Fuse the four profilers -- nsys (timeline + kernel durations), ncu (roofline / occupancy / arithmetic intensity), zymtrace (CPU+GPU flamegraph), and DCGM (byte-grounded %SoL) -- into ONE ranked, data-backed recommendation ledger for a vLLM deployment. Every recommendation (including concrete vLLM source/config changes) cites its backing artifact + solrigor tier, and each is staged as an A/B experiment so it is proven, not asserted. Emits a findings doc + perftunereport view + publishes to the perf-lake. The holistic-analysis phase of inference-model-optimize (Phase 2.5 + 8.5), usable standalone. Triggers on "synthesize the profiles", "what should I change to make this faster", "holistic perf analysis", "fuse nsys ncu zymtrace dcgm", "ranked perf recommendations", "suggest vllm changes from profiles", "explain the bottleneck with data", or any combination of "synthesize / fuse / recommend / holistic / explain" with "profile / nsys / ncu / zymtrace / dcgm / roofline / bottleneck / vllm".
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryScience & researchStars0
About this skill
Fuse the four profilers -- nsys (timeline + kernel durations), ncu (roofline / occupancy / arithmetic intensity), zymtrace (CPU+GPU flamegraph), and DCGM (byte-grounded %SoL) -- into ONE ranked, data-backed recommendation ledger for a vLLM deployment. Every recommendation (including concrete vLLM source/config changes) cites its backing artifact + solrigor tier, and each is staged as an A/B experiment so it is proven, not asserted. Emits a findings doc + perftunereport view + publishes to the perf-lake. The holistic-analysis phase of inference-model-optimize (Phase 2.5 + 8.5), usable standalone. Triggers on "synthesize the profiles", "what should I change to make this faster", "holistic perf analysis", "fuse nsys ncu zymtrace dcgm", "ranked perf recommendations", "suggest vllm changes from profiles", "explain the bottleneck with data", or any combination of "synthesize / fuse / recommend / holistic / explain" with "profile / nsys / ncu / zymtrace / dcgm / roofline / bottleneck / vllm".
Quick start
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Fuse the four profilers -- nsys (timeline + kernel durations), ncu (roofline / occupancy / arithmetic intensity), zymtrace (CPU+GPU flamegraph), and DCGM (byte-grounded %SoL) -- into ONE ranked, data-backed recommendation ledger for a vLLM deployment. Every recommendation (including concrete vLLM source/config changes) cites its backing artifact + sol_rigor tier, and each is staged as an A/B experiment so it is proven, not asserted. Emits a findings doc + perftunereport view + publishes to the perf-lake. The holistic-analysis phase of inference-model-optimize (Phase 2.5 + 8.5), usable standalone. Triggers on "synthesize the profiles", "what should I change to make this faster", "holistic perf analysis", "fuse nsys ncu zymtrace dcgm", "ranked perf recommendations", "suggest vllm changes from profiles", "explain the bottleneck with data", or any combination of "synthesize / fuse / recommend / holistic / explain" with "profile / nsys / ncu / zymtrace / dcgm / roofline / bottleneck / vllm".
About this listing
Category
Science & research
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLI