6a1908bd296af30f8e4e50231e7a4cc4 hpdproint_a2023p45-57.pdf 637f7de58dd65d520b8de4f45a153e7c8dc958eb hpdproint_a2023p45-57.pdf 7c4d4aa9a962524fd258c997209e995f9b6445b54f7e31e9b1ddc1b210a69b81 hpdproint_a2023p45-57.pdf Title: Performance Optimization using Multimodal Modeling and Heterogeneous GNN Subject: - Computing methodologies -> Parallel programming languages.Machine learning. Keywords: Auto-tuning, Multimodal learning, Heterogeneous Graph Neural Networks, OpenMP, OpenCL Author: Akash Dutta Creator: LaTeX with acmart 2021/05/01 v1.78 Typesetting articles for the Association for Computing Machinery and hyperref 2022-06-13 v7.00r Hypertext links for LaTeX Producer: pdfTeX, Version 3.141592653-2.6-1.40.24 (TeX Live 2022) kpathsea version 6.3.4; modified using iText 4.2.0 by 1T3XT CreationDate: Tue Jun 20 23:02:27 2023 CEST ModDate: Thu Jul 24 16:38:33 2025 CEST Custom Metadata: yes Metadata Stream: yes Tagged: no UserProperties: no Suspects: no Form: AcroForm JavaScript: no Pages: 13 Encrypted: no Page size: 612 x 792 pts (letter) Page rot: 0 File size: 1450964 bytes Optimized: no PDF version: 1.5 name type encoding emb sub uni object ID ------------------------------------ ----------------- ---------------- --- --- --- --------- FYTQEU+LinBiolinumTB Type 1 Custom yes yes yes 646 0 UFCPJU+LinLibertineTB Type 1 Custom yes yes yes 13 0 HEHRDC+LinLibertineT Type 1 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(2023-03-16) LastModified: 2025-07-24 16:51:25 CEST Size: 1450964 Format: PDF Version: 1.5 Status: Well-Formed and valid SignatureMatches: PDF-hul MIMEtype: application/pdf PDFMetadata: Objects: 0 FreeObjects: 2 IncrementalUpdates: 0 DocumentCatalog: ViewerPreferences: HideToolbar: false HideMenubar: false HideWindowUI: false FitWindow: false CenterWindow: false DisplayDocTitle: true NonFullScreenPageMode: UseNone Direction: L2R ViewArea: CropBox ViewClip: CropBox PrintArea: CropBox PageClip: CropBox PageLayout: SinglePage PageMode: UseOutlines Language: en Outlines: Item: Title: Abstract Item: Title: 1 Introduction Item: Title: 2 Background and Overview Children: Item: Title: 2.1 Code Representations and Deep Learning Item: Title: 2.2 Performance Profiling Item: Title: 2.3 Graph Neural Networks Item: Title: 2.4 Autoencoders Item: Title: 2.5 Multimodal Deep Learning Item: Title: 3 The MGA Tuner Children: Item: Title: 3.1 Representing the Code Item: Title: 3.2 Performance Modeling Item: Title: 4 Experiments Children: Item: Title: 4.1 OpenMP Tuning Item: Title: 4.2 OpenCL Tuning Item: Title: 5 Related Work Item: Title: 6 Discussion Item: Title: 7 Conclusion and Future Works Item: Title: Acknowledgments Item: Title: References Filters: FilterPipeline: FlateDecode Images: Image: NisoImageMetadata: FormatName: image/png ImageWidth: 1003 ImageHeight: 1004 BitsPerSample: 8 BitsPerSampleUnit: integer Filter: FlateDecode ColorSpace: CalRGB Intent: Perceptual Image: NisoImageMetadata: FormatName: image/png ImageWidth: 1003 ImageHeight: 1004 ColorSpace: black is zero BitsPerSample: 8 BitsPerSampleUnit: integer Filter: FlateDecode Fonts: Type1: Font: BaseFont: UKDZGN+LinLibertineTI FontSubset: true FirstChar: 21 LastChar: 122 FontDescriptor: FontName: UKDZGN+LinLibertineTI Flags: Symbolic FontBBox: -634, -312, 6171, 893 FontFile: true EncodingDictionary: Differences: true ToUnicode: true Font: BaseFont: FYTQEU+LinBiolinumTB FontSubset: true FirstChar: 71 LastChar: 122 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