Acceleration through Fusion of AvgPool2D and Silu Kernels

The need to accelerate LLM (large language models) requires the use of always advancing compiler technologies. Operator fusion is one of the promising techniques to considerably improve the throughput of LLMs. This paper discusses the impact of operator fusion on the direct operator performance. The paper compares throughputs between pure CPU implementation, versus two kernel implementations versus a fused single kernel solution for AvgPool2D fused with Silu.

Authors

Publication Details

Published
2025-02-28
DOI
https://doi.org/10.5121/csit.2024.150210
Primary Topic
Medical Imaging Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Acceleration through Fusion of AvgPool2D and Silu Kernels

Andreas Falkenberg
Medical Imaging Techniques and Applications
article

Acceleration through Fusion of AvgPool2D and Silu Kernels

Andreas Falkenberg
article en

Abstract

The need to accelerate LLM (large language models) requires the use of always advancing compiler technologies. Operator fusion is one of the promising techniques to considerably improve the throughput of LLMs. This paper discusses the impact of operator fusion on the direct operator performance. The paper compares throughputs between pure CPU implementation, versus two kernel implementations versus a fused single kernel solution for AvgPool2D fused with Silu.

Openalex Percentile: Top 94%
Medical Imaging Techniques and Applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Acceleration through Fusion of AvgPool2D and Silu Kernels — Andreas Falkenberg · (2025) | TGRS Research Map | TGRS