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Collect dataset for ML #115

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4 tasks
ryukzak opened this issue Apr 14, 2021 · 2 comments
Closed
4 tasks

Collect dataset for ML #115

ryukzak opened this issue Apr 14, 2021 · 2 comments
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enhancement New feature or request hs Haskell

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@ryukzak
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ryukzak commented Apr 14, 2021

That task includes:

  • Defining dataset format in accordance with @iburakov requirements.
  • Traverse over all known synthesis tree nodes and store data into memory (maybe a bad idea due to synthesis tree size) or output data stream (sounds more adequate, maybe it is the lazy list is applicable here).
  • Synthesis tree exploration method for finding all necessary nodes.
    • maximum deep should be restricted.
    • ignore rule
  • Select and implement one of the following API (need to coordinate with me):
    • CLI and stdout
    • CLI and file
    • REST API
@iburakov
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iburakov commented Jun 9, 2021

Example of input data used in .ipynb prototype:

counter.lua.csv

  • alt_bindings, alt_refactorings, alt_dataflows - alternative bindings, refactorings and dataflows for a node (siblings).
  • pOutputNumber,pAlternative,pWave,pAllowDataFlow,pCritical,pPercentOfBindedInputs,pPossibleDeadlock,pNumberOfBindedFunctions,pRestless,pNotTransferableInputs,pRestrictedTime,pWaitTime,pRefactoringType - available decision metrics, null if not available.
  • label - calculated label for a node (model training target). See the prototype for calculation algorithm.

@ryukzak
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ryukzak commented Jan 21, 2024

Closed in #167

@ryukzak ryukzak closed this as completed Jan 21, 2024
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Labels
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