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FASTDIAGP: An Algorithm for Parallelized Direct Diagnosis

AAAI 2023 · Learning theory and algorithms › Combinatorial and search optimization · approach: Structure and complexity of constraint reasoning · 13 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Add speculative parallel look-ahead consistency checks using 8 coresFastDiag · Linux-2.6.33.3, diagnosis cardinalities 1, 2, 4, 8, and 16runtime (sec): 4.56 -> 2.77; 5.60 -> 3.69; 8.13 -> 5.76; 11.96 -> 8.74; 20.95 -> 16.38Helped
Use 32 cores with maxGCC tied to core countFastDiagP · Linux-2.6.33.3, diagnosis cardinalities 4, 8, and 16runtime (sec): 8.13 -> 10.11; 11.96 -> 14.52; 20.95 -> 29.28Hurt
Increase cores from 8 to 16 or 32 while fixing maxGCC at 7 (ablation)FastDiagP · Linux-2.6.33.3, diagnosis cardinalities 1, 2, 4, 8, and 16runtime (sec): 2.78 -> 2.79 -> 2.81; 3.69 -> 3.70 -> 3.72; 5.76 -> 5.80 -> 5.87; 8.74 -> 8.78 -> 8.84; 16.38 -> 16.41 -> 16.64No clear effect
Fix maxGCC at 7 rather than increasing it with core count (ablation)FastDiagP · Linux-2.6.33.3, diagnosis cardinalities 4, 8, and 16runtime (sec): 10.11 -> 5.87; 14.52 -> 8.84; 29.28 -> 16.64Helped

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