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
      • Submodules
        • benchmarking.baselines module
        • benchmarking.benchmark_main module
        • benchmarking.benchmarks module
        • benchmarking.launch_slurmpilot module
    • setup module
    • syne_tune package
Syne Tune
  • API Reference
  • benchmarking package
  • View page source

benchmarking package

Submodules

  • benchmarking.baselines module
    • MethodArguments
      • MethodArguments.config_space
      • MethodArguments.metric
      • MethodArguments.mode
      • MethodArguments.random_seed
      • MethodArguments.resource_attr
      • MethodArguments.points_to_evaluate
      • MethodArguments.max_t
      • MethodArguments.max_resource_attr
      • MethodArguments.use_surrogates
      • MethodArguments.num_brackets
      • MethodArguments.verbose
    • Methods
      • Methods.BORE
      • Methods.RS
      • Methods.TPE
      • Methods.REA
      • Methods.BOTorch
      • Methods.CQR
      • Methods.BOHB
      • Methods.ASHA
      • Methods.ASHABORE
      • Methods.ASHACQR
  • benchmarking.benchmark_main module
  • benchmarking.benchmarks module
  • benchmarking.launch_slurmpilot module
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