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  5. CVE-2020-15195

CVE-2020-15195: Heap buffer overflow in Tensorflow

September 25, 2020 (updated October 28, 2024)

The implementation of SparseFillEmptyRowsGrad uses a double indexing pattern: https://github.com/tensorflow/tensorflow/blob/0e68f4d3295eb0281a517c3662f6698992b7b2cf/tensorflow/core/kernels/sparse_fill_empty_rows_op.cc#L263-L269

It is possible for reverse_index_map(i) to be an index outside of bounds of grad_values, thus resulting in a heap buffer overflow.

References

  • github.com/advisories/GHSA-63xm-rx5p-xvqr
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2020-275.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2020-310.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2020-118.yaml
  • github.com/tensorflow/tensorflow
  • github.com/tensorflow/tensorflow/commit/390611e0d45c5793c7066110af37c8514e6a6c54
  • github.com/tensorflow/tensorflow/releases/tag/v2.3.1
  • github.com/tensorflow/tensorflow/security/advisories/GHSA-63xm-rx5p-xvqr
  • nvd.nist.gov/vuln/detail/CVE-2020-15195

Code Behaviors & Features

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Affected versions

All versions before 1.15.4, all versions starting from 2.0.0 before 2.0.3, all versions starting from 2.1.0 before 2.1.2, 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

  • 1.15.4
  • 2.0.3
  • 2.1.2
  • 2.2.1
  • 2.3.1

Solution

Upgrade to versions 1.15.4, 2.0.3, 2.1.2, 2.2.1, 2.3.1 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-119: Improper Restriction of Operations within the Bounds of a Memory Buffer
  • CWE-122: Heap-based Buffer Overflow
  • CWE-787: Out-of-bounds Write

Source file

pypi/tensorflow-gpu/CVE-2020-15195.yml

Spotted a mistake? Edit the file on GitLab.

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