cfaed Publications

Leveraging the MLIR infrastructure for the computing continuum

Reference

Jiahong Bi, Guilherme Korol, Jeronimo Castrillon, "Leveraging the MLIR infrastructure for the computing continuum", In Proceeding: CPS Workshop 2024, Sep 2024.

Abstract

With an ever-increasing number of connected devices (e.g., IoT), cloud computing faces efficiency challenges due to complex infrastructure, high communication costs, and privacy. Fog and edge computing enable computing closer to data sources, offering alternatives to the limitations of relying exclusively on the cloud. When combined with high-performance cloud platforms, fog, and edge devices form a computing continuum. However, the continuum challenges designers who need to compile and deploy on distributed and heterogeneous devices and optimize for a diverse set of non-functional requirements. To ease the usage and ensure the full potential of the continuum, a Design and Programming Environment (DPE) that is interoperable, reusable, portable, and cross-layer is needed. In this context, the Multi-Level Intermediate Representation (MLIR) becomes vital since it provides an extensible and reusable compiler infrastructure. The project development of a continuum-oriented DPE leveraging the MLIR infrastructure is discussed in this paper as a work in progress.

Bibtex

@InProceedings{bi_cps24,
author = {Jiahong Bi and Guilherme Korol and Jeronimo Castrillon},
booktitle = {CPS Workshop 2024},
title = {Leveraging the MLIR infrastructure for the computing continuum},
location = {Alghero, Italy},
abstract = {With an ever-increasing number of connected devices (e.g., IoT), cloud computing faces efficiency challenges due to complex infrastructure, high communication costs, and privacy. Fog and edge computing enable computing closer to data sources, offering alternatives to the limitations of relying exclusively on the cloud. When combined with high-performance cloud platforms, fog, and edge devices form a computing continuum. However, the continuum challenges designers who need to compile and deploy on distributed and heterogeneous devices and optimize for a diverse set of non-functional requirements. To ease the usage and ensure the full potential of the continuum, a Design and Programming Environment (DPE) that is interoperable, reusable, portable, and cross-layer is needed. In this context, the Multi-Level Intermediate Representation (MLIR) becomes vital since it provides an extensible and reusable compiler infrastructure. The project development of a continuum-oriented DPE leveraging the MLIR infrastructure is discussed in this paper as a work in progress.},
month = sep,
numpages = {8},
year = {2024},
}

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2409_BI_CPSW [PDF]

Permalink

https://cfaed.tu-dresden.de/publications?pubId=3788


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