Build a multi-page benchmark report PDF (scatter panels + per-concurrency heatmap tables) from vllm bench sweep serveworkload and/or AIPerf outputs, in the GLM-5.1 reference layout (5x2 scatter facet by maxnumbatchedtokens + 3x2 heatmap tables for C={8,16,32} x {tok/s/GPU, TTFT}. First-class failed/partial cells). Also renders the cross-engine (vLLM + SGLang) CHAMPION page 8: baseline vs top-X variants + the overlaid roofline + a RECOMMENDED-FOR-PRODUCTION pick via championselect. Backed by the perftunereport CLI library. Triggers on "build a perf report", "render the atlas PDF", "perf-report campaign", "glm5p1-style report", "pareto report", "perftunereport smoke", "champion selection", "which variant to ship", "production champion", "baseline vs top variants", or any combination of "perf / atlas / report / champion" with "inference / vllm / sglang / aiperf / b200 / gb300 / nvfp4 / fp8".
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryGeneralStars0
About this skill
Build a multi-page benchmark report PDF (scatter panels + per-concurrency heatmap tables) from vllm bench sweep serveworkload and/or AIPerf outputs, in the GLM-5.1 reference layout (5x2 scatter facet by maxnumbatchedtokens + 3x2 heatmap tables for C={8,16,32} x {tok/s/GPU, TTFT}. First-class failed/partial cells). Also renders the cross-engine (vLLM + SGLang) CHAMPION page 8: baseline vs top-X variants + the overlaid roofline + a RECOMMENDED-FOR-PRODUCTION pick via championselect. Backed by the perftunereport CLI library. Triggers on "build a perf report", "render the atlas PDF", "perf-report campaign", "glm5p1-style report", "pareto report", "perftunereport smoke", "champion selection", "which variant to ship", "production champion", "baseline vs top variants", or any combination of "perf / atlas / report / champion" with "inference / vllm / sglang / aiperf / b200 / gb300 / nvfp4 / fp8".
Quick start
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Build a multi-page benchmark report PDF (scatter panels + per-concurrency heatmap tables) from `vllm bench sweep serve_workload` and/or AIPerf outputs, in the GLM-5.1 reference layout (5x2 scatter facet by max_num_batched_tokens + 3x2 heatmap tables for C={8,16,32} x {tok/s/GPU, TTFT}. First-class failed/partial cells). Also renders the cross-engine (vLLM + SGLang) CHAMPION page 8: baseline vs top-X variants + the overlaid roofline + a RECOMMENDED-FOR-PRODUCTION pick via `champion_select`. Backed by the `perf_tune_report` CLI library. Triggers on "build a perf report", "render the atlas PDF", "perf-report campaign", "glm5p1-style report", "pareto report", "perftunereport smoke", "champion selection", "which variant to ship", "production champion", "baseline vs top variants", or any combination of "perf / atlas / report / champion" with "inference / vllm / sglang / aiperf / b200 / gb300 / nvfp4 / fp8".
About this listing
Category
General
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