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CVE-2021-29587: Division by zero in TFLite's implementation of `SpaceToDepth`

May 21, 2021 (updated November 13, 2024)

The Prepare step of the SpaceToDepth TFLite operator does not check for 0 before division.

const int block_size = params->block_size;
const int input_height = input->dims->data[1];
const int input_width = input->dims->data[2];
int output_height = input_height / block_size;
int output_width = input_width / block_size;

An attacker can craft a model such that params->block_size would be zero.

References

  • github.com/advisories/GHSA-j7rm-8ww4-xx2g
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2021-515.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2021-713.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2021-224.yaml
  • github.com/tensorflow/tensorflow
  • github.com/tensorflow/tensorflow/blob/5f7975d09eac0f10ed8a17dbb6f5964977725adc/tensorflow/lite/kernels/space_to_depth.cc
  • github.com/tensorflow/tensorflow/commit/0d45ea1ca641b21b73bcf9c00e0179cda284e7e7
  • github.com/tensorflow/tensorflow/security/advisories/GHSA-j7rm-8ww4-xx2g
  • nvd.nist.gov/vuln/detail/CVE-2021-29587

Code Behaviors & Features

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Affected versions

All versions before 2.1.4, all versions starting from 2.2.0 before 2.2.3, all versions starting from 2.3.0 before 2.3.3, all versions starting from 2.4.0 before 2.4.2

Fixed versions

  • 2.1.4
  • 2.2.3
  • 2.3.3
  • 2.4.2

Solution

Upgrade to versions 2.1.4, 2.2.3, 2.3.3, 2.4.2 or above.

Impact 7.8 HIGH

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

Learn more about CVSS

Weakness

  • CWE-369: Divide By Zero

Source file

pypi/tensorflow/CVE-2021-29587.yml

Spotted a mistake? Edit the file on GitLab.

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