GitHub Advisoryadvisory · PyPI
GHSA-9c8h-vvrj-w2p8 Heap OOB in `RaggedGather`
MEDIUM
Official page ↗
- Aliases
- CVE-2021-37641
- 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
- 2021-08-23
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
If the arguments to `tf.raw_ops.RaggedGather` don't determine a valid ragged tensor code can trigger a read from outside of bounds of heap allocated buffers.
```python
import tensorflow as tf
tf.raw_ops.RaggedGather(
params_nested_splits = [0,0,0],
params_dense_values = [1,1],
indices = [0,0,9,0,0],
OUTPUT_RAGGED_RANK=0)
```
In debug mode, the same code triggers a `CHECK` failure.
The implementation directly reads the first dimension of a tensor shape before checking that said tensor has rank of at least 1 (i.e., it is not a scalar). Furthermore, the implementation does not check that the list given by `params_nested_splits` is not an empty list of tensors.
Patches
We have patched the issue in GitHub commit a2b743f6017d7b97af1fe49087ae15f0ac634373.
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.
Related
Alias · CVE (1)
- CVE-2021-37641 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-9c8h-vvrj-w2p8 web
- https://nvd.nist.gov/vuln/detail/CVE-2021-37641 advisory
- https://github.com/tensorflow/tensorflow/commit/a2b743f6017d7b97af1fe49087ae15f0ac634373 web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2021-554.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2021-752.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2021-263.yaml web
- https://github.com/tensorflow/tensorflow package