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gpu-static-analysis - Static analysis for GPU training optimization

Scans GPU training projects without execution or profiling and generates framework-specific optimization recommendations with code and configuration examples.

Tags

Updated: 2026-10-15
static analysisGPU trainingcode audittraining optimizationframework detectionvLLMSGLang

Capabilities

Scan project files read-onlyDetect training frameworksDetect inference frameworksAudit training acceleration

Typical Inputs

Project pathLaunch commandProject source files

Typical Outputs

static-analysis-report.mdTraining acceleration audit reportFramework optimization report

What this skill does

  • Scan project files read-only
  • Detect training frameworks
  • Detect inference frameworks
  • Audit training acceleration
  • Audit framework-specific optimization
  • Generate optimization reports

Inputs

  • Project path
  • Launch command
  • Project source files
  • Project configuration files
  • Model parameter count
  • Optimization objective

Outputs

  • static-analysis-report.md
  • Training acceleration audit report
  • Framework optimization report
  • vLLM optimization report
  • SGLang optimization report

Requirements

  • gpu-training-optimizer skill
  • Read access to project files

Source

  • Spec: SKILL.md

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