PT-2021-23178 · Google · Tensorflow
Mihaimaruseac
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Published
2021-11-05
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Updated
2024-03-06
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CVE-2021-41206
CVSS v3.1
7.8
High
| Vector | AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H |
Name of the Vulnerable Software and Affected Versions
TensorFlow versions prior to 2.7.0
TensorFlow version 2.6.1
TensorFlow version 2.5.2
TensorFlow version 2.4.4
Description
Several TensorFlow operations are missing validation for the shapes of the tensor arguments involved in the call. Depending on the API, this can result in undefined behavior and segfault or
CHECK-fail related crashes but in some scenarios writes and reads from heap populated arrays are also possible. These issues were discovered internally via tooling while working on improving/testing GPU op determinism.Recommendations
Update to TensorFlow 2.7.0 or later to resolve the issue.
For versions 2.6.1, 2.5.2, and 2.4.4, update to the respective cherrypicked commits to resolve the issue.
As a temporary workaround, consider restricting the use of affected TensorFlow operations until a patch is available.
Fix
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Weakness Enumeration
Related Identifiers
Affected Products
Tensorflow