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CVE-2026-56340

Опубликовано: 20 июн. 2026
Источник: redhat
CVSS3: 8.8
EPSS Низкий

Описание

vLLM versions >= 0.10.2 and < 0.13.0 are missing sparse tensor validation in multimodal embeddings processing. Because PyTorch disables sparse tensor invariant checks by default, an attacker can submit crafted embedding requests with malformed (negative or out-of-bounds) tensor indices, when the prompt-embeds feature is enabled, to trigger crashes or resource exhaustion (denial of service), with potential for out-of-bounds/write-what-where memory corruption. This continues CVE-2025-62164, whose prior fix only disabled the feature by default rather than addressing the root cause.

A flaw was found in vLLM. This vulnerability allows a remote attacker to trigger crashes or resource exhaustion, leading to a denial of service (DoS). By submitting specially crafted embedding requests with malformed tensor indices, when the prompt-embeds feature is enabled, an attacker could also potentially achieve out-of-bounds memory corruption, which may enable arbitrary code execution.

Отчет

Red Hat rates this issue as having Important impact for affected Red Hat AI Inference Server images shipping vLLM 0.10.2 through 0.13.x when prompt-embeds multimodal embedding support is enabled. Versions outside this range, Red Hat OpenShift AI KServe sidecars, and Red Hat Enterprise Linux AI 3.4 bootc images (vLLM 0.17+/0.18+) are not affected.

Меры по смягчению последствий

Disable prompt-embeds if not required. Restrict who can submit multimodal embedding requests. Apply authentication and rate limits on inference APIs. Upgrade to a fixed vLLM build when available from Red Hat.

Затронутые пакеты

ПлатформаПакетСостояниеРекомендацияРелиз
Red Hat AI Inference Serverrhaiis/vllm-cpu-rhel9Not affected
Red Hat AI Inference Serverrhaiis/vllm-cuda-rhel9Not affected
Red Hat AI Inference Serverrhaiis/vllm-neuron-rhel9Will not fix
Red Hat AI Inference Serverrhaiis/vllm-rocm-rhel9Not affected
Red Hat AI Inference Serverrhaiis/vllm-spyre-rhel9Affected
Red Hat AI Inference Serverrhaiis/vllm-tpu-rhel9Will not fix
Red Hat AI Inference Serverrhaii/vllm-cpu-rhel9Not affected
Red Hat AI Inference Serverrhaii/vllm-cuda-rhel9Not affected
Red Hat AI Inference Serverrhaii/vllm-gaudi-rhel9Not affected
Red Hat AI Inference Serverrhaii/vllm-neuron-rhel9Not affected

Показывать по

Дополнительная информация

Статус:

Important
Дефект:
CWE-787
https://bugzilla.redhat.com/show_bug.cgi?id=2491060vllm: vLLM: Denial of service and potential arbitrary code execution via malformed multimodal embedding requests

EPSS

Процентиль: 28%
0.00352
Низкий

8.8 High

CVSS3

Связанные уязвимости

CVSS3: 8.8
nvd
около 1 месяца назад

vLLM versions >= 0.10.2 and < 0.13.0 are missing sparse tensor validation in multimodal embeddings processing. Because PyTorch disables sparse tensor invariant checks by default, an attacker can submit crafted embedding requests with malformed (negative or out-of-bounds) tensor indices, when the prompt-embeds feature is enabled, to trigger crashes or resource exhaustion (denial of service), with potential for out-of-bounds/write-what-where memory corruption. This continues CVE-2025-62164, whose prior fix only disabled the feature by default rather than addressing the root cause.

CVSS3: 8.8
debian
около 1 месяца назад

vLLM versions >= 0.10.2 and < 0.13.0 are missing sparse tensor validat ...

CVSS3: 8.8
github
около 1 месяца назад

vLLM versions >= 0.10.2 and < 0.13.0 are missing sparse tensor validation in multimodal embeddings processing. Because PyTorch disables sparse tensor invariant checks by default, an attacker can submit crafted embedding requests with malformed (negative or out-of-bounds) tensor indices, when the prompt-embeds feature is enabled, to trigger crashes or resource exhaustion (denial of service), with potential for out-of-bounds/write-what-where memory corruption. This continues CVE-2025-62164, whose prior fix only disabled the feature by default rather than addressing the root cause.

EPSS

Процентиль: 28%
0.00352
Низкий

8.8 High

CVSS3