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OpenAdvisories
Medium · 6.5 CVE-2026-126399 EUVD-2026-125166GHSA-gm8j-8578-p8q4

vLLM 0.19.0 before 0.31.0 Resource Exhaustion via Request-Level num_frames

Published Nov 13, 2026 · Updated Nov 13, 2026 · Assigned by VulnCheck

Description

vLLM from 0.19.0 before 0.31.0 contains a resource exhaustion vulnerability that allows inference clients to bypass the server frame limit by setting media_io_kwargs.video.num_frames in chat completion requests. Attackers can supply num_frames=-1 or a large value with many base64 JPEG frames, forcing VideoMediaIO to decode all frames and np.stack them, causing memory exhaustion.

Affected products

VendorProductAffectedFixed
vllm-project vllm 0.19.0 – < 0.31.0 0.31.0

Advisories 1

References