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  5. CVE-2020-15193

CVE-2020-15193: Memory corruption in Tensorflow

September 25, 2020 (updated October 28, 2024)

The implementation of dlpack.to_dlpack can be made to use uninitialized memory resulting in further memory corruption. This is because the pybind11 glue code assumes that the argument is a tensor: https://github.com/tensorflow/tensorflow/blob/0e68f4d3295eb0281a517c3662f6698992b7b2cf/tensorflow/python/tfe_wrapper.cc#L1361

However, there is nothing stopping users from passing in a Python object instead of a tensor.

In [2]: tf.experimental.dlpack.to_dlpack([2])
==1720623==WARNING: MemorySanitizer: use-of-uninitialized-value

References

  • github.com/advisories/GHSA-rjjg-hgv6-h69v
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2020-273.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2020-308.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2020-116.yaml
  • github.com/tensorflow/tensorflow
  • github.com/tensorflow/tensorflow/commit/22e07fb204386768e5bcbea563641ea11f96ceb8
  • github.com/tensorflow/tensorflow/releases/tag/v2.3.1
  • github.com/tensorflow/tensorflow/security/advisories/GHSA-rjjg-hgv6-h69v
  • nvd.nist.gov/vuln/detail/CVE-2020-15193

Code Behaviors & Features

Detect and mitigate CVE-2020-15193 with GitLab Dependency Scanning

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Affected versions

All versions starting from 2.2.0 before 2.2.1, version 2.2.0, all versions starting from 2.3.0 before 2.3.1, version 2.3.0

Fixed versions

  • 2.2.1
  • 2.3.1

Solution

Upgrade to versions 2.2.1, 2.3.1 or above.

Impact 7.1 HIGH

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

Learn more about CVSS

Weakness

  • CWE-908: Use of Uninitialized Resource

Source file

pypi/tensorflow-cpu/CVE-2020-15193.yml

Spotted a mistake? Edit the file on GitLab.

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