GitHub Advisoryadvisory · PyPI
GHSA-rg3m-hqc5-344v `SparseFillEmptyRows` heap OOB
MEDIUM
Official page ↗
- Aliases
- CVE-2021-41224
- Ecosystem
- PyPI
- Packages
- tensorflow, tensorflow-cpu, tensorflow-gpu
- Severity
- Moderate
- CVSS vector
- CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H
- Weaknesses
- CWE-125
- Reviewed
- 2021-11-08
Affected packages
• PyPI tensorflow: >= 2.6.0, < 2.6.1 → fixed in 2.6.1
• PyPI tensorflow: >= 2.5.0, < 2.5.2 → fixed in 2.5.2
• PyPI tensorflow: < 2.4.4 → fixed in 2.4.4
• PyPI tensorflow-cpu: >= 2.6.0, < 2.6.1 → fixed in 2.6.1
• PyPI tensorflow-cpu: >= 2.5.0, < 2.5.2 → fixed in 2.5.2
• PyPI tensorflow-cpu: < 2.4.4 → fixed in 2.4.4
• PyPI tensorflow-gpu: >= 2.6.0, < 2.6.1 → fixed in 2.6.1
• PyPI tensorflow-gpu: >= 2.5.0, < 2.5.2 → fixed in 2.5.2
• PyPI tensorflow-gpu: < 2.4.4 → fixed in 2.4.4
Description
Impact
The implementation of `SparseFillEmptyRows` can be made to trigger a heap OOB access:
```python
import tensorflow as tf
data=tf.raw_ops.SparseFillEmptyRows(
indices=[[0,0],[0,0],[0,0]],
values=['sssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssss'],
dense_shape=[5,3],
default_value='o')
```
This occurs whenever the size of `indices` does not match the size of `values`.
Patches
We have patched the issue in GitHub commit 67bfd9feeecfb3c61d80f0e46d89c170fbee682b.
The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on TensorFlow 2.6.1, TensorFlow 2.5.2, and TensorFlow 2.4.4, as these are also affected and still in supported range.
For more information
Please consult our security guide for more information regarding the security model and how to contact us with issues and questions.
Attribution
This vulnerability has been reported by members of the Aivul Team from Qihoo 360.
Related
Alias · CVE (1)
- CVE-2021-41224 TensorFlow is an open source platform for machine learning. vulnerability
Weakness · CWE (1)
- CWE-125 Out-of-bounds Read weakness
References
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-rg3m-hqc5-344v web
- https://nvd.nist.gov/vuln/detail/CVE-2021-41224 advisory
- https://github.com/tensorflow/tensorflow/commit/67bfd9feeecfb3c61d80f0e46d89c170fbee682b web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2021-633.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2021-831.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2021-416.yaml web
- https://github.com/tensorflow/tensorflow package