GitHub Advisoryadvisory · PyPI
GHSA-gx7p-2j49-hfq4 vLLM : DoS via unvalidated mm_processor_kwargs in multimodal image processors (Isaac, InternVL, H2OVL, etc.)
HIGH
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
- https://github.com/vllm-project/vllm/security/advisories/GHSA-gx7p-2j49-hfq4 web
- https://nvd.nist.gov/vuln/detail/CVE-2026-114055 advisory
- https://github.com/vllm-project/vllm/pull/58830 web
- https://github.com/vllm-project/vllm/commit/31f2e70cd3e403aaa471fb7fe3d33a7207aaf3cc web
- https://github.com/vllm-project/vllm package
- https://github.com/vllm-project/vllm/releases/tag/v0.31.0 web
- https://www.vulncheck.com/advisories/vllm-0.7.3-before-0.31.0-dos-via-unvalidated-mm-processor-kwargs web