Advisory Database
  • Advisories
  • Dependency Scanning
  1. pypi
  2. ›
  3. tensorflow-gpu
  4. ›
  5. CVE-2022-23593

CVE-2022-23593: Segfault in `simplifyBroadcast` in Tensorflow

February 9, 2022 (updated November 13, 2024)

The simplifyBroadcast function in the MLIR-TFRT infrastructure in TensorFlow is vulnerable to a segfault (hence, denial of service), if called with scalar shapes.

size_t maxRank = 0;
for (auto shape : llvm::enumerate(shapes)) {
auto found_shape = analysis.dimensionsForShapeTensor(shape.value());
if (!found_shape) return {};
shapes_found.push_back(*found_shape);
maxRank = std::max(maxRank, found_shape->size());
}

SmallVector<const ShapeComponentAnalysis::SymbolicDimension*>
joined_dimensions(maxRank);

If all shapes are scalar, then maxRank is 0, so we build an empty SmallVector.

References

  • github.com/advisories/GHSA-gwcx-jrx4-92w2
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-102.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-157.yaml
  • github.com/tensorflow/tensorflow
  • github.com/tensorflow/tensorflow/blob/274df9b02330b790aa8de1cee164b70f72b9b244/tensorflow/compiler/mlir/tfrt/jit/transforms/tf_cpurt_symbolic_shape_optimization.cc
  • github.com/tensorflow/tensorflow/commit/35f0fabb4c178253a964d7aabdbb15c6a398b69a
  • github.com/tensorflow/tensorflow/security/advisories/GHSA-gwcx-jrx4-92w2
  • nvd.nist.gov/vuln/detail/CVE-2022-23593

Code Behaviors & Features

Detect and mitigate CVE-2022-23593 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 starting from 2.8.0-rc0 before 2.8.0, version 2.8.0-rc0

Fixed versions

  • 2.8.0

Solution

Upgrade to version 2.8.0 or above.

Impact 7.5 HIGH

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

Learn more about CVSS

Weakness

  • CWE-754: Improper Check for Unusual or Exceptional Conditions

Source file

pypi/tensorflow-gpu/CVE-2022-23593.yml

Spotted a mistake? Edit the file on GitLab.

  • Site Repo
  • About GitLab
  • Terms
  • Privacy Statement
  • Contact

Page generated Wed, 14 May 2025 12:15:57 +0000.