[Bugfix] Zero block_table row tail to fix concurrent variable-length prefill non-determinism (#39589)#39591
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…prefill non-determinism (vllm-project#39589) Under V1 + FlashInfer, concurrent prefills of different prompt lengths at temperature=0 produced non-deterministic output. Root cause: BlockTable rows were only written up to num_blocks_per_row[row_idx], leaving stale block IDs from a previous (longer) occupant in the tail. FlashInfer's _copy_page_indices_kernel derives num_blocks from num_blocks_np (a cumsum over seq_lens) and can read past the logical end of a row, picking up block IDs that still point at another live request's KV. Fix: zero the tail of the row in append_row and in the tgt row of move_row, up to max_num_blocks_per_req. Adds unit tests covering the tail-zero invariant across append_row / add_row / move_row / clear_row, plus an e2e determinism regression test. AI assistance (Claude) was used to investigate, write, and test this change; the submitter reviewed every line. Co-authored-by: Claude <noreply@anthropic.com>
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Code Review
This pull request addresses a non-determinism issue (#39589) where stale block IDs in the BlockTable could leak during row reuse or movement, causing FlashInfer kernels to read incorrect KV data. The fix ensures that the tail of each row in the block table is zeroed out during append_row and move_row operations. Comprehensive unit and regression tests have been added to verify this invariant. Review feedback suggests optimizing the move_row implementation by copying the entire row in a single operation and adding a check to prevent redundant work if the source and target indices are identical.
| block_table_np[tgt, :num_blocks] = block_table_np[src, :num_blocks] | ||
| # Zero the tail of tgt so stale block IDs from tgt's previous | ||
| # (longer) occupant cannot leak past num_blocks_per_row[tgt]. | ||
| # See vllm-project/vllm#39589. | ||
| block_table_np[tgt, num_blocks : self.max_num_blocks_per_req] = 0 |
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Since the invariant established by this PR ensures that the tail of every row (past num_blocks_per_row) is always zero, move_row can be simplified and optimized by copying the entire row from src to tgt in a single contiguous operation. This avoids two separate sliced assignments and is more efficient for the CPU cache and memory controller.
Additionally, if src == tgt, the operation can be skipped entirely.
| block_table_np[tgt, :num_blocks] = block_table_np[src, :num_blocks] | |
| # Zero the tail of tgt so stale block IDs from tgt's previous | |
| # (longer) occupant cannot leak past num_blocks_per_row[tgt]. | |
| # See vllm-project/vllm#39589. | |
| block_table_np[tgt, num_blocks : self.max_num_blocks_per_req] = 0 | |
| if src == tgt: | |
| return | |
| block_table_np[tgt, :] = block_table_np[src, :] | |
| self.num_blocks_per_row[tgt] = num_blocks |
Summary
Fixes #39589 — non-deterministic output from concurrent
/v1/completionsrequests attemperature=0when prompt lengths differ,on V1 + FlashInfer. The reporter observed up to 7 distinct output
variants across 20 runs and confirmed the bug was not explained by FP
non-determinism (
VLLM_BATCH_INVARIANT=1did not help), by prefixcaching (repros with
--no-enable-prefix-caching), or by the priorzero-init recycled-block fix (#39283).
Root cause
BlockTablerows are only written up tonum_blocks_per_row[row_idx]and the tail is never cleared. When a persistent-batch row slot is
reused by a shorter request (or becomes the
tgtofmove_row), staleblock IDs from the previous occupant remain in the tail.
FlashInfer's
_copy_page_indices_kernel(
vllm/v1/attention/backends/flashinfer.py) readsblock_table[req_idx, 0:num_blocks]wherenum_blockscomes fromnum_blocks_np = ceil(seq_lens_np / page_size). If that value everexceeds the row's logical length (which can happen across concurrent
variable-length prefills under persistent batching), the kernel picks
up block IDs that still point at another live request's KV, and
attention happily reads from the wrong request. This matches every
aspect of the reported symptom: divergence starts at token 0, scales
with concurrency, is insensitive to batch-invariant and prefix caching,
and produces many distinct output variants (not a binary FP flip).
Fix
Zero the tail of the row (up to
max_num_blocks_per_req) in:BlockTable.append_row: after writing[start:end], zero[end:max_num_blocks_per_req]. Comment references [Bug]: KV Cache Read/Write Index Corruption Under Concurrent Prefill of Variable-Length Sequences (vLLM V1, FlashInfer) #39589 so a futurereader does not "optimize" it away.
BlockTable.move_row: after copyingsrc → tgt, zero[num_blocks:max_num_blocks_per_req]ontgtso the previous (longer)occupant of
tgtcannot leak.The change is local, CPU-side (numpy), and paid per-request per-step on
a few hundred to a few thousand int32 stores — negligible against H2D
copy and kernel launch cost.
append_rowalso switchesif not block_idstoif len(block_ids) == 0so numpy-array arguments(which raise on truthiness) are handled cleanly.
clear_rowalready zeros its prefix,swap_rowgoes through a fullbuffer swap, and
commit_block_tablecopies the whole row H2D — allremain correct under the stronger invariant and need no further
changes.
Why not Hypotheses B / C / D
Following the investigation plan, hypotheses B (DCP
seq_lens_np/paged_kv_last_page_leninconsistency), C (persistent-batch reorderwithout row permutation), and D (V1 analog of #36580 slot-mapping pad
bug) were either not the reporter's configuration (no DCP, no cascade),
shown to be internally consistent in current V1 code, or already fixed
upstream. None of them explain the reporter's symptom on their own and
none are touched here.
Duplicate-work check
Per AGENTS.md §1:
Both return no open PRs as of 2026-04-11. This is not duplicating open
work.
AI assistance disclosure
AI assistance (Claude) was used to investigate, write, and test this
change. The submitter reviewed every changed line and ran the tests
listed below.
Test plan
tests/v1/worker/test_block_table.py— new unit tests for thetail-zero invariant across
append_row,add_row,move_row,clear_row, including:move_rowtail clearing whentgtpreviously held a longer row.clear_rowprefix zeroing and no-touch of sibling rows.use_hybrid_blocks=True) path.tests/v1/e2e/general/test_concurrent_prefill_determinism.py—end-to-end determinism regression at
temperature=0across 20trials of a variable-length-prefill batch on
Qwen/Qwen2.5-0.5B-Instructwithenforce_eager=True..venv/bin/python -m pytest tests/v1/worker/test_block_table.py -v.venv/bin/python -m pytest tests/v1/worker/ tests/v1/attention/ -v.venv/bin/python -m pytest tests/v1/ -k flashinfer -vrepro_minimal.pyagainst a local server; expected 0/200 divergences (vs.
11/200+ before the fix).
pre-commit run --all-filesandpre-commit run mypy-3.10 --all-files --hook-stage manual.Closes #39589