Vulnerability · Published Feb 4, 2022 · Assigned by GitHub_M
CVE-2022-23574Out of bounds read and write in Tensorflow
High 8.8
In plain English
A high-severity out-of-bounds read 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. There is a typo in TensorFlow's `SpecializeType` which results in heap OOB read/write. Due to a typo, `arg` is initialized to the `i`th mutable argument in a loop where the loop index is `j`. Hence it is possible to assign to `arg` from outside the vector of arguments. Since this is a mutable proto value, it allows both read and write to outside of bounds data. The fix will be included in TensorFlow 2.8.0. We will also cherrypick this commit on TensorFlow 2.7.1, and TensorFlow 2.6.3, 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-77gp-3h4r-6428 |
| PyPI | tensorflow | 2.6.3 | GHSA-77gp-3h4r-6428 |
| PyPI | tensorflow | 2.7.1 | GHSA-77gp-3h4r-6428 |
| PyPI | tensorflow | 2.5.3, 2.6.3, 2.7.1 | PYSEC-2026-3127 |
| PyPI | tensorflow-cpu | 2.6.3 | GHSA-77gp-3h4r-6428 |
| PyPI | tensorflow-cpu | 2.7.1 | GHSA-77gp-3h4r-6428 |
| PyPI | tensorflow-cpu | 2.5.3, 2.6.3 | PYSEC-2022-83 |
| PyPI | tensorflow-cpu | 2.5.3 | GHSA-77gp-3h4r-6428 |
| PyPI | tensorflow-gpu | 2.7.1 | GHSA-77gp-3h4r-6428 |
| PyPI | tensorflow-gpu | 2.5.3, 2.6.3 | PYSEC-2022-138 |
| PyPI | tensorflow-gpu | 2.5.3 | GHSA-77gp-3h4r-6428 |
| PyPI | tensorflow-gpu | 2.6.3 | GHSA-77gp-3h4r-6428 |
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-125, CWE-787 · Vector: CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H
References
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-77gp-3h4r-6428 x_refsource_CONFIRM
- https://github.com/tensorflow/tensorflow/commit/0657c83d08845cc434175934c642299de2c0f042 x_refsource_MISC
- https://github.com/tensorflow/tensorflow/blob/a1320ec1eac186da1d03f033109191f715b2b130/tensorflow/core/framework/full_type_util.cc#L81-L102 x_refsource_MISC