GitHub Advisoryadvisory · PyPI

GHSA-gwcx-jrx4-92w2 Segfault in `simplifyBroadcast` in Tensorflow

HIGH Published 2022-02-09 Modified 2024-11-13 Official page ↗
Aliases
CVE-2022-23593
Ecosystem
PyPI
Packages
tensorflow, tensorflow-cpu, tensorflow-gpu
Severity
High
CVSS vector
CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H
Weaknesses
CWE-754
Reviewed
2022-02-04

Affected packages

• PyPI tensorflow: >= 2.8.0-rc0, < 2.8.0 → fixed in 2.8.0 • PyPI tensorflow-cpu: >= 2.8.0-rc0, < 2.8.0 → fixed in 2.8.0 • PyPI tensorflow-gpu: >= 2.8.0-rc0, < 2.8.0 → fixed in 2.8.0

Description

Impact The `simplifyBroadcast` function in the MLIR-TFRT infrastructure in TensorFlow is vulnerable to a segfault (hence, denial of service), if called with scalar shapes. ```cc 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 joined_dimensions(maxRank); ``` If all shapes are scalar, then `maxRank` is 0, so we build an empty `SmallVector`. Patches We have patched the issue in GitHub commit 35f0fabb4c178253a964d7aabdbb15c6a398b69a. The fix will be included in TensorFlow 2.8.0. This is the only affected version. For more information Please consult our security guide for more information regarding the security model and how to contact us with issues and questions.

Related

Alias · CVE (1)

  • CVE-2022-23593 Tensorflow is an Open Source Machine Learning Framework. vulnerability

Weakness · CWE (1)

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

References