GitHub Advisoryadvisory · PyPI
GHSA-cfpj-3q4c-jhvr Division by zero in TFLite
MEDIUM
Official page ↗
- Aliases
- CVE-2021-37680
- 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:N/I:N/A:H
- Weaknesses
- CWE-369
- Reviewed
- 2021-08-24
Affected packages
• PyPI tensorflow: < 2.3.4 → fixed in 2.3.4
• PyPI tensorflow: >= 2.4.0, < 2.4.3 → fixed in 2.4.3
• PyPI tensorflow: >= 2.5.0, < 2.5.1 → fixed in 2.5.1
• PyPI tensorflow-cpu: < 2.3.4 → fixed in 2.3.4
• PyPI tensorflow-cpu: >= 2.4.0, < 2.4.3 → fixed in 2.4.3
• PyPI tensorflow-cpu: >= 2.5.0, < 2.5.1 → fixed in 2.5.1
• PyPI tensorflow-gpu: < 2.3.4 → fixed in 2.3.4
• PyPI tensorflow-gpu: >= 2.4.0, < 2.4.3 → fixed in 2.4.3
• PyPI tensorflow-gpu: >= 2.5.0, < 2.5.1 → fixed in 2.5.1
Description
Impact
The implementation of fully connected layers in TFLite is vulnerable to a division by zero error:
```cc
const int batch_size = input_size / filter->dims->data[1];
```
An attacker can craft a model such that `filter->dims->data[1]` is 0.
Patches
We have patched the issue in GitHub commit 718721986aa137691ee23f03638867151f74935f.
The fix will be included in TensorFlow 2.6.0. We will also cherrypick this commit on TensorFlow 2.5.1, TensorFlow 2.4.3, and TensorFlow 2.3.4, 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. Concurrently, it has also been reported by Yakun Zhang of Baidu Security.
Related
Alias · CVE (1)
- CVE-2021-37680 TensorFlow is an end-to-end open source platform for machine learning. vulnerability
Weakness · CWE (1)
- CWE-369 Divide By Zero weakness
References
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-cfpj-3q4c-jhvr web
- https://nvd.nist.gov/vuln/detail/CVE-2021-37680 advisory
- https://github.com/tensorflow/tensorflow/commit/718721986aa137691ee23f03638867151f74935f web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2021-593.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2021-791.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2021-302.yaml web
- https://github.com/tensorflow/tensorflow package
- https://github.com/tensorflow/tensorflow/blob/460e000de3a83278fb00b61a16d161b1964f15f4/tensorflow/lite/kernels/fully_connected.cc#L226 web