nanousd-benchmark-reporting

name	nanousd-benchmark-reporting
description	Use this skill when presenting benchmark results that compare the generated skillgraph nanousd backend against nanousd's default backend or another baseline backend.
metadata	{"author":"NVIDIA"}

nanousd-benchmark-reporting

Use this skill when presenting benchmark results that compare the generated skillgraph nanousd backend against nanousd's default backend or another baseline backend.

Provides

• Benchmark result reporting for harness/nanousd_backend_benchmark.py
• Markdown tables for best-run metrics and declared comparison ratios
• Generated-vs-baseline pressure tables for metrics that suggest contract work
• Optional SVG charts for visual inspection of one metric across targets and backends

Contract

This skill owns:

• contracts/capabilities/nanousd-benchmark-reporting.json
• harness/nanousd_backend_report.py
• the reporting section of docs/nanousd-backend-benchmarks.md

The reporter consumes JSON emitted by harness/nanousd_backend_benchmark.py. It must not rerun benchmarks, parse benchmark stdout, or silently change the selection metric chosen by the benchmark runner. The benchmark runner owns measurement and best-run selection; the report owns presentation.

Reports should include:

• benchmark suite and measurement id
• source benchmark JSON path
• a best-run table by target and backend
• declared comparison status, ratio, threshold, and required/optional state
• generated-vs-baseline pressure ratios for open, traversal, attribute count, and RSS signals
• an optional chart when a visual signal makes regression review easier

Reporting Guidance

Use Markdown as the durable review artifact. SVG charts are useful for quick visual comparison, but they should supplement tables rather than replace them.

The default chart metric is open_ms, because open cost is currently the highest-pressure signal for the generated backend. Use rss_delta_bytes_per_prim or traverse_ns_per_prim when reviewing memory or traversal-specific work.

Optional SLOW comparisons are performance pressure, not PR failure. Required comparisons should be treated as gates only when a performance contract makes that requirement explicit.

Boundary Guards

Do not track generated report outputs under reports/; they are local review artifacts.

Do not conflate nanousd default backend attribute counts with generated authored attribute counts unless a correctness contract says they should match. Report the observed values and let the relevant backend contract decide whether a difference is meaningful.

Do not hide missing or failed backend results. A report may still render partial data, but it must make missing backend comparisons visible.

Test Obligations

• reporter can read benchmark JSON produced by harness/nanousd_backend_benchmark.py --json-out
• Markdown output includes best-run and comparison tables
• SVG output uses only inline SVG and no external assets
• generated-vs-baseline pressure rows preserve metric units and ratios