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[Bugfix] Zero block_table row tail to fix concurrent variable-length prefill non-determinism (#39589)#39591

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[Bugfix] Zero block_table row tail to fix concurrent variable-length prefill non-determinism (#39589)#39591
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parasol-aser:fix/39589-block-table-tail-zero

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Summary

Fixes #39589 — non-deterministic output from concurrent
/v1/completions requests at temperature=0 when 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=1 did not help), by prefix
caching (repros with --no-enable-prefix-caching), or by the prior
zero-init recycled-block fix (#39283).

Root cause

BlockTable rows are only written up to num_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 tgt of move_row), stale
block IDs from the previous occupant remain in the tail.

FlashInfer's _copy_page_indices_kernel
(vllm/v1/attention/backends/flashinfer.py) reads
block_table[req_idx, 0:num_blocks] where num_blocks comes from
num_blocks_np = ceil(seq_lens_np / page_size). If that value ever
exceeds 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:

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_row also switches
if not block_ids to if len(block_ids) == 0 so numpy-array arguments
(which raise on truthiness) are handled cleanly.

clear_row already zeros its prefix, swap_row goes through a full
buffer swap, and commit_block_table copies the whole row H2D — all
remain 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_len inconsistency), C (persistent-batch reorder
without 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:

gh pr list --repo vllm-project/vllm --state open --search "39589 in:body"
gh pr list --repo vllm-project/vllm --state open --search "block_table append_row tail"

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 the
    tail-zero invariant across append_row, add_row, move_row,
    clear_row, including:
  • tests/v1/e2e/general/test_concurrent_prefill_determinism.py
    end-to-end determinism regression at temperature=0 across 20
    trials of a variable-length-prefill batch on
    Qwen/Qwen2.5-0.5B-Instruct with enforce_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 -v
  • Upstream reproducer: 200 runs of reporter's repro_minimal.py
    against a local server; expected 0/200 divergences (vs.
    11/200+ before the fix).
  • pre-commit run --all-files and
    pre-commit run mypy-3.10 --all-files --hook-stage manual.

Closes #39589

…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>
@parasol-aser parasol-aser requested a review from njhill as a code owner April 11, 2026 23:22
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@mergify mergify Bot added v1 bug Something isn't working labels Apr 11, 2026

@gemini-code-assist gemini-code-assist Bot left a comment

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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.

Comment on lines 140 to +144
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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high

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.

Suggested change
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

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[Bug]: KV Cache Read/Write Index Corruption Under Concurrent Prefill of Variable-Length Sequences (vLLM V1, FlashInfer)

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