Check a prototype of 2nd version of this platform being developed by cKnowledge.org in collaboration with MLCommons.

Program optimization

module:program.optimization (v3.0.0)
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License: BSD 3-clause (code) and CC BY-SA 4.0 (data)
Creation date: 2015-12-31
Source: GitHub
cID: 032630d041b4fd8a:27bc42ee449e880e

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Description  

This is our attempt to share automation actions from scientific research projects as unified Python modules with a common CLI and Python API to help researchers and practitioners reuse best practices. Our on-going project is to make the onboarding process as simple as possible via this platform. Please check this CK white paper and don't hesitate to contact us if you have suggestions or feedback!
  • Automation framework: CK
  • Workflow: program optimization front-end (workflow)
  • Development repository: ck-ml
  • Source: GitHub
  • How to get the stable version from this portal via the CK client:
    pip install cbench
    cb download module:program.optimization --version=3.0.0 --all
    ck help program.optimization
  • How to get the development version:
    pip install ck
    ck pull repo:ck-ml
    ck help program.optimization
  • CK automation actions (CLI with the Python CK API and JSON IO):
    • ck add_solution program.optimization - add new solution (API)
    • ck classify program.optimization - classify solutions (API)
    • ck compare_results program.optimization - compare results (if similar or not) (API)
    • ck crowdsource program.optimization - crowdsource program optimization (API)
    • ck dashboard program.optimization - show local results (API)
    • ck explore program.optimization - explore program optimizations (API)
    • ck get program.optimization - get solutions (API)
    • ck get_workloads program.optimization - get workloads for a given solution (API)
    • ck initialize program.optimization - initialize experiment (API)
    • ck links program.optimization - prepare links (API)
    • ck problem program.optimization - record problems (for example, when impossible to detect CPU during mobile device crowdtuning) (API)
    • ck prune program.optimization - prune solutions (API)
    • ck replay program.optimization - replay solution (API)
    • ck run program.optimization - perform program optimization (API)
    • ck show program.optimization - show results via web service (API)
    • ck show_json program.optimization - return json instead of html in show (API)
    • ck test program.optimization - test remote access (API)

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