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test(prefix cache): pin two mamba "align" + EAGLE prefix-cache defects - #52371

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@akshaver akshaver commented Aug 14, 2026

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Tests only, no production change. Three properties of mamba align + EAGLE/MTP prefix caching, pinned as executable assertions so a fix can be judged against them.

CPU only: drives the KV-cache manager through the existing make_kv_cache_manager / make_request harness. No model execution, no GPU.

11 passed, 7 xfailed

How to read the table. A test that passes on main is pinning behaviour as it is today — it goes red if that behaviour changes, intentionally or not. A test marked xfail is asserting the behaviour we want and does not get it; it carries xfail(strict=True), so CI stays green now, and when a fix lands the test XPASSes and strict turns that into a failure — the marker has to be removed together with the fix. Nothing here is expected to be red on main.


1. The EAGLE drop costs a whole block, not one hash unit

tests/v1/core/prefix_cache/test_eagle_mamba_drop_cost.py — block 16, hash unit 4, producer caches 48 tokens (three whole blocks), consumer shares all 48.

prefix_match_unit exists so the drop costs one hash unit rather than one cache block. It does that for full attention, but not for the reconciled hit: mamba is capped at the attention candidate (44) and its state exists only at 16/32/48, so its lookup falls back to 32.

test what it measures on main
test_full_attention_gives_up_only_one_hash_unit full attention's own hit is 48 - 4 = 44 — the drop is one hash unit, as designed passes
test_mamba_alone_reaches_the_full_prefix mamba's own hit is 48MambaManager ignores drop_eagle_block passes
test_without_eagle_nothing_is_given_up with EAGLE off the joint hit is 48, isolating the drop as the cause passes
test_reconciled_hit_should_not_give_up_a_whole_block joint hit should be 44; it is 32. Also asserts every group returned enough blocks to cover the hit xfail

Neither group gives up a block on its own — it is given up in the reconciliation.


2. Sparse mamba keys walked as if they were a dense grid

tests/v1/core/prefix_cache/test_mamba_align_sparse_keys.py — parametrised over two shapes, [toy] (hash 2, attention block 2, mamba block 4) and [large-block] (hash 16, attention block 64, mamba block 64), so nothing depends on one set of sizes.

Under align, interior mamba blocks are null and carry no key on purpose — the group's only hittable positions are chunk ends. emit_cached_block_events walks the hit list positionally, as though every index carried a key.

test what it measures on main
test_mamba_group_grid_is_sparse[toy] / [large-block] the mamba group stores exactly one key (the prompt tail); the interior block index has none passes
test_emit_cached_block_events_current_shape[toy] / [large-block] what the event stream emits today — the two invented keys, and a token_ids span twice the length of the hit. Unmarked, so it goes red the moment the shape changes passes
test_emit_cached_block_events_invents_mamba_keys[toy] / [large-block] the published set should contain the one key that was stored and should not contain a key beyond the hit; today it is the reverse xfail
test_emit_cached_block_events_indexerror_on_unaligned_prompt[toy] / [large-block] on a prompt not aligned to the mamba block the same walk runs off the end of the block-hash view and raises IndexError inside get_computed_blocks. Pinned with raises=IndexError so a different exception is a failure, not a silent pass xfail
test_plain_mamba_align_no_partial_hash_also_invents_keys the same invented key with no prefix_match_unit set at all (hash_block_size == block_size), so this is not a partial-matching-only problem xfail

Requires kv_cache_report_mode="full" to observe, except the last, which needs only align.


3. The same drop, when the shared prefix ends before the producer's prompt

tests/v1/core/prefix_cache/test_eagle_mamba_shared_system_prompt.py — block 16, hash unit 4, producer prompt 40 = 24 shared + 16 private, consumer shares the first 24.

Section 1 uses a producer whose whole prompt is the shared prefix. A served system prompt is the other shape: every request opens with the same preamble and then diverges, so the producer's prompt tail sits over tokens no consumer shares. The shared prefix ends mid-block (24 % 16 = 8), so full attention stops at the last whole shared block (16) and the drop takes it to 12; mamba has state at 0 and 16 only, and capped at 12 it can only fall back to 0.

test what it measures on main
test_full_attention_gives_up_only_one_hash_unit full attention's own hit is 16 - 4 = 12 passes
test_mamba_alone_reaches_the_shared_block_boundary mamba's own hit is 16 passes
test_without_eagle_the_hit_survives with EAGLE off both groups reach 16 and the joint hit is 16 passes
test_reconciled_hit_is_currently_nothing the joint hit today is 0 — the consumer recomputes the entire shared prefix. Unmarked, so it goes red when this improves passes
test_reconciled_hit_should_reach_the_resume_point joint hit should be 12, the position EAGLE resumes from xfail

Here the drop does not cost a block — it costs the entire hit, while both groups independently reach at least 12.

