CVE-2021-41197
Last modified
CVE-2021-41197 is a medium-severity vulnerability rated 5.5/10 on the CVSS scale. TensorFlow is an open source platform for machine learning. In affected versions TensorFlow allows tensor to have a large number of dimensions and each dimension can be as large as desired. EPSS estimates a 0.31% chance of exploitation in the next 30 days.
Description
TensorFlow is an open source platform for machine learning. In affected versions TensorFlow allows tensor to have a large number of dimensions and each dimension can be as large as desired. However, the total number of elements in a tensor must fit within an `int64_t`. If an overflow occurs, `MultiplyWithoutOverflow` would return a negative result. In the majority of TensorFlow codebase this then results in a `CHECK`-failure. Newer constructs exist which return a `Status` instead of crashing the binary. This is similar to CVE-2021-29584. The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on TensorFlow 2.6.1, TensorFlow 2.5.2, and TensorFlow 2.4.4, as these are also affected and still in supported range.
Metrics
CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H
Weakness Enumeration
Affected Software
| Vendor | Product | Versions |
|---|---|---|
| Tensorflow | < 2.4.4 | |
| Tensorflow | >= 2.5.0, < 2.5.2 | |
| Tensorflow | >= 2.6.0, < 2.6.1 |
References
- https://github.com/tensorflow/tensorflow/commit/7c1692bd417eb4f9b33ead749a41166d6080af85Patch, Third Party Advisory
- https://github.com/tensorflow/tensorflow/commit/a871989d7b6c18cdebf2fb4f0e5c5b62fbc19edfPatch, Third Party Advisory
- https://github.com/tensorflow/tensorflow/commit/d81b1351da3e8c884ff836b64458d94e4a157c15Patch, Third Party Advisory
- https://github.com/tensorflow/tensorflow/issues/46890Exploit, Third Party Advisory
- https://github.com/tensorflow/tensorflow/issues/51908Exploit, Third Party Advisory
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-prcg-wp5q-rv7pPatch, Third Party Advisory
- https://github.com/tensorflow/tensorflow/commit/7c1692bd417eb4f9b33ead749a41166d6080af85Patch, Third Party Advisory
- https://github.com/tensorflow/tensorflow/commit/a871989d7b6c18cdebf2fb4f0e5c5b62fbc19edfPatch, Third Party Advisory
- https://github.com/tensorflow/tensorflow/commit/d81b1351da3e8c884ff836b64458d94e4a157c15Patch, Third Party Advisory
- https://github.com/tensorflow/tensorflow/issues/46890Exploit, Third Party Advisory
- https://github.com/tensorflow/tensorflow/issues/51908Exploit, Third Party Advisory
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-prcg-wp5q-rv7pPatch, Third Party Advisory
Timeline
- Published
- Last Modified
- Status
- Modified
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