Published September 6, 2023 | Version v1.0.0
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FraunhoferIKS/parcs: v1.0.0

Description

V-1.0.0 changelog

V1.0.0 introduces a new structure in PARCS, where declaration and randomization of the DAGs can be done easier and more effectively.

New Structure
  • Description objects: pyparcs.Description class handles the functionalities about declaring and randomization of DAGs. Parameter and connection randomization functions are now methods of Description. The pyparcs.RandomDescription presents the graph randomization.
  • Guideline objects: pyparcs.Guideline and pyparcs.GuidelineIterator handle the functionalities about providing randomization guidelines.
  • Graph objects: pyparcs.Graph object now receives description objects as input (instead of node/edge). It throws an error if the description is still partially specified.
Improvements
  • Reading outline information: the Description.outline attribute can be called at any time (before or after randomization) to return the updated outline information.
  • Randomization tags: by assigning tags to outline lines, we can mark the nodes and edges for selective randomization. This way, a partially-specified outline can be randomized using more than one guideline.
  • Randomizing coefficients: randomizing single coefficients (e.g. mu_=2X-?Y) is now possible.
  • infer edges: trivial edges can be inferred, based on the name of the parent nodes which appear in child node lines.
  • faster sampling: sampling procedures is in the order of x100 faster after code optimization.
Documentation

API and diagrams are added to the documentation, for better understanding of the PARCS mechanics.

Files

FraunhoferIKS/parcs-v1.0.0.zip

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