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CVE-2022-23574: Out of bounds read and write in Tensorflow

February 9, 2022 (updated November 13, 2024)

There is a typo in TensorFlow’s SpecializeType which results in heap OOB read/write:

for (int i = 0; i < op_def.output_arg_size(); i++) {
// ...
for (int j = 0; j < t->args_size(); j++) {
auto* arg = t->mutable_args(i);
// ...
}
}

Due to a typo, arg is initialized to the ith mutable argument in a loop where the loop index is j. Hence it is possible to assign to arg from outside the vector of arguments. Since this is a mutable proto value, it allows both read and write to outside of bounds data.

References

  • github.com/advisories/GHSA-77gp-3h4r-6428
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-83.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-138.yaml
  • github.com/tensorflow/tensorflow
  • github.com/tensorflow/tensorflow/blob/a1320ec1eac186da1d03f033109191f715b2b130/tensorflow/core/framework/full_type_util.cc
  • github.com/tensorflow/tensorflow/commit/0657c83d08845cc434175934c642299de2c0f042
  • github.com/tensorflow/tensorflow/security/advisories/GHSA-77gp-3h4r-6428
  • nvd.nist.gov/vuln/detail/CVE-2022-23574

Code Behaviors & Features

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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 8.8 HIGH

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

Learn more about CVSS

Weakness

  • CWE-125: Out-of-bounds Read
  • CWE-787: Out-of-bounds Write

Source file

pypi/tensorflow-gpu/CVE-2022-23574.yml

Spotted a mistake? Edit the file on GitLab.

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