Project Icon

PerfSpect

基于Linux perf的系统性能分析工具 实现零开销硬件事件收集

PerfSpect是基于Linux perf开发的系统性能分析工具,由perf-collect和perf-postprocess两部分组成。该工具以近乎零开销的方式收集硬件事件并计算高级指标,支持系统范围、按CPU、按进程等多种收集模式,还可部署于Kubernetes环境。PerfSpect生成原始事件计数、平均指标和HTML可视化视图,为系统性能提供全面分析。

Notice: We plan to share a new implementation of PerfSpect in the coming months. The new implementation of PerfSpect will enhance its functionality by offering "live" metric generation. This means that the current post-processing step will be optional. Additionally, PerfSpect will incorporate features from other Intel tools, streamlining their acquisition and deployment for users. Stay tuned!

PerfSpect is a system performance characterization tool built on top of linux perf. It contains two parts:

perf-collect: Collects hardware events at a 5 second output interval with practically zero overhead since PMU's run in counting mode.

  • Collection mode:
    • sudo ./perf-collect default system wide
    • sudo ./perf-collect --socket
    • sudo ./perf-collect --cpu
    • sudo ./perf-collect --pid <process-id>
    • sudo ./perf-collect --cid by default, selects the 5 containers using the most CPU at start of perf-collect. To monitor specific containers provide up to 5 comma separated cids i.e. <cid_1>,<cid_2>
  • Duration:
    • sudo ./perf-collect default run until terminated
    • sudo ./perf-collect --timeout 10 run for 10 seconds
    • sudo ./perf-collect --app "myapp.sh myparameter" runs for duration of another process

perf-postprocess: Calculates high level metrics from hardware events

  • ./perf-postprocess

Quick start (requires perf installed)

wget -qO- https://github.com/intel/PerfSpect/releases/latest/download/perfspect.tgz | tar xvz
cd perfspect
sudo ./perf-collect --timeout 10
./perf-postprocess

Running perf-collect as a non-root user

As seen in the examples above, sudo is the standard approach to running perf-collect with elevated privileges. If sudo is not possible and running as the root user is not possible, then a user may request the following changes be made to the system by an administrator:

  • sysctl -w kernel.perf_event_paranoid=0
  • sysctl -w kernel.nmi_watchdog=0
  • write '125' to all perf_event_mux_interval_ms files found under /sys/devices/*.

for i in $(find /sys/devices -name perf_event_mux_interval_ms); do echo 125 > $i; done

Recommend returning these settings to their prior values when analysis with PerfSpect is complete.

Output

perf-collect outputs:

  1. perfstat.csv: raw event counts with system metadata

perf-postprocess outputs:

  1. metric_out.sys.average.csv: average metrics
  2. metric_out.sys.csv: metric values at every 5 second interval
  3. metric_out.html: html view of a few select metrics

basic_stats

Deploy in Kubernetes

Modify the template deamonset.yml to deploy in kubernetes

Requirements

perf - PerfSpect uses the Linux perf tool to collect PMU counters

Different events require different minimum kernels (PerfSpect will automatically collect only supported events)

  1. Base (CPU util, CPI, Cache misses, etc.)
    • 3.10
  2. Uncore (NUMA traffic, DRAM traffic, etc.)
    • 4.9
  3. TMA (Micro-architecture boundness breakdown)
    • ICX, SPR: 5.10
    • BDX, SKX, CLX: 3.10

Build from source

Requires recent python. On successful build, binaries will be created in dist folder

pip3 install -r requirements.txt
make

Note: Most metrics and events come from perfmon and TMA v4.5

项目侧边栏1项目侧边栏2
推荐项目
Project Cover

豆包MarsCode

豆包 MarsCode 是一款革命性的编程助手,通过AI技术提供代码补全、单测生成、代码解释和智能问答等功能,支持100+编程语言,与主流编辑器无缝集成,显著提升开发效率和代码质量。

Project Cover

AI写歌

Suno AI是一个革命性的AI音乐创作平台,能在短短30秒内帮助用户创作出一首完整的歌曲。无论是寻找创作灵感还是需要快速制作音乐,Suno AI都是音乐爱好者和专业人士的理想选择。

Project Cover

白日梦AI

白日梦AI提供专注于AI视频生成的多样化功能,包括文生视频、动态画面和形象生成等,帮助用户快速上手,创造专业级内容。

Project Cover

有言AI

有言平台提供一站式AIGC视频创作解决方案,通过智能技术简化视频制作流程。无论是企业宣传还是个人分享,有言都能帮助用户快速、轻松地制作出专业级别的视频内容。

Project Cover

Kimi

Kimi AI助手提供多语言对话支持,能够阅读和理解用户上传的文件内容,解析网页信息,并结合搜索结果为用户提供详尽的答案。无论是日常咨询还是专业问题,Kimi都能以友好、专业的方式提供帮助。

Project Cover

讯飞绘镜

讯飞绘镜是一个支持从创意到完整视频创作的智能平台,用户可以快速生成视频素材并创作独特的音乐视频和故事。平台提供多样化的主题和精选作品,帮助用户探索创意灵感。

Project Cover

讯飞文书

讯飞文书依托讯飞星火大模型,为文书写作者提供从素材筹备到稿件撰写及审稿的全程支持。通过录音智记和以稿写稿等功能,满足事务性工作的高频需求,帮助撰稿人节省精力,提高效率,优化工作与生活。

Project Cover

阿里绘蛙

绘蛙是阿里巴巴集团推出的革命性AI电商营销平台。利用尖端人工智能技术,为商家提供一键生成商品图和营销文案的服务,显著提升内容创作效率和营销效果。适用于淘宝、天猫等电商平台,让商品第一时间被种草。

Project Cover

AIWritePaper论文写作

AIWritePaper论文写作是一站式AI论文写作辅助工具,简化了选题、文献检索至论文撰写的整个过程。通过简单设定,平台可快速生成高质量论文大纲和全文,配合图表、参考文献等一应俱全,同时提供开题报告和答辩PPT等增值服务,保障数据安全,有效提升写作效率和论文质量。

投诉举报邮箱: service@vectorlightyear.com
@2024 懂AI·鲁ICP备2024100362号-6·鲁公网安备37021002001498号