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Showing 1 to 3 of 3 for “"Operator Fusion"”.

  1. OS INSPIRED COMPLETE KERNEL FUSION

    … approaches—largely reliant on CPU-managed operator scheduling and synchronous communication collectives—leave significant performance on the table. This thesis identifies, analyzes, and addresses the inefficiencies arising from the interplay between CPU-driven collective communication and …

    cornell Repository record for OS INSPIRED COMPLETE KERNEL FUSION (opens in a new tab)

  2. Optimizing end-to-end machine learning pipelines for model training

    … application of user-defined functions enables operator fusion and pushdown; a high-level representation of the operations enables plan variant selection. In our third contribution, we propose a new context-aware operator for dataflow engines, which directly creates an efficient partitioning …

    tu-berlin Repository record for Optimizing end-to-end machine learning pipelines for model training (opens in a new tab)

  3. Compiler and Runtime Optimization of Computational Kernels for Irregular Applications

    … is a Hierarchical CnC construct that enables fusion of multiple steps into a higher-level step during program execution. Another way for users to develop applications that efficiently exploit modern hardware is through domain-specific APIs that define composable building blocks. One such API …

    rice Repository record for Compiler and Runtime Optimization of Computational Kernels for Irregular Applications (opens in a new tab)