Syne Tune

Getting Started

  • Installation
  • What Is Hyperparameter Optimization?
  • First Example
  • Supported HPO Methods
  • Security
  • Citing Syne Tune
  • License

Next Steps

  • Frequently Asked Questions
  • Examples

Tutorials

  • Basics of Syne Tune
  • How to Choose a Configuration Space
  • Using the Built-in Schedulers
  • Multi-Fidelity Hyperparameter Optimization
  • How to Contribute a New Scheduler
  • PASHA: Efficient HPO and NAS with Progressive Resource Allocation
  • Using Syne Tune for Transfer Learning

API docs

  • API Reference
    • benchmarking package
    • setup module
    • syne_tune package
      • StoppingCriterion
      • Tuner
      • Reporter
      • Subpackages
        • syne_tune.backend package
        • syne_tune.blackbox_repository package
        • syne_tune.callbacks package
        • syne_tune.experiments package
        • syne_tune.optimizer package
        • syne_tune.utils package
      • Submodules
Syne Tune
  • API Reference
  • syne_tune package
  • syne_tune.optimizer package
  • syne_tune.optimizer.schedulers package
  • syne_tune.optimizer.schedulers.searchers package
  • syne_tune.optimizer.schedulers.searchers.bayesopt package
  • syne_tune.optimizer.schedulers.searchers.bayesopt.utils package
  • View page source

syne_tune.optimizer.schedulers.searchers.bayesopt.utils package

Submodules

  • syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy module
    • ThreeHumpCamel
      • ThreeHumpCamel.search_space
      • ThreeHumpCamel.evaluate()
    • branin_function()
    • Branin
      • Branin.search_space
      • Branin.evaluate()
    • BraninWithR
      • BraninWithR.evaluate()
    • Ackley
      • Ackley.search_space
      • Ackley.evaluate()
    • SimpleQuadratic
      • SimpleQuadratic.search_space
      • SimpleQuadratic.evaluate()
    • evaluate_blackbox()
    • sample_data()
    • expand_data()
    • data_to_state()
    • decode_inputs()
    • assert_equal_candidates()
    • assert_equal_randomstate()
  • syne_tune.optimizer.schedulers.searchers.bayesopt.utils.debug_log module
    • DebugLogPrinter
      • DebugLogPrinter.start_get_config()
      • DebugLogPrinter.set_final_config()
      • DebugLogPrinter.set_state()
      • DebugLogPrinter.set_targets()
      • DebugLogPrinter.set_model_params()
      • DebugLogPrinter.set_fantasies()
      • DebugLogPrinter.set_init_config()
      • DebugLogPrinter.set_num_evaluations()
      • DebugLogPrinter.append_extra()
      • DebugLogPrinter.write_block()
  • syne_tune.optimizer.schedulers.searchers.bayesopt.utils.test_objects module
    • build_kernel()
    • default_gpmodel()
    • default_gpmodel_mcmc()
    • RepeatedCandidateGenerator
      • RepeatedCandidateGenerator.generate_candidates()
    • Quadratic3d
      • Quadratic3d.search_space
      • Quadratic3d.f_min
    • tuples_to_configs()
    • create_exclusion_set()
    • create_tuning_job_state()
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