A new NoC with Direct Compute Access delivers 5.3x multicast and 2.8x reduction speedups, yielding up to 3.8x performance gains and 1.17x energy savings versus baseline unicast designs in GEMM workloads.
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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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A Lightweight High-Throughput Collective-Capable NoC for Large-Scale ML Accelerators
A new NoC with Direct Compute Access delivers 5.3x multicast and 2.8x reduction speedups, yielding up to 3.8x performance gains and 1.17x energy savings versus baseline unicast designs in GEMM workloads.
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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.