Vulnerability · Published Feb 4, 2022 · Assigned by GitHub_M
CVE-2022-23573Uninitialized variable access in Tensorflow
High 7.6
In plain English
A high-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 55% of all known vulnerabilities). Fixed versions are available - upgrade the affected package.
Official description
Tensorflow is an Open Source Machine Learning Framework. The implementation of `AssignOp` can result in copying uninitialized data to a new tensor. This later results in undefined behavior. The implementation has a check that the left hand side of the assignment is initialized (to minimize number of allocations), but does not check that the right hand side is also initialized. 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-q85f-69q7-55h2 |
| PyPI | tensorflow | 2.6.3 | GHSA-q85f-69q7-55h2 |
| PyPI | tensorflow | 2.7.1 | GHSA-q85f-69q7-55h2 |
| PyPI | tensorflow | 2.5.3, 2.6.3, 2.7.1 | PYSEC-2026-3229 |
| PyPI | tensorflow-cpu | 2.6.3 | GHSA-q85f-69q7-55h2 |
| PyPI | tensorflow-cpu | 2.7.1 | GHSA-q85f-69q7-55h2 |
| PyPI | tensorflow-cpu | 2.5.3, 2.6.3 | PYSEC-2022-82 |
| PyPI | tensorflow-cpu | 2.5.3 | GHSA-q85f-69q7-55h2 |
| PyPI | tensorflow-gpu | 2.7.1 | GHSA-q85f-69q7-55h2 |
| PyPI | tensorflow-gpu | 2.5.3, 2.6.3 | PYSEC-2022-137 |
| PyPI | tensorflow-gpu | 2.5.3 | GHSA-q85f-69q7-55h2 |
| PyPI | tensorflow-gpu | 2.6.3 | GHSA-q85f-69q7-55h2 |
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-908 · Vector: CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:L/I:L/A:H
References
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-q85f-69q7-55h2 x_refsource_CONFIRM
- https://github.com/tensorflow/tensorflow/commit/ef1d027be116f25e25bb94a60da491c2cf55bd0b x_refsource_MISC
- https://github.com/tensorflow/tensorflow/blob/a1320ec1eac186da1d03f033109191f715b2b130/tensorflow/core/kernels/assign_op.h#L30-L143 x_refsource_MISC