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optimize-model - Optimize KServe model inference performance

Analyze model code and deployment config to identify CPU/GPU optimization opportunities for KServe inference services

Tags

Updated: 2026-05-28
Performance optimizationModel inferenceKServevLLMROCmGPU tuning

Capabilities

Read model server codeRead deployment chartFetch upstream guidelinesAnalyze inference backend

Typical Inputs

Model nameModel source codeDeployment chart values

Typical Outputs

Performance findingsOptimization recommendationsConfiguration diffs

What this skill does

  • Read model server code
  • Read deployment chart
  • Fetch upstream guidelines
  • Analyze inference backend
  • Check GPU/CPU settings
  • Generate optimization report

Inputs

  • Model name
  • Model source code
  • Deployment chart values
  • Requirements files
  • Model documentation

Outputs

  • Performance findings
  • Optimization recommendations
  • Configuration diffs

Requirements

  • Model repository access
  • Deployment chart access
  • Web fetch capability

Source

  • Spec: SKILL.md

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