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flamapy-dnnf is a plugin to flamapy providing exact analysis of feature models via d-DNNF knowledge compilation with the d4 compiler

Project description

flamapy-dnnf

flamapy-dnnf is a flamapy plugin for exact analysis of feature models via d-DNNF knowledge compilation, using the d4 compiler.

d-DNNF (deterministic Decomposable Negation Normal Form) is a highly succinct compilation target that supports exact, polytime model counting. It complements the ecosystem:

  • flamapy-bdd — OBDD; exact, but can blow up on large models.
  • flamapy-sdd — SDD; exact, more succinct than OBDD, pure-Python (PySDD).
  • flamapy-sharpsat — ApproxMC; approximate count for very large models.
  • flamapy-dnnf — d4/d-DNNF; exact count that scales to large industrial models.

Requirements

d4 is a native C++ binary with no PyPI package. Install it from https://github.com/crillab/d4 and either put it on your PATH as d4 or point FLAMAPY_D4_PATH at the binary.

pip install flamapy-dnnf
export FLAMAPY_D4_PATH=/path/to/d4   # or have `d4` on PATH

Operations

Operation Class
Exact number of configurations DDNNFConfigurationsNumber
Satisfiable (non-void) DDNNFSatisfiable

Usage

from flamapy.metamodels.fm_metamodel.transformations import UVLReader
from flamapy.metamodels.dnnf_metamodel.transformations import FmToDDNNF
from flamapy.metamodels.dnnf_metamodel.operations import DDNNFConfigurationsNumber

fm = UVLReader('model.uvl').transform()
dnnf_model = FmToDDNNF(fm).transform()          # add compile=True to also dump the d-DNNF file
count = DDNNFConfigurationsNumber().execute(dnnf_model).get_result()

License

GPL-3.0-or-later.

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