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blog: Understanding PR #6094 — Scheduler-managed diffusion KV control plane - #25

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Third PR-analysis blog post: Understanding PR #6094 — Scheduler-managed diffusion KV cache control plane, following the format of #16 (DLO host-weight plans) and #20 (SVDQuant).

  • blog/_posts/2026-08-16-pr-6094-diffusion-kv-control-plane.md
  • blog/assets/figures/pr-6094-kv-control-plane/overview.png — the four-section design diagram (initialization chain · admission with atomic CFG allocation, backpressure and the deterministic never-fit gate · terminal frees + seq_len anatomy · coverage matrix), updated to the PR head c5f6159

Content notes

  • Written from the review of the PR (both review rounds, including the author's follow-up commits at c5f6159 that addressed the open threads: deterministic never-fit block-sum, profile-envelope admission gate, ≤ 0 budget guard, rename).
  • Numbers are author-reported from the PR body (dense A/B on 2×A100: identical 42.17 GiB, ~1% timing) and explicitly framed as no-regression evidence, not a perf claim; test counts (282 + 166) from the PR body.
  • Links absolute; figure served from site.baseurl per the template rules.
  • The same diagram is posted on the upstream PR (comment); the SVG source also lives in docs/visualizations/ on main (added earlier today — those raw URLs back the upstream comment, so they should stay).

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hsliuustc0106 force-pushed the docs/blog-pr-6094 branch 2 times, most recently from c364985 to b3e205b Compare August 16, 2026 16:07

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