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CVE-2022-29200: 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.LSTMBlockCell 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 the ranks of any of the arguments to this API call. This results in CHECK-failures when the elements of the tensor are accessed. 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-2vv3-56qg-g2cf
  • github.com/tensorflow/tensorflow/blob/f3b9bf4c3c0597563b289c0512e98d4ce81f886e/tensorflow/core/kernels/rnn/lstm_ops.cc
  • github.com/tensorflow/tensorflow/commit/803404044ae7a1efac48ba82d74111fce1ddb09a
  • 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-2vv3-56qg-g2cf
  • nvd.nist.gov/vuln/detail/CVE-2022-29200

Code Behaviors & Features

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Affected versions

All versions before 2.6.4, all versions starting from 2.7.0 before 2.7.2, all versions starting from 2.8.0 before 2.8.1

Fixed versions

  • 2.6.4
  • 2.7.2
  • 2.8.1

Solution

Upgrade to versions 2.6.4, 2.7.2, 2.8.1 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-2022-29200.yml

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