perf-analysis

Coordinate profiling delegation and generate structured performance analysis reports.

2.8k|332|Updated Feb 25, 2026
One-click install
npx skills add https://github.com/NVIDIA/skills --skill perf-analysis-nvidia
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: perf-analysis
Source: https://github.com/NVIDIA/skills/tree/main/skills/TensorRT-LLM/perf-analysis
Command: npx skills add https://github.com/NVIDIA/skills --skill perf-analysis-nvidia

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Performance analysis coordination eliminates the need for every team to implement bespoke profiling workflows by guiding the delegation to specialists and standardizing outputs.

Core Features & Use Cases

  • Profiling delegation: coordinates workload analysis by assigning profiling tasks to domain experts while preserving ownership of findings.
  • Bottleneck classification: identifies compute, memory, launch, communication, or sync bottlenecks from profiling results.
  • Structured reporting: produces reports with Summary, Metrics, Findings, and Recommendations for clear action.

Quick Start

Delegate profiling tasks to the perf-profiling-specialist and generate a structured performance analysis report.

Frequently Asked Questions about perf-analysis

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I diagnose GPU performance bottlenecks in AI workloads?

To diagnose GPU performance bottlenecks, this Skill coordinates profiling tasks to classify compute, memory, launch, communication, or sync issues, then generates a structured report with actionable optimization recommendations.

How do I generate a structured performance profiling report?

You can generate a structured performance profiling report by delegating workload analysis tasks to domain experts, which then produces standardized outputs containing Summary, Metrics, Findings, and Recommendations sections.

What is performance analysis coordination for GPU-accelerated systems?

Performance analysis coordination orchestrates workload profiling by delegating tasks to specialized tools, standardizing outputs to eliminate the need for bespoke workflows when analyzing compute, memory, and interconnect dimensions.

Can I use this to profile compute, memory, and interconnect dimensions simultaneously?

Yes, you can profile compute, memory, and interconnect dimensions simultaneously by delegating validated profiling tasks to specialists, ensuring comprehensive bottleneck classification across all dimensions in the final report.

What's the best way to standardize performance metrics reporting across my team?

The best way to standardize performance metrics reporting is by orchestrating profiling delegation to specialists, ensuring all validated metrics are compiled into a standardized Summary, Metrics, Findings, and Recommendations format.

Do I need specialized profiling tools to identify communication and sync bottlenecks?

Yes, you need specialized profiling tools to identify communication and sync bottlenecks, as this Skill coordinates the safe delegation of profiling tasks to those domain experts to extract validated metrics.