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[DCP][Mooncake] Harden hybrid prefix-cache external hits - #53730

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YukioZzz:yichaozhu/k3-mooncake-dcp-harden

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@YukioZzz

@YukioZzz YukioZzz commented Aug 25, 2026 •

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Summary

Harden MooncakeStoreConnector for Kimi-K3 hybrid DCP prefix-cache reuse.

This PR is the Mooncake external-cache layer of the Kimi-K3 DCP split. It assumes the runtime DCP support from #51705 and the core hybrid cache geometry from #53598.

Problem

Kimi-K3 under DCP has multiple cache groups with different physical layouts: attention / MLA KV is DCP-sharded, replicated Mamba state is not DCP-sharded, local cache hits can be finer than externally transferable block regions, and external loads can fail partially and must not leave a request with mismatched group state.

Mooncake previously treated the external tier too much like a single-layout KV cache. Under hybrid DCP, that can either keep the external tier cold or load blocks that are valid for one group but invalid for another.

Implementation Details

  • Grouped external-cache metadata: Mooncake requests carry group-aware block metadata so sharded attention groups and replicated Mamba groups are handled independently.
  • External hit geometry: The connector uses the same group geometry as the core cache manager, preserving the distinction between scheduler hash blocks and physical transfer blocks.
  • Safe partial coverage: Split external loads invalidate every unattempted or failed block beyond the safe prefix boundary, so a partial external hit falls back to recompute instead of returning mixed-prefix KV.
  • Recovery semantics: Failed loads truncate the request to a boundary every group agrees on and evict downstream group blocks.
  • Bounded PUT waves: External PUT work is bounded so concurrent TP ranks fit inside the registered-memory owner. A batch is published only after the corresponding KV regions are actually stored.
  • Rank-local transfer compatibility: The connector supports rank-local binding and preferred segments, matching the expected single-node external-cache ownership model.
  • No draft requirement: The standalone validation target for this PR is no-draft DCP + core + Mooncake. Drafted Mooncake validation depends on additional PRs and is intentionally not claimed here.

Non-Goals

Split

Validation

Validated the no-draft DCP + core + Mooncake stack with DCP=8, prefix caching enabled, and MooncakeStoreConnector enabled.

  • Smoke: passed with an end-to-end /v1/completions request.
  • GSM8K full: 1270/1319, 96.29%, errors=0.
  • Prefix cache cold/hot/reuse: cold path started at 0 hits; shared-prefix reuse reached prefix_cache_hits_total=96768 and prefix_cache_queries_total=189492.
  • Mooncake external-cache cold/hot/reuse: after forcing local-prefix eviction with unique long prompts, target reuse increased external_prefix_cache_hits_total from 0 to 3072 and recorded successful Mooncake load_get operations: 8 calls, 32 keys, 679477248 bytes, failed_keys=0.
  • Mooncake store write path: successful save_put traffic was observed with failed_keys=0 during the shared-prefix and eviction probes.

Related

Related: #51705
Related: #53598

andyluo7 and others added 10 commits August 25, 2026 14:14
Construct cache managers with the effective DCP size of each KV group and use that manager-owned geometry for local prefix lookup. Keep CPU offload, partial-tail persistence, and external-cache behavior out of this runtime PR.

Assisted-by: OpenAI Codex
Signed-off-by: andyluo7 <andy.luo@amd.com>
Derive each cache manager's DCP size from its spec so sharded full-attention groups and replicated Mamba groups use their real block geometry. Reuse that per-group geometry for local prefix lookup and CPU offload, while keeping external transfers physically aligned and allowing hash-granular local DCP hits.

Co-authored-by: andyluo7 <andy.luo@amd.com>
Signed-off-by: Yichao Zhu <Yichao.Zhu@amd.com>
Align hybrid cache retention with fine-grained local hash hits, retain the EAGLE-adjusted replay boundaries needed by replicated Mamba state, and split prefill at those materialization points. Cover Kimi-K3-scale prefix geometries.

Assisted-by: OpenAI Codex
Signed-off-by: andyluo7 <andy.luo@amd.com>
`_update_requests_with_invalid_blocks` unpacked a single group's block
ids, so a hybrid KV cache layout could not recover from a failed external
load at all. Locate failed blocks with each group's own block size,
truncate the request at the earliest failed boundary every group can
agree on, and evict each group's downstream blocks.

