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eval(gos): DEBS/cluster/C1 accuracy+bandwidth harnesses - #519

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@zzylol zzylol commented Jul 16, 2026

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Summary

Fourth and last PR in the split of #515 (cleanup → GOS → NitroSketch sampling → eval). Base: #518.

  • DEBS 2022 real-backend query-accuracy harness (all 4 sketch query types), Google cluster trace integrated ε-sweep (accuracy·latency·freshness·resources, single-node + cluster), C1 bandwidth/encoding-factor experiments (DDSketch/HLL vs raw+gzip), anisotropic-vs-isotropic per-cell delta measurement (historical — anisotropic itself was later removed from feat(gos): per-cell delta threshold — GOS Phase 2 (isotropic + anisotropic) #517 pending an Activity_j redesign; this eval data predates that and is kept for the record), raw-vs-sketch cardinality crossover.
  • otel_collector_benchmark/epsilon_floor: ε-floor vs NitroSketch benchmark, in-tree.
  • docs/gos-eval-results.md, docs/phase-2.md: recorded eval results and phase-2 implementation history.

Moved to #517 (the PR they actually describe, not bundled here anymore): docs/design-gos-unified-edge-telemetry.md, docs/sampling-cdm-gos-derivations.md.

Test plan

  • otel_collector_benchmark/epsilon_floor builds clean standalone on this branch.
  • CI.

🤖 Generated with Claude Code

Evaluation for the GOS + NitroSketch sampling work in this stack:

- DEBS 2022 real-backend query-accuracy harness (all 4 sketch query
  types), Google cluster trace integrated ε-sweep
  (accuracy·latency·freshness·resources, single-node + cluster), C1
  bandwidth/encoding-factor experiments (DDSketch/HLL vs raw+gzip),
  anisotropic-vs-isotropic per-cell delta measurement (historical —
  anisotropic itself was later removed from #517 pending an Activity_j
  redesign; this eval data predates that and is kept for the record),
  raw-vs-sketch cardinality crossover.
- otel_collector_benchmark/epsilon_floor: ε-floor vs NitroSketch
  benchmark, in-tree.
- docs/gos-eval-results.md, docs/phase-2.md: recorded eval results and
  phase-2 implementation history.

docs/design-gos-unified-edge-telemetry.md and
docs/sampling-cdm-gos-derivations.md moved to #517 (the GOS PR they
actually describe) instead of living here.

Part of splitting #515 into a reviewable stack (cleanup -> GOS ->
NitroSketch sampling -> eval/docs) — the last PR in the stack.
@zzylol
zzylol force-pushed the split/pr3-sampling branch from 5adb178 to 636d137 Compare July 16, 2026 18:30
@zzylol
zzylol force-pushed the split/pr4-eval-docs branch from 49bb3be to 7638f2f Compare July 16, 2026 18:30
@zzylol zzylol changed the title eval(gos): DEBS/cluster/C1 accuracy+bandwidth harnesses + design docs eval(gos): DEBS/cluster/C1 accuracy+bandwidth harnesses Jul 16, 2026
@zzylol
zzylol deleted the branch split/pr3-sampling July 17, 2026 20:08
@zzylol zzylol closed this Jul 17, 2026
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