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CVE-2022-23591: Stack overflow in TensorFlow

February 9, 2022 (updated November 13, 2024)

The GraphDef format in TensorFlow does not allow self recursive functions. The runtime assumes that this invariant is satisfied. However, a GraphDef containing a fragment such as the following can be consumed when loading a SavedModel:

library {
function {
signature {
name: "SomeOp"
description: "Self recursive op"
}
node_def {
name: "1"
op: "SomeOp"
}
node_def {
name: "2"
op: "SomeOp"
}
}
}

This would result in a stack overflow during execution as resolving each NodeDef means resolving the function itself and its nodes.

References

  • github.com/advisories/GHSA-247x-2f9f-5wp7
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-100.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-155.yaml
  • github.com/tensorflow/tensorflow
  • github.com/tensorflow/tensorflow/commit/448a16182065bd08a202d9057dd8ca541e67996c
  • github.com/tensorflow/tensorflow/security/advisories/GHSA-247x-2f9f-5wp7
  • nvd.nist.gov/vuln/detail/CVE-2022-23591

Code Behaviors & Features

Detect and mitigate CVE-2022-23591 with GitLab Dependency Scanning

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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 7.5 HIGH

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

Learn more about CVSS

Weakness

  • CWE-400: Uncontrolled Resource Consumption
  • CWE-674: Uncontrolled Recursion

Source file

pypi/tensorflow/CVE-2022-23591.yml

Spotted a mistake? Edit the file on GitLab.

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