GitHub Advisoryadvisory · PyPI
GHSA-crch-j389-5f84 Heap OOB write in TFLite
LOW
Official page ↗
- Aliases
- CVE-2021-29603
- 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-787
- Reviewed
- 2021-05-17
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
A specially crafted TFLite model could trigger an OOB write on heap in the TFLite implementation of `ArgMin`/`ArgMax`:
```cc
TfLiteIntArray* output_dims = TfLiteIntArrayCreate(NumDimensions(input) - 1);
int j = 0;
for (int i = 0; i data[j] = SizeOfDimension(input, i);
++j;
}
}
```
If `axis_value` is not a value between 0 and `NumDimensions(input)`, then the condition in the `if` is never true, so code writes past the last valid element of `output_dims->data`.
Patches
We have patched the issue in GitHub commit c59c37e7b2d563967da813fa50fe20b21f4da683.
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 members of the Aivul Team from Qihoo 360.
Related
Alias · CVE (1)
- CVE-2021-29603 TensorFlow is an end-to-end open source platform for machine learning. vulnerability
Weakness · CWE (1)
- CWE-787 Out-of-bounds Write weakness
References
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-crch-j389-5f84 web
- https://nvd.nist.gov/vuln/detail/CVE-2021-29603 advisory
- https://github.com/tensorflow/tensorflow/commit/c59c37e7b2d563967da813fa50fe20b21f4da683 web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2021-531.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2021-729.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2021-240.yaml web
- https://github.com/tensorflow/tensorflow package
- https://github.com/tensorflow/tensorflow/blob/102b211d892f3abc14f845a72047809b39cc65ab/tensorflow/lite/kernels/arg_min_max.cc#L52-L59 web