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Builds on upstream vllm-project#51295, "Align Mamba prefix-cache checkpoints with the
Eagle replay boundary"
, and adds the one position family it does not reach.

commit
0d93dac1 upstream vllm-project#51295, unmodified — refs/pull/51295/head
472113f7 this change: 27 lines of production code plus 5 tests

If vllm-project#51295 lands upstream first, this collapses to just 472113f7.

get_replay_boundary() is the right framing — naming the replay position once at the coordinator and
having every group retain against it (including the Mooncake store mirror) is cleaner than each
manager deciding for itself, and better than the local fix carried on shaver/mamba-eagle-aligned-margin-main.
This MR keeps that structure and makes the Mamba check-point consistent with it.

The gap, visible inside vllm-project#51295 itself

get_replay_boundary() is block-granular and mid-prompt:

aligned = num_prompt_tokens // scheduler_block_size * scheduler_block_size
return max(aligned - scheduler_block_size, 0)

but the check-point in MambaManager._cache_partial_tail_block is hash-granular and at the prompt
tail:

latest_prompt_hash_boundary = max(latest_prompt_hash_boundary - hash_block_size, 0)

For a 64,016-token prompt with block_size=4416, prefix_match_unit=64:

position
get_replay_boundary() 57,408
Mamba check-point 63,936

6,528 tokens apart. Which is right depends on where the shared prefix ends, and both cases occur:

  • Shared prefix runs to the end of the producer's prompt. A consumer matches the whole prompt,
    EAGLE drops one unit, and it resumes at T - h. This is what [Bugfix] Fix hybrid attention cache miss due to eagle drop vllm-project/vllm#51295 fixes, and it works.
  • Shared prefix ends before the prompt tail — a system prompt followed by a per-request suffix.
    The producer's prompt tail is over its own suffix, which no consumer shares, so a check-point there
    is unreachable. The consumer's full-attention match stops at the last shared block boundary and
    EAGLE drops one unit below that.

In the second case the consumer resumes at 57,344 — one hash unit under the 57,408 that
get_replay_boundary() already identifies, and nowhere near the tail check-point. The retention side
of vllm-project#51295 is already pointing at the right neighbourhood; it was only the check-point that stayed
anchored to the prompt tail.

The change

Two pieces, 27 lines of production code:

Scheduler._mamba_block_aligned_split stop a chunk at the observed junction floored to the hash grid rather than the block grid — block-flooring rounds the resume point away. Guarded to the prompt, since the entry is only registered there
MambaManager._cache_partial_tail_block accept the block-grid resume point ((num_tokens + hash) % block == 0) in addition to vllm-project#51295's prompt-tail position

Both are prompt-only. During decode the target is the running state block: mutated in place every
step, and only equal to what its key promises after that step's forward plus the copy-on-write that
freezes it. Publishing a key for it would make correctness depend on a forward that a finishing or
preempted request need not run.

Note the junction only needs to be accepted on the block grid here — vllm-project#51295's tail shift already
covers the case where the junction sits off it, so the extra num_tokens == shared_prefix_boundary
clause carried on the standalone branch is redundant once the two are combined and is not included.

Tests

tests/v1/core/prefix_cache/test_partial_prefix_cache_hits.py, +5.

test what it measures
test_shared_prefix_shorter_than_the_prompt_resumes_below_a_block the case this MR adds. Producer prompt 40 = 24 shared + 16 private; the consumer sharing 24 must resume at 12, one hash unit below the last shared block boundary. Fails on vllm-project#51295 alone
test_mamba_align_split_stops_at_the_eagle_resume_point the split adds no stop with no junction observed, stops on the hash grid below one under EAGLE, and block-floors it without
test_junction_past_the_prompt_adds_no_stop a resumed request replays output tokens, so its junction can land past num_prompt_tokens, where nothing is registered; the split must add no stop there
test_eagle_reaches_the_resume_point_instead_of_flooring_a_block end to end at 1/8 scale: stock floors the hit to 4, the check-point keeps it at 7
test_junction_check_point_is_what_a_sibling_resumes_from the prefix-ends-at-the-prompt-tail case, which vllm-project#51295 already fixes — kept so the two shapes stay distinguished

Results:

#51295's own tests, unmodified          126 passed
with this MR on top                     131 passed

Nothing in vllm-project#51295 regresses. Against the characterization branch
shaver/tdd-eagle-mamba-drop-cost, the two drop-cost pins flip from xfail to XPASS(strict)
i.e. the defects they pin are fixed — while the sparse-key/event-walk pins correctly stay xfail,
since this change does not touch that path.

Measured

The scheduler stop plus the block-grid acceptance are exactly what was in the benchmarked image, so
the hardware number already applies to this combination: +31.7% output tok/s at concurrency 64
against the same build with speculative decoding on and the change absent, on a hybrid Mamba model
with a 57,600-token shared system prompt and a per-request suffix — the second shape above.

Two scoping results from that campaign worth carrying here:

  • The gain is specific to a fixed shared prefix. On multi-turn chat and on a replayed
    conversation trace the same change measures neutral, because a new junction appears every turn and
    the extra prefill is never amortized.
  • The extra stop costs two forward passes on the request that establishes the check-point, not
    one: the chunk after it starts mid-block and trips the existing next_block_boundary rule.
    Bounded at two, paid once per shared-prefix family, and a request that observes no junction chunks
    bit-identically to stock.

--prefix-match-unit is required for any of this; unset, hash_block_size == block_size, EAGLE's
drop unit is the block, and both vllm-project#51295 and this change are inert.

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Builds on "Align Mamba prefix-cache checkpoints with the Eagle replay
boundary". That change fixes the case where the shared prefix runs to the
end of the producer's prompt: the consumer resumes at T-h and a check-point
there serves it.

When the shared prefix ends EARLIER -- a system prompt followed by a
per-request suffix -- the producer's prompt tail is over tokens no consumer
shares, so nothing cached there is reachable. The consumer's full-attention
match stops at the last shared block boundary and eagle drops one hash unit
below that, so state has to exist on the block grid too.

This is the position get_replay_boundary() already computes; the mamba
check-point was the only place still anchored to the prompt tail.

Two pieces: the scheduler stops a chunk at the observed junction floored to
the hash grid rather than the block grid, and MambaManager accepts the
block-grid resume point in addition to the tail. Both prompt-only -- during
decode the target is the running state block, mutated in place, and only
equal to what its key promises after that step's forward.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Signed-off-by: Adam Shaver <ashaver@nvidia.com>
@akshaver akshaver closed this Aug 26, 2026
@akshaver
akshaver force-pushed the shaver/pr51295-plus-block-grid branch from a551b76 to f3ef7db Compare August 26, 2026 19:12
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