Vulnerability · Published Feb 4, 2022 · Assigned by GitHub_M
CVE-2022-23575Integer overflow in Tensorflow
Medium 6.5
In plain English
A medium-severity integer overflow 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 56% 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 `OpLevelCostEstimator::CalculateTensorSize` is vulnerable to an integer overflow if an attacker can create an operation which would involve a tensor with large enough number of elements. 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-c94w-c95p-phf8 |
| PyPI | tensorflow | 2.6.3 | GHSA-c94w-c95p-phf8 |
| PyPI | tensorflow | 2.7.1 | GHSA-c94w-c95p-phf8 |
| PyPI | tensorflow | 2.5.3, 2.6.3, 2.7.1 | PYSEC-2026-3160 |
| PyPI | tensorflow-cpu | 2.6.3 | GHSA-c94w-c95p-phf8 |
| PyPI | tensorflow-cpu | 2.7.1 | GHSA-c94w-c95p-phf8 |
| PyPI | tensorflow-cpu | 2.5.3, 2.6.3 | PYSEC-2022-84 |
| PyPI | tensorflow-cpu | 2.5.3 | GHSA-c94w-c95p-phf8 |
| PyPI | tensorflow-gpu | 2.7.1 | GHSA-c94w-c95p-phf8 |
| PyPI | tensorflow-gpu | 2.5.3, 2.6.3 | PYSEC-2022-139 |
| PyPI | tensorflow-gpu | 2.5.3 | GHSA-c94w-c95p-phf8 |
| PyPI | tensorflow-gpu | 2.6.3 | GHSA-c94w-c95p-phf8 |
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-190 · Vector: CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H
References
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-c94w-c95p-phf8 x_refsource_CONFIRM
- https://github.com/tensorflow/tensorflow/commit/fcd18ce3101f245b083b30655c27b239dc72221e x_refsource_MISC
- https://github.com/tensorflow/tensorflow/blob/a1320ec1eac186da1d03f033109191f715b2b130/tensorflow/core/grappler/costs/op_level_cost_estimator.cc#L1552-L1558 x_refsource_MISC