GitHub Advisoryadvisory · PyPI
GHSA-627q-g293-49q7 Abort caused by allocating a vector that is too large in Tensorflow
MEDIUM
Official page ↗
- Aliases
- CVE-2022-23580
- Ecosystem
- PyPI
- Packages
- tensorflow, tensorflow-cpu, tensorflow-gpu
- Severity
- Moderate
- CVSS vector
- CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H
- Weaknesses
- CWE-1284, CWE-400
- Reviewed
- 2022-02-04
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
During shape inference, TensorFlow can allocate a large vector based on a value from a tensor controlled by the user:
```cc
const auto num_dims = Value(shape_dim);
std::vector dims;
dims.reserve(num_dims);
```
Patches
We have patched the issue in GitHub commit 1361fb7e29449629e1df94d44e0427ebec8c83c7.
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.
Related
Alias · CVE (1)
- CVE-2022-23580 Tensorflow is an Open Source Machine Learning Framework. vulnerability
References
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-627q-g293-49q7 web
- https://nvd.nist.gov/vuln/detail/CVE-2022-23580 advisory
- https://github.com/tensorflow/tensorflow/commit/1361fb7e29449629e1df94d44e0427ebec8c83c7 web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-89.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-144.yaml web
- https://github.com/tensorflow/tensorflow web
- https://github.com/tensorflow/tensorflow/blob/a1320ec1eac186da1d03f033109191f715b2b130/tensorflow/core/framework/shape_inference.cc#L788-L790 web