vLLM is an inference and serving engine for large language models.
CVE-2026-115916
For a model whose vocabulary size is an exact multiple of the embedding padding size (64) — e.g. any Llama-2-family model, vocab 32000 — a single request carrying a pre-tokenized prompt with token id equal to the vocab size (32000) passes vLLM's input-id validation but is one past the last embedding row. At tensor-parallel size 1 the embedding lookup does not mask indices, so the id reaches F.embedding out of range and raises a CUDA device-side assert, which poisons the engine's CUDA context and takes the engine down. Any client that can send pre-tokenized input (/v1/completions with prompt as token ids, /tokenize-fed flows, or the kvtransferparams["prompttokenids"] reuse path) can trigger it. Root cause vllm/v1/engine/inputprocessor.py accepts a token id when id 1 masks via getmaskedinputandmask, so the id is clamped, not an OOB — likely wrong output rather than a crash. Models whose vocab is a multiple of 64 with tokenizer.vocabsize one past the max real id (Llama-2 family, vocab 32000, is the clear case). Qwen2.5 is NOT affected (padded headroom). Suggested fix maxtokenid in vllm/tokenizers/hf.py now uses tokenizer.vocabsize - 1, so an id equal to the vocabulary size fails…
Part of the AI stack
This affects vLLM, in Inference & serving.
Assessment
- CVSS
- 6.5 (v3.1)
- Severity
- Medium
- EPSS
- 0.00312% chance of exploitation in the next 30 days
- Known exploited
- Not listed in CISA KEV
- Exploit availability
- Nothing found in Exploit-DB, Metasploit, Nuclei or public PoC repositories
- Published
- 26 October 2026
- Last updated
- 28 October 2026
- Affected
- pip · vllm
- Weakness
- CWE-129, CWE-193
- Assigner
- security-advisories@github.com
CVSS vectorCVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H
At the source
References
- https://github.com/vllm-project/vllm/commit/37cecc8141e2dcba9dd534897a164d4baaf27229
- https://github.com/vllm-project/vllm/pull/59491
- https://github.com/vllm-project/vllm/releases/tag/v0.32.0
- https://github.com/vllm-project/vllm/security/advisories/GHSA-q97c-p368-75c4
- https://nvd.nist.gov/vuln/detail/CVE-2026-115916
- https://github.com/advisories/GHSA-q97c-p368-75c4
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