Abort caused by allocating a vector that is too large in Tensorflow
Medium6.5CVE-2022-23580 · Published Feb 7, 2022 · updated Jul 13, 2026
### Impact During shape inference, TensorFlow can [allocate a large vector](https://github.com/tensorflow/tensorflow/blob/a1320ec1eac186da1d03f033109191f715b2b130/tensorflow/core/framework/shape_inference.cc#L788-L790) based on a value from a tensor controlled by the user: ```cc const auto num_dims = Value(shape_dim); std::vector<DimensionHandle> dims; dims.reserve(num_dims); ``` ### Patches We have patched the issue in GitHub commit [1361fb7e29449629e1df94d44e0427ebec8c83c7](https://github.com/tensorflow/tensorflow/commit/1361fb7e29449629e1df94d44e0427ebec8c83c7). 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. ### For more information Please consult [our security guide](https://github.com/tensorflow/tensorflow/blob/master/SECURITY.md) for more information regarding the security model and how to contact us with issues and questions.
Affected versions
| Package | Affected | Fixed in |
|---|---|---|
| tensorflow PyPI | < 2.5.3 | 2.5.3 |
| >= 2.6.0, < 2.6.3 | 2.6.3 | |
| >= 2.7.0, < 2.7.1 | 2.7.1 |
Details and references
- CVSS 3.1
- CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H
- Severity from
- GitHub (reviewed advisory)
- Weakness
- CWE-1284, CWE-400
- Also known as
- BIT-tensorflow-2022-23580, CVE-2022-23580, PYSEC-2022-144, PYSEC-2022-89, PYSEC-2026-3113
- github.com/tensorflow/tensorflow/security/advisories/GHSA-627q-g293-49q7
- nvd.nist.gov/vuln/detail/CVE-2022-23580
- github.com/tensorflow/tensorflow/commit/1361fb7e29449629e1df94d44e0427ebec8c83c7
- github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-89.yaml
- github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-144.yaml
- github.com/tensorflow/tensorflow
- github.com/tensorflow/tensorflow/blob/a1320ec1eac186da1d03f033109191f715b2b130/tensorflow/core/framework/shape_inference.cc#L788-L790
More TensorFlow advisories
All TensorFlow| Date | Advisory | Severity | Fixed in |
|---|---|---|---|
| Feb 92022 | Out of bounds read and write in Tensorflow | High8.8 | 2.5.3+2 more |
| Feb 92022 | Out of bounds read in Tensorflow | High8.1 | 2.5.3+2 more |
| Feb 92022 | Out of bounds read in Tensorflow | High8.1 | 2.5.3+2 more |
| Feb 92022 | Integer overflow in Tensorflow | High7.6 | 2.5.3+2 more |
| Feb 92022 | Out of bounds read in Tensorflow | High8.1 | 2.5.3+2 more |
| Feb 72022 | `CHECK`-failures during Grappler's `IsSimplifiableReshape` in Tensorflow | Medium6.5 | 2.5.3+2 more |