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CVE-2022-23581: `CHECK`-failures during Grappler's `IsSimplifiableReshape` in Tensorflow

February 7, 2022 (updated November 7, 2024)

The Grappler optimizer in TensorFlow can be used to cause a denial of service by altering a SavedModel such that IsSimplifiableReshape would trigger CHECK failures.

References

  • github.com/advisories/GHSA-fq86-3f29-px2c
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-90.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-145.yaml
  • github.com/tensorflow/tensorflow
  • github.com/tensorflow/tensorflow/blob/a1320ec1eac186da1d03f033109191f715b2b130/tensorflow/core/grappler/optimizers/constant_folding.cc
  • github.com/tensorflow/tensorflow/commit/1fb27733f943295d874417630edd3b38b34ce082
  • github.com/tensorflow/tensorflow/commit/240655511cd3e701155f944a972db71b6c0b1bb6
  • github.com/tensorflow/tensorflow/commit/ebc1a2ffe5a7573d905e99bd0ee3568ee07c12c1
  • github.com/tensorflow/tensorflow/security/advisories/GHSA-fq86-3f29-px2c
  • nvd.nist.gov/vuln/detail/CVE-2022-23581

Code Behaviors & Features

Detect and mitigate CVE-2022-23581 with GitLab Dependency Scanning

Secure your software supply chain by verifying that all open source dependencies used in your projects contain no disclosed vulnerabilities. Dependency Scanning using SBOM also detects vulnerabilities from proprietary advisories that this site does not include. Learn more about Dependency Scanning using SBOM →

Affected versions

All versions before 2.5.3, all versions starting from 2.6.0 before 2.6.3, all versions starting from 2.7.0 before 2.7.1, version 2.7.0

Fixed versions

  • 2.5.3
  • 2.6.3
  • 2.7.1

Solution

Upgrade to versions 2.5.3, 2.6.3, 2.7.1 or above.

Impact 6.5 MEDIUM

CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H

Learn more about CVSS

Weakness

  • CWE-617: Reachable Assertion

Source file

pypi/tensorflow-gpu/CVE-2022-23581.yml

Spotted a mistake? Edit the file on GitLab.

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