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  5. CVE-2020-15213

CVE-2020-15213: Denial of service in tensorflow-lite

September 25, 2020 (updated October 28, 2024)

In TensorFlow Lite models using segment sum can trigger a denial of service by causing an out of memory allocation in the implementation of segment sum. Since code uses the last element of the tensor holding them to determine the dimensionality of output tensor, attackers can use a very large value to trigger a large allocation: https://github.com/tensorflow/tensorflow/blob/0e68f4d3295eb0281a517c3662f6698992b7b2cf/tensorflow/lite/kernels/segment_sum.cc#L39-L44

References

  • github.com/advisories/GHSA-hjmq-236j-8m87
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2020-293.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2020-328.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2020-136.yaml
  • github.com/tensorflow/tensorflow
  • github.com/tensorflow/tensorflow/blob/0e68f4d3295eb0281a517c3662f6698992b7b2cf/tensorflow/lite/kernels/segment_sum.cc
  • github.com/tensorflow/tensorflow/commit/00c7ed7ce81c2126ebc17dfe7073b5c0efd5ec0a
  • github.com/tensorflow/tensorflow/commit/204945b19e44b57906c9344c0d00120eeeae178a
  • github.com/tensorflow/tensorflow/commit/a4030d8ba3692c438997c27be2dd95f3d5f54827
  • github.com/tensorflow/tensorflow/releases/tag/v2.3.1
  • github.com/tensorflow/tensorflow/security/advisories/GHSA-hjmq-236j-8m87
  • nvd.nist.gov/vuln/detail/CVE-2020-15213

Code Behaviors & Features

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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 4 MEDIUM

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

Learn more about CVSS

Weakness

  • CWE-119: Improper Restriction of Operations within the Bounds of a Memory Buffer
  • CWE-770: Allocation of Resources Without Limits or Throttling

Source file

pypi/tensorflow-gpu/CVE-2020-15213.yml

Spotted a mistake? Edit the file on GitLab.

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