GitHub Advisoryadvisory · PyPI
GHSA-h9px-9vqg-222h Heap OOB in `QuantizeAndDequantizeV3`
LOW
Official page ↗
- Aliases
- CVE-2021-29553
- Ecosystem
- PyPI
- Packages
- tensorflow, tensorflow-cpu, tensorflow-gpu
- Severity
- Low
- CVSS vector
- CVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:L
- Weaknesses
- CWE-125
- Reviewed
- 2021-05-18
Affected packages
• PyPI tensorflow: < 2.1.4 → fixed in 2.1.4
• PyPI tensorflow: >= 2.2.0, < 2.2.3 → fixed in 2.2.3
• PyPI tensorflow: >= 2.3.0, < 2.3.3 → fixed in 2.3.3
• PyPI tensorflow: >= 2.4.0, < 2.4.2 → fixed in 2.4.2
• PyPI tensorflow-cpu: < 2.1.4 → fixed in 2.1.4
• PyPI tensorflow-cpu: >= 2.2.0, < 2.2.3 → fixed in 2.2.3
• PyPI tensorflow-cpu: >= 2.3.0, < 2.3.3 → fixed in 2.3.3
• PyPI tensorflow-cpu: >= 2.4.0, < 2.4.2 → fixed in 2.4.2
• PyPI tensorflow-gpu: < 2.1.4 → fixed in 2.1.4
• PyPI tensorflow-gpu: >= 2.2.0, < 2.2.3 → fixed in 2.2.3
• PyPI tensorflow-gpu: >= 2.3.0, < 2.3.3 → fixed in 2.3.3
• PyPI tensorflow-gpu: >= 2.4.0, < 2.4.2 → fixed in 2.4.2
Description
Impact
An attacker can read data outside of bounds of heap allocated buffer in `tf.raw_ops.QuantizeAndDequantizeV3`:
```python
import tensorflow as tf
tf.raw_ops.QuantizeAndDequantizeV3(
input=[2.5,2.5], input_min=[0,0], input_max=[1,1], num_bits=[30],
signed_input=False, range_given=False, narrow_range=False, axis=3)
```
This is because the implementation does not validate the value of user supplied `axis` attribute before using it to index in the array backing the `input` argument:
```cc
const int depth = (axis_ == -1) ? 1 : input.dim_size(axis_);
```
Patches
We have patched the issue in GitHub commit 99085e8ff02c3763a0ec2263e44daec416f6a387.
The fix will be included in TensorFlow 2.5.0. We will also cherrypick this commit on TensorFlow 2.4.2, TensorFlow 2.3.3, TensorFlow 2.2.3 and TensorFlow 2.1.4, 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 Aivul Team from Qihoo 360.
Related
Alias · CVE (1)
- CVE-2021-29553 TensorFlow is an end-to-end 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-h9px-9vqg-222h web
- https://nvd.nist.gov/vuln/detail/CVE-2021-29553 advisory
- https://github.com/tensorflow/tensorflow/commit/99085e8ff02c3763a0ec2263e44daec416f6a387 web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2021-481.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2021-679.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2021-190.yaml web
- https://github.com/tensorflow/tensorflow package