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CVE-2022-29196: Improper Input Validation

May 20, 2022 (updated July 21, 2023)

TensorFlow is an open source platform for machine learning. Prior to versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4, the implementation of tf.raw_ops.Conv3DBackpropFilterV2 does not fully validate the input arguments. This results in a CHECK-failure which can be used to trigger a denial of service attack. The code does not validate that the filter_sizes argument is a vector. Versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4 contain a patch for this issue.

References

  • github.com/advisories/GHSA-5v77-j66x-4c4g
  • github.com/tensorflow/tensorflow/blob/f3b9bf4c3c0597563b289c0512e98d4ce81f886e/tensorflow/core/kernels/conv_grad_ops_3d.cc
  • github.com/tensorflow/tensorflow/commit/174c5096f303d5be7ed2ca2662b08371bff4ab88
  • github.com/tensorflow/tensorflow/releases/tag/v2.6.4
  • github.com/tensorflow/tensorflow/releases/tag/v2.7.2
  • github.com/tensorflow/tensorflow/releases/tag/v2.8.1
  • github.com/tensorflow/tensorflow/releases/tag/v2.9.0
  • github.com/tensorflow/tensorflow/security/advisories/GHSA-5v77-j66x-4c4g
  • nvd.nist.gov/vuln/detail/CVE-2022-29196

Code Behaviors & Features

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Affected versions

All versions before 2.6.4, all versions starting from 2.7.0 up to 2.9.0

Fixed versions

  • 2.6.4
  • 2.9.1

Solution

Upgrade to versions 2.6.4, 2.9.1 or above.

Impact 5.5 MEDIUM

CVSS:3.1/AV:L/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

Source file

pypi/tensorflow/CVE-2022-29196.yml

Spotted a mistake? Edit the file on GitLab.

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