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  5. CVE-2022-23580

CVE-2022-23580: Abort caused by allocating a vector that is too large in Tensorflow

February 7, 2022 (updated November 7, 2024)

During shape inference, TensorFlow can allocate a large vector based on a value from a tensor controlled by the user:

const auto num_dims = Value(shape_dim);
std::vector<DimensionHandle> dims;
dims.reserve(num_dims);

References

  • github.com/advisories/GHSA-627q-g293-49q7
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-89.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-144.yaml
  • github.com/tensorflow/tensorflow
  • github.com/tensorflow/tensorflow/blob/a1320ec1eac186da1d03f033109191f715b2b130/tensorflow/core/framework/shape_inference.cc
  • github.com/tensorflow/tensorflow/commit/1361fb7e29449629e1df94d44e0427ebec8c83c7
  • github.com/tensorflow/tensorflow/security/advisories/GHSA-627q-g293-49q7
  • nvd.nist.gov/vuln/detail/CVE-2022-23580

Code Behaviors & Features

Detect and mitigate CVE-2022-23580 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 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-1284: Improper Validation of Specified Quantity in Input
  • CWE-400: Uncontrolled Resource Consumption

Source file

pypi/tensorflow-gpu/CVE-2022-23580.yml

Spotted a mistake? Edit the file on GitLab.

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