Hand a full-attention group's boundary block to the connector under DCP,
where KV below the prompt boundary is append-only and the request's own
block is a durable source. Take the CoW source from the request's current
block table so a stale partial-hit record cannot leave a shared block
writable in place, and drop a dying request's queued hand-offs in the
base manager now that more than Mamba enqueues them.

Signed-off-by: Yichao Zhu <Yichao.Zhu@amd.com>
Scale attention cache blocks for DCP while keeping recurrent state replicated. Preserve the actual stored hash boundary through hybrid prefix-hit reconciliation so loads do not derive missing Mooncake keys. Align coordinator behavior for multiple attention groups and add regression coverage for DCP, Mamba, EAGLE, and partial-prefix loads.

Assisted-by: OpenAI Codex
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
(cherry picked from commit 47e85a3deb44f6ee0d0d34dda2f31dea28001fc6)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
(cherry picked from commit 322a0a53d798b13a4b91345f230e30e5bfb1da2b)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
(cherry picked from commit 379a87a80241e0d796bb7535f7cdb7c6f0f9b7ca)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
(cherry picked from commit 574d2e4092d96bf2bac99e9dfa1ffecf39de334e)
Builds on the hybrid-DCP store support cherry-picked from vllm-project#53324, which
already lifts the outright DCP rejection and derives each group's external
block span from `resolve_dcp_kv_block_size`. This covers what a K3 run still
needs on top of it.

Reject the layouts DCP does not define per group instead of per process: only
sharded full attention and replicated Mamba have DCP-aware external block
geometry, so any other spec in a hybrid config is refused by name.

Mirror core's partial-hit predicate for full-attention groups, not only Mamba.
Under DCP a full-attention group's effective block spans several hash blocks,
so `HybridKVCacheCoordinator` enables fine-grained hits for it; the connector
must agree or the scheduler and the coordinator disagree about where a hit
lands. Both read the same shared helper.

Keep Eagle's boundary marker on the incomplete block alone: emitting it for
earlier complete blocks aliases their real block-end keys and can poison
later loads.

Bound each rank's PUT wave so concurrent TP ranks fit in a standalone owner's
registered memory while finished waves drain to disk, and publish KV events
per batch so a failed wave never advertises blocks it did not store.

Log the resolved cache geometry once at startup, since a scheduler/worker
geometry disagreement is otherwise only visible as a permanently cold cache.

Signed-off-by: Yichao Zhu <Yichao.Zhu@amd.com>
Preserve effective DCP geometry through uniform cache wrappers, defer partial-tail persistence until replicated Mamba has a durable CoW source, and invalidate every unattempted split-load block after an early failure.

Add focused unit and mock-HMA regressions for the unsafe handoff, DCP8 lookup geometry, rotated split loads, exception recovery, and cross-group eviction.

Assisted-by: OpenAI Codex
Signed-off-by: andyluo7 <andy.luo@amd.com>

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@YukioZzz

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Validation plan update for the split Kimi-K3 DCP stack.

This PR is the MooncakeStoreConnector hardening layer for Kimi-K3 hybrid DCP prefix-cache reuse.

Scope of this PR:

Important split note:

  • This PR intentionally does not include the ROCm DSpark/DCP runtime changes from [ROCm][MLA][DCP] Support causal multi-token verification #51705.
  • It also does not include the full integration-only stack used for local end-to-end validation.
  • Runtime validation is being run in two layers:
    • no-draft DCP + core + Mooncake for external-cache cold/hot/reuse;
    • full integration only after the independent DCP/core path is established.

I will post runtime test results after the no-draft Mooncake validation completes; not recording test results on this PR yet.

@YukioZzz
YukioZzz marked this pull request as draft August 26, 2026 18:55
@mergify

mergify Bot commented Aug 27, 2026

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This pull request has merge conflicts that must be resolved before it can be
merged. Please rebase the PR, @YukioZzz.

https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/working-with-forks/syncing-a-fork

@mergify mergify Bot added the needs-rebase label Aug 27, 2026
@mergify mergify Bot added the mooncake Mooncake KV-transfer / EC-transfer label Oct 1, 2026

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3 participants