A hybrid concrete-symbolic verifier checks MLIR program equivalence in linear time for a supported subset and is applied to AMD MLIR-AIR, MLIR-AIE, and mlir-opt on hundreds of benchmarks.
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Aquas delivers a holistic hardware-software co-optimization framework on MLIR that models memory interfaces with cache effects and uses an e-graph retargetable compiler, achieving up to 15.61x speedup with 14.5% area overhead across four domains.
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Practical Formal Verification for MLIR Programs
A hybrid concrete-symbolic verifier checks MLIR program equivalence in linear time for a supported subset and is applied to AMD MLIR-AIR, MLIR-AIE, and mlir-opt on hundreds of benchmarks.
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Aquas: Enhancing Domain Specialization through Holistic Hardware-Software Co-Optimization based on MLIR
Aquas delivers a holistic hardware-software co-optimization framework on MLIR that models memory interfaces with cache effects and uses an e-graph retargetable compiler, achieving up to 15.61x speedup with 14.5% area overhead across four domains.