smac.intensification package
      • smac.intensification.abstract_racer module
      • smac.intensification.hyperband module
      • smac.intensification.intensification module
      • smac.intensification.parallel_scheduling module
      • smac.intensification.simple_intensifier module
      • smac.intensification.successive_halving module
    • smac.optimizer package
      • smac.optimizer.acquisition module
      • smac.optimizer.ei_optimization module
      • smac.optimizer.epm_configuration_chooser module
      • smac.optimizer.pSMAC module
      • smac.optimizer.random_configuration_chooser module
      • smac.optimizer.smbo module
    • smac.runhistory package
      • smac.runhistory.runhistory module
      • smac.runhistory.runhistory2epm module
    • smac.scenario package
      • smac.scenario.scenario module
    • smac.stats package
      • smac.stats.stats module
    • smac.tae package
      • smac.tae.base module
      • smac.tae.dask_runner module
      • smac.tae.execute_func module
      • smac.tae.execute_ta_run_aclib module
      • smac.tae.execute_ta_run_hydra module
      • smac.tae.execute_ta_run_old module
      • smac.tae.serial_runner module
    • smac.utils package
      • smac.utils.io package
        • smac.utils.io.cmd_reader module
        • smac.utils.io.input_reader module
        • smac.utils.io.output_directory module
        • smac.utils.io.output_writer module
        • smac.utils.io.traj_logging module
      • smac.utils.constants module
      • smac.utils.dependencies module
      • smac.utils.logging module
      • smac.utils.merge_foreign_data module
      • smac.utils.test_helpers module
      • smac.utils.validate module
    • smac.smac_cli module
  • Examples
    • scipy-style fmin interface
    • Parallel Intensifier with No Intensification
    • Using the SMAC interface tuned for hyperparameter optimization for black-box optimization
    • Using the black-box optimization interface of SMAC
    • Changing the acquisition function
    • Optimizing an MLP with Hyperband
    • Optimizing an MLP with Parallel SuccesiveHalving
    • Using the SMAC-HPO interface to tune a random forest
    • Optimize the hyperparameters of a support vector machine
    • Optimizing average cross-validation performance with BOHB
    • Optimizing an MLP with BOHB
  • F.A.Q.
  • Contact
  • License
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  • smac.epm package
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smac.epm package¶

  • smac.epm.base_epm module
  • smac.epm.base_gp module
  • smac.epm.base_imputor module
  • smac.epm.base_rf module
  • smac.epm.gaussian_process module
  • smac.epm.gaussian_process_mcmc module
  • smac.epm.gp_base_prior module
  • smac.epm.gp_kernels module
  • smac.epm.random_epm module
  • smac.epm.rf_with_instances module
  • smac.epm.rfr_imputator module
  • smac.epm.uncorrelated_mo_rf_with_instances module
  • smac.epm.util_funcs module
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© Copyright 2015-2021, Marius Lindauer, Matthias Feurer, Katharina Eggensperger, Joshua Marben, André Biedenkapp, Francisco Rivera, Ashwin Raaghav, Aaron Klein, Stefan Falkner and Frank Hutter.

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