The distinction between this and section 1 matters for where a fix puts the state: a check-point at the producer's prompt tail cannot serve this shape, because 40 — and 36, one hash unit below it — are both over the private suffix. The state has to exist one hash unit below the shared block boundary.

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Tests only, no production change. Both run CPU-only through the existing
make_kv_cache_manager / make_request harness -- no model execution, no GPU.

    11 passed, 7 xfailed

The seven are real failures today, carried as xfail(strict=True) so CI stays green.
When one is fixed the test XPASSes and strict turns that into a failure, so the
marker has to be removed with the fix.

1. The EAGLE drop costs a whole block, not one hash unit
   tests/v1/core/prefix_cache/test_eagle_mamba_drop_cost.py

prefix_match_unit exists so the drop costs one hash unit rather than one cache
block. It does that for full attention, but not for the reconciled hit. Block 16,
hash unit 4, producer cached 48 tokens, consumer sharing the prefix:

    full attention alone   48 -> 44    one hash unit, as intended
    mamba alone            48          MambaManager ignores drop_eagle_block
    reconciled                  32     a whole block

Neither group gives up a block on its own. It is given up when the two are
combined: mamba is capped at the attention candidate (44), its state exists only
at 16/32/48, so its lookup falls back to 32. The xfail would pass if a mamba
state were cacheable one hash unit below a block boundary, which is where EAGLE
resumes.

2. Sparse mamba keys against a dense-grid event walk
   tests/v1/core/prefix_cache/test_mamba_align_sparse_keys.py

Interior mamba blocks are null and carry no block hash; reachable_block_mask
skips them deliberately. But emit_cached_block_events walks the hit list by
position and publishes one key per hit block, so for the mamba group it publishes
keys that were never stored:

    stored by the mamba group : hash @ 80 tokens
    published in the event    : hash @ 64   (interior, null, never stored)
                                hash @ 128  (past the end of an 80-token hit)

On a prompt that is not mamba-block-aligned the same walk runs off the end:

    kv_cache_manager.py:279   get_computed_blocks
    block_pool.py:406         emit_cached_block_events
    kv_cache_utils.py:2315    BlockHashListWithBlockSize.__getitem__
    IndexError: list index out of range

Needs kv_cache_report_mode="full", and reproduces with no prefix_match_unit set
at all, so it is not specific to partial matching. The mooncake connector solves
the same problem correctly -- it emits a positional boolean mask and marks null
blocks False rather than assuming a key exists at every slot.

Every xfail is checked in both directions: xfailed as written, and XPASS(strict)
under a stand-in fix. A strict marker that cannot flip asserts nothing. The crash
test also carries raises=IndexError so an unrelated exception cannot keep it
green.

3. The same drop, when the shared prefix ends before the owner's prompt
   tests/v1/core/prefix_cache/test_eagle_mamba_shared_system_prompt.py

Defect 1 uses a producer whose whole prompt is the shared prefix. A served system
prompt is the other shape: every request opens with the same preamble and then
diverges, so the producer's prompt tail is over tokens no consumer shares. Block
16, hash 4, producer prompt 40 = 24 shared + 16 private, consumer sharing 24:

    full attention alone   16 -> 12    one hash unit below the shared boundary
    mamba alone            16          MambaManager ignores drop_eagle_block
    reconciled                   0     everything

The shared prefix ends mid-block, so full attention stops at the last whole
shared block (16) and the drop takes it to 12. Mamba has state at 0 and 16 only;
capped at 12 it falls back to 0 and the consumer recomputes the entire prefix.
Without EAGLE the same consumer keeps 16.

This is the shape a check-point at the producer's prompt *tail* cannot serve: 40,
and 36 one unit below it, are both over the private suffix. The state has to
exist one hash unit below the shared block boundary.
@akshaver
akshaver force-pushed the shaver/tdd-eagle-mamba-drop-cost branch from d374dbb to da79a4f Compare August 17, 2026 19:25
akshaver added a commit to akshaver/vllm that referenced this pull request Sep 1, 2026
…ibling resumes

Second of the two EAGLE + `--mamba-cache-mode align` prefix-cache defects
pinned by vllm-project#52371. Full attention hits where it holds a key; EAGLE prunes one
hash unit off that candidate and drops it. Mamba materializes state only on its
own block grid, so nothing exists at the pruned position and the hit floors back
a whole Mamba block -- on a 4,416-token block a 64-token drop costs 4,416 tokens
of reuse, per request.

vllm-project#51295 (commit 1 here) covers the case where the shared prefix runs to the end
of the producer's prompt. When it ends earlier -- a system prompt followed by a
per-request suffix, the deployed shape -- the producer's tail sits over tokens
no sibling shares, so a check-point there is unreachable. The sibling stops at
the last shared boundary and EAGLE drops one hash unit below it; that position
is `request.shared_prefix_boundary`, already recorded by `get_computed_blocks`.

