10 citations · 29 across the 5 of their papers we have counts for
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cs.PL2021★ 7 cited
Synthesizing Optimal Parallelism Placement and Reduction Strategies on Hierarchical Systems for Deep Learning
Ningning Xie, Tamara Norman, Dominik Grewe +1
We present a novel characterization of the mapping of multiple parallelism forms (e.g. data and model parallelism) onto hierarchical accelerator systems that is hierarchy-aware and…
cs.PL2021
Parallel Algebraic Effect Handlers
Ningning Xie, Daniel D. Johnson, Dougal Maclaurin +1
Algebraic effects and handlers support composable and structured control-flow abstraction. However, existing designs of algebraic effects often require effects to be executed seque…