GitHub Advisoryadvisory · PyPI
GHSA-4hvf-hxvg-f67v Read and Write outside of bounds in TensorFlow
HIGH
Official page ↗
- Aliases
- CVE-2022-23560
- Ecosystem
- PyPI
- Packages
- tensorflow, tensorflow-cpu, tensorflow-gpu
- Severity
- High
- CVSS vector
- CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H
- Weaknesses
- CWE-125, CWE-787
- Reviewed
- 2022-02-03
Affected packages
• PyPI tensorflow: < 2.5.3 → fixed in 2.5.3
• PyPI tensorflow: >= 2.6.0, < 2.6.3 → fixed in 2.6.3
• PyPI tensorflow: >= 2.7.0, < 2.7.1 → fixed in 2.7.1
• PyPI tensorflow-cpu: < 2.5.3 → fixed in 2.5.3
• PyPI tensorflow-cpu: >= 2.6.0, < 2.6.3 → fixed in 2.6.3
• PyPI tensorflow-cpu: >= 2.7.0, < 2.7.1 → fixed in 2.7.1
• PyPI tensorflow-gpu: < 2.5.3 → fixed in 2.5.3
• PyPI tensorflow-gpu: >= 2.6.0, < 2.6.3 → fixed in 2.6.3
• PyPI tensorflow-gpu: >= 2.7.0, < 2.7.1 → fixed in 2.7.1
Description
Impact
An attacker can craft a TFLite model that would allow limited reads and writes outside of arrays in TFLite. This exploits missing validation in the conversion from sparse tensors to dense tensors.
Patches
We have patched the issue in GitHub commit 6364463d6f5b6254cac3d6aedf999b6a96225038.
The fix will be included in TensorFlow 2.8.0. We will also cherrypick this commit on TensorFlow 2.7.1, TensorFlow 2.6.3, and TensorFlow 2.5.3, as these are also affected and still in supported range.
For more information
Please consult our security guide for more information regarding the security model and how to contact us with issues and questions.
Attribution
This vulnerability has been reported by Wang Xuan of Qihoo 360 AIVul Team.
Related
Alias · CVE (1)
- CVE-2022-23560 Tensorflow is an Open Source Machine Learning Framework. vulnerability
References
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-4hvf-hxvg-f67v web
- https://nvd.nist.gov/vuln/detail/CVE-2022-23560 advisory
- https://github.com/tensorflow/tensorflow/commit/6364463d6f5b6254cac3d6aedf999b6a96225038 web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-69.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-124.yaml web
- https://github.com/tensorflow/tensorflow web
- https://github.com/tensorflow/tensorflow/blob/ca6f96b62ad84207fbec580404eaa7dd7403a550/tensorflow/lite/kernels/internal/utils/sparsity_format_converter.cc#L252-L293 web