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  5. CVE-2022-23559

CVE-2022-23559: Integer overflow in TFLite

February 9, 2022 (updated November 13, 2024)

An attacker can craft a TFLite model that would cause an integer overflow in embedding lookup operations:

int embedding_size = 1;
int lookup_size = 1;
for (int i = 0; i < lookup_rank - 1; i++, k++) {
const int dim = dense_shape->data.i32[i];
lookup_size *= dim;
output_shape->data[k] = dim;
}
for (int i = 1; i < embedding_rank; i++, k++) {
const int dim = SizeOfDimension(value, i);
embedding_size *= dim;
output_shape->data[k] = dim;
}

Both embedding_size and lookup_size are products of values provided by the user. Hence, a malicious user could trigger overflows in the multiplication.

In certain scenarios, this can then result in heap OOB read/write.

References

  • github.com/advisories/GHSA-98p5-x8x4-c9m5
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-68.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-123.yaml
  • github.com/tensorflow/tensorflow
  • github.com/tensorflow/tensorflow/blob/ca6f96b62ad84207fbec580404eaa7dd7403a550/tensorflow/lite/kernels/embedding_lookup_sparse.cc
  • github.com/tensorflow/tensorflow/commit/1de49725a5fc4e48f1a3b902ec3599ee99283043
  • github.com/tensorflow/tensorflow/commit/a4e401da71458d253b05e41f28637b65baf64be4
  • github.com/tensorflow/tensorflow/commit/f19be71717c497723ba0cea0379e84f061a75e01
  • github.com/tensorflow/tensorflow/security/advisories/GHSA-98p5-x8x4-c9m5
  • nvd.nist.gov/vuln/detail/CVE-2022-23559

Code Behaviors & Features

Detect and mitigate CVE-2022-23559 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-190: Integer Overflow or Wraparound

Source file

pypi/tensorflow-cpu/CVE-2022-23559.yml

Spotted a mistake? Edit the file on GitLab.

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