Keren Zhou
Keren Zhou
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Performance Tool
Proton: Adaptive and Lightweight Profiling for Deep Learning Workloads
A gentle introduction to the Proton profiler and its updates.
Mar 1, 2025 9:34 PM — 9:34 PM
Las Vegas, NV
Keren Zhou
,
Corbin Robeck
,
Yuanwei Fang
Project
Slides
The Proton Dialect: An MLIR Dialect For AI Compiler GPU Kernel Profiling
Presented our work on multi-level instrumentation-based profiling for Triton kernels.
Mar 1, 2025 9:34 PM — 9:34 PM
Las Vegas, NV
Keren Zhou
,
Corbin Robeck
,
Yuanwei Fang
Project
Slides
HPCToolkit
Our tool provides a profile view and a trace view for GPU-accelerated applications. The profile view identifies where GPU APIs are invoked in CPU calling context, approximates calling context for GPU execution, and analyzes instruction mix for GPU kernels. The tool traces CPU and GPU activities for a large number of processes and threads with minimal overhead.
Code
DOC
Practical Performance Optimization for Deep Learning Applications
Presented triton programming language and a deep learning profiler
May 18, 2022 10:02 PM — 10:02 PM
Virtual
Keren Zhou
Project
Project
Slides
ValueExpert: Exploring Value Patterns in GPU-accelerated Applications
Presented a talk about our value profiling tool at ASPLOS'22
Mar 2, 2022 12:00 AM — 12:00 AM
Virtual
Keren Zhou
Slides
Performance Measurement, Analysis, and Optimization of GPU-accelerated Applications
Presented a poster and a talk about my PhD research
Nov 15, 2021 9:54 PM — 9:54 PM
St. Louis, MO, USA
Keren Zhou
Project
Poster
Analyzing GPU-accelerated Applications Using HPCToolkit
Using HPCToolkit to Measure and Analyze the Performance of GPU-accelerated Applications Tutorial
Apr 1, 2021 9:48 PM — 9:48 PM
Virtual
Keren Zhou
Project
Slides
Video
GPA: A GPU Performance Advisor Based on Instruction Sampling
Presented our work on GPU performance advisor at CGO21
Mar 1, 2021 9:34 PM — 9:34 PM
Virtual
Keren Zhou
Slides
GVProf: A Value Profiler for GPU-Based Clusters
Presented a talk about our value profiling tool for GPUs
Nov 19, 2020 9:53 PM — 9:53 PM
Virtual
Keren Zhou
Slides
A Tool for Top-down Performance Analysis of GPU-accelerated Applications
Presented a poster and a short talk about HPCToolkit’s GPU support
Apr 24, 2020 9:50 PM — 9:50 PM
San Diego, CA, USA
Keren Zhou
Project
Poster
Slides
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