CVE-2022-23559
High
Description
Tensorflow is an Open Source Machine Learning Framework. An attacker can craft a TFLite model that would cause an integer overflow in embedding lookup operations. Both `embedding_size` and `lookup_size` are products of values provided by the user. Hence, a malicious user could trigger overflows in the multiplication. In certain scenarios, this can then result in heap OOB read/write. Users are advised to upgrade to a patched version.
SeverityHigh
CVSS8.8
Exploit probability—
Product
Google Tensorflow
PublishedFeb 4, 2022
First seenFeb 4, 2022
Weakness typeCWE-190Integer overflow
How to fix
Update
- tensorflow2.5.3, 2.6.3, 2.7.1 or later
- tensorflow-cpu2.5.3, 2.6.3, 2.7.1 or later
- tensorflow-gpu2.5.3, 2.6.3, 2.7.1 or later
Affected products
| Product | Affected versions | Fixed in |
|---|---|---|
| google tensorflow | v ≤ 2.5.2, 2.6.0 ≤ v ≤ 2.6.2, 2.7.0 | — |
| tensorflowPyPI | v < 2.5.3, 2.6.0 ≤ v < 2.6.3, 2.7.0 ≤ v < 2.7.1 | 2.5.3, 2.6.3, 2.7.1 |
| tensorflow-cpuPyPI | v < 2.5.3, 2.6.0 ≤ v < 2.6.3, 2.7.0 ≤ v < 2.7.1 | 2.5.3, 2.6.3, 2.7.1 |
| tensorflow-gpuPyPI | v < 2.5.3, 2.6.0 ≤ v < 2.6.3, 2.7.0 ≤ v < 2.7.1 | 2.5.3, 2.6.3, 2.7.1 |
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