AgentSkillsCN

performance-profiling

在 Notebook 工作流中，精准测量运行时长与内存热点。

SKILL.md
--- frontmatter
name: performance-profiling
description: Measure runtime and memory hotspots in notebook workflows.

Performance Profiling

When to use

Use when notebooks run slowly or memory spikes occur.

Inputs

  • •Notebook path
  • •Target cells or sections

Steps

  1. •Time each target cell or section.
  2. •Capture peak memory usage if available.
  3. •Identify hotspots and annotate causes.
  4. •Propose focused optimizations.

Outputs

  • •Timing/memory report
  • •Ranked hotspots

Failure conditions

  • •Runtime or memory exceeds defined limits