mechanoChemML
latest

mechanoChemML

  • Installation
  • Code structure
  • Workflow summary
  • Contributing
  • Change log
  • PyPI project page

List of examples

  • Active learning
  • Multi-resolution learning
  • NN-based PDE solver
  • System identification
  • Non-Local Calculus

API reference

  • mechanoChemML.src
  • mechanoChemML.workflows
    • Subpackages
      • mechanoChemML.workflows.active_learning
        • Submodules
      • mechanoChemML.workflows.mr_learning
      • mechanoChemML.workflows.pde_solver
      • mechanoChemML.workflows.systemID
mechanoChemML
  • Docs »
  • mechanoChemML.workflows »
  • mechanoChemML.workflows.active_learning »
  • mechanoChemML.workflows.active_learning.hp_search
  • Edit on GitHub

mechanoChemML.workflows.active_learning.hp_search¶

Module Contents¶

Functions¶

submitHPSearch(n_sets, rnd, job_manager) A function to submit the job scripts for a each set of hyperparameters
hyperparameterSearch(rnd, N_sets, job_manager=’LSF’) A function that initializes and manages the hyperparameter search in the active learning workflow.
mechanoChemML.workflows.active_learning.hp_search.submitHPSearch(n_sets, rnd, job_manager)[source]¶

A function to submit the job scripts for a each set of hyperparameters in the hyperparameter search in the active learning workflow.

(Still needs to be generalized).

Parameters:
  • n_sets (int) – The number of hyperparameter sets to run.
  • rnd (int) – The current round (workflow iteration) number.
mechanoChemML.workflows.active_learning.hp_search.hyperparameterSearch(rnd, N_sets, job_manager='LSF')[source]¶

A function that initializes and manages the hyperparameter search in the active learning workflow.

(Still needs to be generalized).

Parameters:
  • N_sets (int) – The number of hyperparameter sets to run.
  • rnd (int) – The current round (workflow iteration) number.
Next Previous

© Copyright 2021, the Computational Physics Group at the University of Michigan Revision 2701db5d.

Built with Sphinx using a theme provided by Read the Docs.