Description
vLLM before 0.29.0 contains a resource-limit bypass vulnerability in PyNvVideoCodec decoder allocation where sampler subclass shadowing allows independent counter increments. Unauthenticated attackers can select different sampler subclasses in video requests to exceed configured decoder limits and exhaust unaccounted GPU memory.
Published: 2026-09-26
Score: 6.3 Medium
EPSS: < 1% Very Low
KEV: No
Impact: Denial of Service via GPU memory exhaustion
Action: Apply Patch
AI Analysis

Impact

The vulnerability allows an attacker to manipulate sampler subclass selection in video requests, bypassing internal resource limits in the PyNvVideoCodec decoder. By incrementing counters independently, the attacker can exceed the configured decoder limits and deplete GPU memory that has not been accounted for, leading to service instability or downtime. The weakness corresponds to CWE‑770, indicating improper resource allocation.

Affected Systems

vLLM versions before 0.29.0 are affected. This includes all deployments of the vllm project that have not applied the 0.29.0 release or later. The issue is present in the core library and impacts any instance where the PyNvVideoCodec decoder is utilized for video processing.

Risk and Exploitability

The CVSS score of 6.3 indicates moderate severity. EPSS is not available, so the publicly known exploitation probability is unclear. The vulnerability is not listed in the CISA KEV catalog. An unauthenticated attacker with network access to the vLLM service could craft video requests specifying arbitrary sampler subclasses to trigger the resource limit bypass. Because the flaw resides in the decoder allocation logic, exploitation does not require privileged access or elevated privileges, and is therefore likely achievable over the network. The potential impact is a denial of service by exhausting GPU memory.

Generated by OpenCVE AI on September 26, 2026 at 15:47 UTC.

Remediation

No solution or workaround provided in the CVE record.

OpenCVE Recommended Actions

  • Update vLLM to version 0.29.0 or later, which includes the official fix.
  • If an upgrade is not immediately possible, validate incoming video requests and whitelist accepted sampler subclass values, rejecting any that are not recognized.
  • Enforce strict GPU memory limits through container or host resource constraints to prevent total exhaustion if the bypass is triggered.

Generated by OpenCVE AI on September 26, 2026 at 15:47 UTC.

Tracking

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Advisories

No advisories yet.

History

Sun, 04 Oct 2026 06:30:00 +0000

Type Values Removed Values Added
Metrics ssvc

{'options': {'Automatable': 'no', 'Exploitation': 'none', 'Technical Impact': 'partial'}, 'version': '2.0.3'}


Sun, 27 Sep 2026 00:15:00 +0000

Type Values Removed Values Added
References
Metrics threat_severity

None

threat_severity

Low


Sat, 26 Sep 2026 13:30:00 +0000

Type Values Removed Values Added
Description vLLM before 0.29.0 contains a resource-limit bypass vulnerability in PyNvVideoCodec decoder allocation where sampler subclass shadowing allows independent counter increments. Unauthenticated attackers can select different sampler subclasses in video requests to exceed configured decoder limits and exhaust unaccounted GPU memory.
Title vLLM before 0.29.0 Resource Limit Bypass via Sampler Subclass
First Time appeared Vllm
Vllm vllm
Weaknesses CWE-770
CPEs cpe:2.3:a:vllm:vllm:*:*:*:*:*:*:*:*
Vendors & Products Vllm
Vllm vllm
References
Metrics cvssV3_1

{'score': 3.7, 'vector': 'CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:L'}

cvssV4_0

{'score': 6.3, 'vector': 'CVSS:4.0/AV:N/AC:H/AT:P/PR:N/UI:N/VC:N/VI:N/VA:L/SC:N/SI:N/SA:N'}


cve-icon MITRE

Status: PUBLISHED

Assigner: VulnCheck

Published:

Updated: 2026-10-02T18:00:11.135Z

Reserved: 2026-09-26T02:33:07.898Z

Link: CVE-2026-100649

cve-icon Vulnrichment

Updated: 2026-10-02T18:00:06.603Z

cve-icon NVD

Status : Analyzed

Published: 2026-09-26T14:16:47.380

Modified: 2026-10-06T19:37:35.050

Link: CVE-2026-100649

cve-icon Redhat

Severity : Low

Publid Date: 2026-09-26T13:23:19Z

Links: CVE-2026-100649 - Bugzilla

cve-icon OpenCVE Enrichment

Updated: 2026-09-26T16:00:09Z

Weaknesses
  • CWE-770

    Allocation of Resources Without Limits or Throttling