Vulnerability · Published Feb 4, 2022 · Assigned by GitHub_M
CVE-2022-23587Integer overflow in Tensorflow
High 8.8
In plain English
A high-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 0.9% (higher than 60% of all known vulnerabilities). Fixed versions are available - upgrade the affected package.
Official description
Tensorflow is an Open Source Machine Learning Framework. Under certain scenarios, Grappler component of TensorFlow is vulnerable to an integer overflow during cost estimation for crop and resize. Since the cropping parameters are user controlled, a malicious person can trigger undefined behavior. 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-8jj7-5vxc-pg2q |
| PyPI | tensorflow | 2.6.3 | GHSA-8jj7-5vxc-pg2q |
| PyPI | tensorflow | 2.7.1 | GHSA-8jj7-5vxc-pg2q |
| PyPI | tensorflow | 2.5.3, 2.6.3, 2.7.1 | PYSEC-2026-3137 |
| PyPI | tensorflow-cpu | 2.6.3 | GHSA-8jj7-5vxc-pg2q |
| PyPI | tensorflow-cpu | 2.7.1 | GHSA-8jj7-5vxc-pg2q |
| PyPI | tensorflow-cpu | 2.5.3, 2.6.3 | PYSEC-2022-96 |
| PyPI | tensorflow-cpu | 2.5.3 | GHSA-8jj7-5vxc-pg2q |
| PyPI | tensorflow-gpu | 2.7.1 | GHSA-8jj7-5vxc-pg2q |
| PyPI | tensorflow-gpu | 2.5.3, 2.6.3 | PYSEC-2022-151 |
| PyPI | tensorflow-gpu | 2.5.3 | GHSA-8jj7-5vxc-pg2q |
| PyPI | tensorflow-gpu | 2.6.3 | GHSA-8jj7-5vxc-pg2q |
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:H/I:H/A:H
References
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-8jj7-5vxc-pg2q x_refsource_CONFIRM
- https://github.com/tensorflow/tensorflow/commit/0aaaae6eca5a7175a193696383f582f53adab23f x_refsource_MISC
- https://github.com/tensorflow/tensorflow/blob/a1320ec1eac186da1d03f033109191f715b2b130/tensorflow/core/grappler/costs/op_level_cost_estimator.cc#L2621-L2689 x_refsource_MISC