CVE-2022-23581
MEDIUM6.5EPSS 0.48%`CHECK`-failures during Grappler's `IsSimplifiableReshape` in Tensorflow
Published: 2/7/2022Modified: 5/20/2025
Description
Tensorflow is an Open Source Machine Learning Framework. 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. 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.
Affected packages (6)
- Bitnami/tensorflowfrom 0, < 2.5.3, >= 2.6.0, < 2.6.3, >= 2.7.0, < 2.7.1
- PyPI/tensorflowfrom 0, < 2.5.3
- PyPI/tensorflow-cpufrom 0, < 2.5.3
- PyPI/tensorflow-cpufrom 0, < 1fb27733f943295d874417630edd3b38b34ce082, < 240655511cd3e701155f944a972db71b6c0b1bb6, < ebc1a2ffe5a7573d905e99bd0ee3568ee07c12c1 | from 0, < 2.5.3, >= 2.6.0, < 2.6.3
- PyPI/tensorflow-gpufrom 0, < 2.5.3
- PyPI/tensorflow-gpufrom 0, < 1fb27733f943295d874417630edd3b38b34ce082, < 240655511cd3e701155f944a972db71b6c0b1bb6, < ebc1a2ffe5a7573d905e99bd0ee3568ee07c12c1 | from 0, < 2.5.3, >= 2.6.0, < 2.6.3
CVSS scores
| Source | Version | Severity | Vector |
|---|---|---|---|
| osv | CVSS 3.1 | MEDIUM6.5 | CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H |
References (9)
- ADVISORYhttps://nvd.nist.gov/vuln/detail/CVE-2022-23581
- WEBhttps://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-90.yaml
- WEBhttps://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-145.yaml
- WEBhttps://github.com/tensorflow/tensorflow
- WEBhttps://github.com/tensorflow/tensorflow/blob/a1320ec1eac186da1d03f033109191f715b2b130/tensorflow/core/grappler/optimizers/constant_folding.cc#L1687-L1742
- WEBhttps://github.com/tensorflow/tensorflow/commit/1fb27733f943295d874417630edd3b38b34ce082
- WEBhttps://github.com/tensorflow/tensorflow/commit/240655511cd3e701155f944a972db71b6c0b1bb6
- WEBhttps://github.com/tensorflow/tensorflow/commit/ebc1a2ffe5a7573d905e99bd0ee3568ee07c12c1
- WEBhttps://github.com/tensorflow/tensorflow/security/advisories/GHSA-fq86-3f29-px2c