An MLIR-native NumPy-like DSL with a new dialect-agnostic type checker and parallel-first lowering to a dataflow dialect, shown on weather modeling and CFD workloads in Fortran.
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2 Pith papers cite this work. Polarity classification is still indexing.
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The paper maps RISC-V AME matrix instructions to HBM-PIM micro-kernels via a PEP-based model and reduction-free outer-product dataflow, achieving up to 14.9 GFLOP/s on Samsung Aquabolt-XL.
citing papers explorer
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Demonstrating a Future for MLIR-native DSL Compilers on a NumPy-like Example
An MLIR-native NumPy-like DSL with a new dialect-agnostic type checker and parallel-first lowering to a dataflow dialect, shown on weather modeling and CFD workloads in Fortran.
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AME-PIM: Can Memory be Your Next Tensor Accelerator?
The paper maps RISC-V AME matrix instructions to HBM-PIM micro-kernels via a PEP-based model and reduction-free outer-product dataflow, achieving up to 14.9 GFLOP/s on Samsung Aquabolt-XL.