Profiling Multi-Level Operator Costs for Bottleneck Diagnosis in High-Speed Data Planes

This paper proposes a saturation throughput delta-based methodology to precisely measure operator costs in high-speed data planes without intrusive instrumentation. The approach captures non-linear scaling, revealing that compute-intensive operators like CRC exhibit super-linear behavior, while most others are sub-linear. We introduce the Operator Performance Quadrant (OPQ) framework to classify operators by base and scaling costs, exposing a cross-architecture Quadrant Shift between Arm and x86. This method provides accurate, architecture-aware bottleneck diagnosis and a realistic basis for performance modeling and optimization.

Publication Details

Journal
ArXiv.org
Published
2025-08-13
Primary Topic
Parallel Computing and Optimization Techniques
Type
article
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article

Profiling Multi-Level Operator Costs for Bottleneck Diagnosis in High-Speed Data Planes

ArXiv.org
Parallel Computing and Optimization Techniques
article

Profiling Multi-Level Operator Costs for Bottleneck Diagnosis in High-Speed Data Planes

article en

Abstract

This paper proposes a saturation throughput delta-based methodology to precisely measure operator costs in high-speed data planes without intrusive instrumentation. The approach captures non-linear scaling, revealing that compute-intensive operators like CRC exhibit super-linear behavior, while most others are sub-linear. We introduce the Operator Performance Quadrant (OPQ) framework to classify operators by base and scaling costs, exposing a cross-architecture Quadrant Shift between Arm and x86. This method provides accurate, architecture-aware bottleneck diagnosis and a realistic basis for performance modeling and optimization.

ArXiv.org
Openalex Percentile: Top 44%
Parallel Computing and Optimization Techniques
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Profiling Multi-Level Operator Costs for Bottleneck Diagnosis in High-Speed Data Planes · ArXiv.org (2025) | TGRS Research Map | TGRS