vLLM from 0.7.3 before 0.31.0 contains an uncontrolled resource consumption vulnerability that allows remote clients to control multimodal…
[email protected]·CWE-400·Published 2026-10-21
vLLM from 0.7.3 before 0.31.0 contains an uncontrolled resource consumption vulnerability that allows remote clients to control multimodal processor parameters by supplying per-request mm_processor_kwargs. Attackers can set large image size, patch count, crop count, or frame count values in Isaac, InternVL, H2OVL, and other processors to exhaust memory and terminate the shared server.
vLLM from 0.7.3 before 0.31.0 contains an uncontrolled resource consumption vulnerability that allows remote clients to control multimodal processor parameters by supplying per-request mm_processor_kwargs. Attackers can set large image size, patch count, crop count, or frame count values in Isaac, InternVL, H2OVL, and other processors to exhaust memory and terminate the shared server.
## 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
## 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
| Version | Type | Source | Base | Exp | Impact | Vector |
|---|---|---|---|---|---|---|
| 3.1 | Primary | cve.org | 7.5 | — | — | CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H |
| 3.1 | Primary | cve.org | 7.5 | — | — | CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H |
| 3.1 | Primary | NVD | 7.5 | 3.9 | 3.6 | CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H |
| 3.1 | Secondary | NVD | 7.5 | 3.9 | 3.6 | CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H |
| 3.1 | Secondary | GHSA | 7.5 | — | — | CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H |
| 4.0 | Primary | cve.org | 8.7 | — | — | CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N |
| 4.0 | Primary | cve.org | 8.7 | — | — | CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N |
| 4.0 | Secondary | NVD | 8.7 | — | — | CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N/E:X/CR:X/IR:X/AR:X/MAV:X/MAC:X/MAT:X/MPR:X/MUI:X/MVC:X/MVI:X/MVA:X/MSC:X/MSI:X/MSA:X/S:X/AU:X/R:X/V:X/RE:X/U:X |
| 4.0 | Secondary | ENISA EUVD | 8.7 | — | — | CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N |