GitHub Advisoryadvisory · PyPI

GHSA-gx7p-2j49-hfq4 vLLM : DoS via unvalidated mm_processor_kwargs in multimodal image processors (Isaac, InternVL, H2OVL, etc.)

HIGH Published 2026-10-23 Modified 2026-10-23 Official page ↗
Aliases
CVE-2026-114055
Ecosystem
PyPI
Packages
vllm
Severity
High
CVSS vector
CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H
Weaknesses
CWE-400
Reviewed
2026-10-23

Affected packages

• PyPI vllm: >= 0.7.3, < 0.31.0 → fixed in 0.31.0

Description

Summary API clients can supply arbitrary `mm_processor_kwargs` per request. vLLM forwards these values through the multimodal rendering and processing pipeline to Hugging Face and custom image/video processor constructors and calls. Resource-sensitive values such as image size, patch size, patch count, crop count, or frame count can therefore be controlled by a remote client. For processors that upscale inputs, a single request can force an allocation large enough to terminate the API server or worker with an out-of-memory condition. Affected Components The per-request field was introduced in commit `041e29471671a3d43afedb6a749421d56ef4d3e7` and first shipped in v0.7.3. The generic forwarding path remains present in current `main`. The Isaac path is a concrete high-amplification example: • `ChatCompletionRequest.mm_processor_kwargs` • `OnlineRenderer` request extras • `MMProcessorInputs.hf_processor_mm_kwargs` • `BaseMultiModalProcessor.info.get_hf_processor(hf_processor_mm_kwargs)` • `IsaacProcessingInfo.get_image_processor(kwargs)` • `IsaacImageProcessor(kwargs)` • `process_vision_for_patches()` Equivalent constructor forwarding exists in InternVL-derived processors, H2OVL, Step3VL, NemotronVL, and other multimodal processors. The issue is at the shared remote-input boundary and is not limited to a fixed model list. Impact • Availability: one request can exhaust CPU or GPU memory and terminate a shared service process. • Scope: all users of the affected service instance lose availability. • Authentication:** vLLM's API key is optional, so deployments without an external authentication layer are remotely reachable without privileges. Remediation Reject non-empty per-request `mm_processor_kwargs` at every API-server request schema by default. Operators serving only trusted clients can explicitly opt in to the existing override behavior. Server-level `--mm-processor-kwargs` and offline `LLM` overrides remain available. This shared boundary covers current and future multimodal processors instead of maintaining a model-specific list or a denylist that can miss custom processor arguments. A patch for this was merged here: https://github.com/vllm-project/vllm/pull/58830

Related

Alias · CVE (1)

  • CVE-2026-114055 vLLM from 0.7.3 before 0.31.0 contains an uncontrolled resource consumption vulnerability that allows remote clients to control multimodal… vulnerability

Weakness · CWE (1)

  • CWE-400 Uncontrolled Resource Consumption weakness

References