← Search

Data · dataset · 2026

Dataset for CPU/CUDA performance testing of AMGCL, AMGX, HYPRE, and UNAP in incompressible CFD solvers.

Listed in ScienceDB

This dataset is designed for comprehensive testing and performance analysis of sparse linear system solvers, preconditioners, and CPU/CUDA heterogeneous computing platforms.

Description

The warehouse mainly uses sparse matrix in Matrix Market format as input, and organizes multiple experiments from single solver functional validation to multi library unified control variable control around four solver libraries: AMGCL, AMGX, HYPRE, and UNAP. The test covers algebraic multigrid (AMG), incomplete decomposition (ILU, including ILU0, DILU, etc.), Jacobi, LDU, and various Krylov subspace iterative solvers.

Based on the capabilities of different solver libraries, the experiment includes a combination of PBiCGSTAB/BicGSTAB, PCG, GMRES, FGMRES, and AMG direct solution or AMG preconditioning. Among them, AMGCL testing provides ILU0, Jacobi, and AMG+PBiCGSTAB configurations; AMGX testing covers ILU, Jacobi, PMIS/aggregated AMG, DILU, PBiCGSTAB, PCG, and FGMRES configurations in CUDA environment; HYPRE testing covers BoomerAMG, PCG, BiCGSTAB, GMRES, and their AMG combinations; UNAP testing covers the LDU solution call chain of CPU/CUDA and includes Jacobi+PBiCGSTAB testing for unified comparison with other libraries. 

Links

Where it is published

Catalogue records · 1

Topics

Provenance · 1 source records, 12 field assertions
SourceKeyLast seenRaw
ScienceDB10.57760/sciencedb.4639012 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · scidb cnconnector:scidb_cn@1.0.0
concepts[field].anzsrc:group:4012enrichment · scidb cntaxonomy-embedding@1.0.0title+keywords+description (70%)
concepts[field].local:field:earth-environmentalmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:economics-financemapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:engineeringmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:humanitiesmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:life-sciencesmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:social-sciencemapping · scidb cnconnector:scidb_cn@1.0.0
descriptionsource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/description
licensesource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/rights
publication_datesource · scidb cnconnector:scidb_cn@1.0.0
titlesource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/title