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Shoumik Palkar

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Offload Annotations: Bringing Heterogeneous Computing to Existing Libraries...USENIX ATC '202020-07-15
Offload Annotations maps existing CPU libraries like NumPy, Pandas and scikit‑learn to GPU kernels (PyTorch, cuML) via small annotation files and a runtime…
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Weld: An Optimizing Runtime for High Performance DataScale By The Bay 20192019-11-13
Weld builds a JIT runtime that stitches IR snippets from different libraries, JIT-compiles with LLVM (and partial PTX GPU support), and optimizes across calls…
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Rust for Weld, a High Performance Parallel JIT CompilerRustConf 20192019-08-22
Weld is an open source Rust project that accelerates data-intensive libraries and frameworks by as much as 100x. It does so by JIT-compiling a custom parallel…
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