So: the scheduler ends a chunk at the junction as observed rather than floored
to the block grid, which rounds the resume point away, and `MambaManager`
accepts the junction in addition to the prompt tail. The two must agree -- the
junction stop is the earliest mandatory stop, so it REPLACES the block-boundary
stop, and a junction the manager then refuses leaves less cached than not
splitting at all. `KVCacheManager` therefore computes one predicate that both
sides read, rather than each deriving its own:

  - EAGLE must be annotated on the model. The manager takes the drop per KV
    cache group while the scheduler flag is model-wide, so deriving them
    separately lets the split fire where the manager will not check-point.
  - Fine-grained partial hash hits must be on, or nothing can look the entry up.
  - No multi-module MTP. `cache_blocks` then hands the manager
    `num_computed - num_reprefillable`, not the chunk end, so the position it
    would publish is not the one it holds.

Registration is bounded to the prompt chunk being computed: during decode the
target is the running state block, mutated in place, which equals what its key
promises only after that step's forward.

A junction past the prompt falls back to the stock block-floored stop rather
than being dropped. The manager writes nothing past the prompt, but stock vLLM
still check-points at the block boundary, so zeroing the stop lost a snapshot a
resumed request's siblings could have reused.

Off by default behind `--enable-mamba-fine-grained-prefix-cache`
(`CacheConfig.enable_mamba_fine_grained_prefix_cache`), listed in
`compute_hash`'s ignored factors alongside the other prefix-cache knobs so it
does not perturb the compiled-graph cache.

Signed-off-by: Adam Shaver <ashaver@nvidia.com>
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
akshaver added a commit to akshaver/vllm that referenced this pull request Sep 1, 2026
…ibling resumes

Second of the two EAGLE + `--mamba-cache-mode align` prefix-cache defects
pinned by vllm-project#52371. Full attention hits where it holds a key; EAGLE prunes one
hash unit off that candidate and drops it. Mamba materializes state only on its
own block grid, so nothing exists at the pruned position and the hit floors back
a whole Mamba block -- on a 4,416-token block a 64-token drop costs 4,416 tokens
of reuse, per request.

vllm-project#51295 (commit 1 here) covers the case where the shared prefix runs to the end
of the producer's prompt. When it ends earlier -- a system prompt followed by a
per-request suffix, the deployed shape -- the producer's tail sits over tokens
no sibling shares, so a check-point there is unreachable. The sibling stops at
the last shared boundary and EAGLE drops one hash unit below it; that position
is `request.shared_prefix_boundary`, already recorded by `get_computed_blocks`.

So: the scheduler ends a chunk at the junction as observed rather than floored
to the block grid, which rounds the resume point away, and `MambaManager`
accepts the junction in addition to the prompt tail. The two must agree -- the
junction stop is the earliest mandatory stop, so it REPLACES the block-boundary
stop, and a junction the manager then refuses leaves less cached than not
splitting at all. `KVCacheManager` therefore computes one predicate that both
sides read, rather than each deriving its own:

  - EAGLE must be annotated on the model. The manager takes the drop per KV
    cache group while the scheduler flag is model-wide, so deriving them
    separately lets the split fire where the manager will not check-point.
  - Fine-grained partial hash hits must be on, or nothing can look the entry up.
  - No multi-module MTP. `cache_blocks` then hands the manager
    `num_computed - num_reprefillable`, not the chunk end, so the position it
    would publish is not the one it holds.

Registration is bounded to the prompt chunk being computed: during decode the
target is the running state block, mutated in place, which equals what its key
promises only after that step's forward.

A junction past the prompt falls back to the stock block-floored stop rather
than being dropped. The manager writes nothing past the prompt, but stock vLLM
still check-points at the block boundary, so zeroing the stop lost a snapshot a
resumed request's siblings could have reused.

Off by default behind `--enable-mamba-fine-grained-prefix-cache`
(`CacheConfig.enable_mamba_fine_grained_prefix_cache`), listed in
`compute_hash`'s ignored factors alongside the other prefix-cache knobs so it
does not perturb the compiled-graph cache.

Signed-off-by: Adam Shaver <ashaver@nvidia.com>
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
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