GitHub Advisoryadvisory · PyPI
GHSA-fq86-3f29-px2c `CHECK`-failures during Grappler's `IsSimplifiableReshape` in Tensorflow
MEDIUM
Official page ↗
- Aliases
- CVE-2022-23581
- 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-617
- 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
The Grappler optimizer in TensorFlow can be used to cause a denial of service by altering a `SavedModel` such that `IsSimplifiableReshape` would trigger `CHECK` failures.
Patches
We have patched the issue in GitHub commits ebc1a2ffe5a7573d905e99bd0ee3568ee07c12c1, 1fb27733f943295d874417630edd3b38b34ce082, and 240655511cd3e701155f944a972db71b6c0b1bb6.
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-2022-23581 Tensorflow is an Open Source Machine Learning Framework. vulnerability
Weakness · CWE (1)
- CWE-617 Reachable Assertion weakness
References
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-fq86-3f29-px2c web
- https://nvd.nist.gov/vuln/detail/CVE-2022-23581 advisory
- https://github.com/tensorflow/tensorflow/commit/1fb27733f943295d874417630edd3b38b34ce082 web
- https://github.com/tensorflow/tensorflow/commit/240655511cd3e701155f944a972db71b6c0b1bb6 web
- https://github.com/tensorflow/tensorflow/commit/ebc1a2ffe5a7573d905e99bd0ee3568ee07c12c1 web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-90.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-145.yaml web
- https://github.com/tensorflow/tensorflow web
- https://github.com/tensorflow/tensorflow/blob/a1320ec1eac186da1d03f033109191f715b2b130/tensorflow/core/grappler/optimizers/constant_folding.cc#L1687-L1742 web