Vulnerability · Published Feb 4, 2022 · Assigned by GitHub_M
CVE-2022-23579`CHECK`-failures during Grappler's `SafeToRemoveIdentity` in Tensorflow
Medium 6.5
In plain English
A medium-severity security flaw in tensorflow from tensorflow. Proof-of-concept exploit code is public. The chance it is exploited in the next 30 days is estimated at 0.8% (higher than 58% of all known vulnerabilities). Fixed versions are available - upgrade the affected package.
Official 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 `SafeToRemoveIdentity` 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 & fixed versions
| Ecosystem | Package | Fixed in | Advisory |
|---|---|---|---|
| PyPI | tensorflow | 2.5.3 | GHSA-5f2r-qp73-37mr |
| PyPI | tensorflow | 2.6.3 | GHSA-5f2r-qp73-37mr |
| PyPI | tensorflow | 2.7.1 | GHSA-5f2r-qp73-37mr |
| PyPI | tensorflow | 2.5.3, 2.6.3, 2.7.1 | PYSEC-2026-3108 |
| PyPI | tensorflow-cpu | 2.6.3 | GHSA-5f2r-qp73-37mr |
| PyPI | tensorflow-cpu | 2.7.1 | GHSA-5f2r-qp73-37mr |
| PyPI | tensorflow-cpu | 2.5.3, 2.6.3 | PYSEC-2022-88 |
| PyPI | tensorflow-cpu | 2.5.3 | GHSA-5f2r-qp73-37mr |
| PyPI | tensorflow-gpu | 2.7.1 | GHSA-5f2r-qp73-37mr |
| PyPI | tensorflow-gpu | 2.5.3, 2.6.3 | PYSEC-2022-143 |
| PyPI | tensorflow-gpu | 2.5.3 | GHSA-5f2r-qp73-37mr |
| PyPI | tensorflow-gpu | 2.6.3 | GHSA-5f2r-qp73-37mr |
Affected products (as reported)
| Vendor | Product | Versions |
|---|---|---|
| tensorflow | tensorflow | >= 2.7.0, < 2.7.1>= 2.6.0, < 2.6.3< 2.5.3 |
Weakness: CWE-617 · Vector: CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H
References
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-5f2r-qp73-37mr x_refsource_CONFIRM
- https://github.com/tensorflow/tensorflow/commit/92dba16749fae36c246bec3f9ba474d9ddeb7662 x_refsource_MISC
- https://github.com/tensorflow/tensorflow/blob/a1320ec1eac186da1d03f033109191f715b2b130/tensorflow/core/grappler/optimizers/dependency_optimizer.cc#L59-L98 x_refsource_MISC