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GHSA-3ff2-r28g-w7h9

GitHub Security Advisory

Heap buffer overflow in `Transpose`

✓ GitHub Reviewed MODERATE Has CVE

Advisory Details

### Impact
The [shape inference function for `Transpose`](https://github.com/tensorflow/tensorflow/blob/8d72537c6abf5a44103b57b9c2e22c14f5f49698/tensorflow/core/ops/array_ops.cc#L121-L185) is vulnerable to a heap buffer overflow:

```python
import tensorflow as tf
@tf.function
def test():
y = tf.raw_ops.Transpose(x=[1,2,3,4],perm=[-10])
return y

test()
```

This occurs whenever `perm` contains negative elements. The shape inference function does not validate that the indices in `perm` are all valid:

```cc
for (int32_t i = 0; i < rank; ++i) {
int64_t in_idx = data[i];
if (in_idx >= rank) {
return errors::InvalidArgument("perm dim ", in_idx,
" is out of range of input rank ", rank);
}
dims[i] = c->Dim(input, in_idx);
}
```

where `Dim(tensor, index)` accepts either a positive index less than the rank of the tensor or the special value `-1` for unknown dimensions.

### Patches
We have patched the issue in GitHub commit [c79ba87153ee343401dbe9d1954d7f79e521eb14](https://github.com/tensorflow/tensorflow/commit/c79ba87153ee343401dbe9d1954d7f79e521eb14).

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](https://github.com/tensorflow/tensorflow/blob/master/SECURITY.md) 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.

Affected Packages

PyPI tensorflow
Affected versions: 2.6.0 (fixed in 2.6.1)
PyPI tensorflow
Affected versions: 2.5.0 (fixed in 2.5.2)
PyPI tensorflow
Affected versions: 0 (fixed in 2.4.4)
PyPI tensorflow-cpu
Affected versions: 2.6.0 (fixed in 2.6.1)
PyPI tensorflow-cpu
Affected versions: 2.5.0 (fixed in 2.5.2)
PyPI tensorflow-cpu
Affected versions: 0 (fixed in 2.4.4)
PyPI tensorflow-gpu
Affected versions: 2.6.0 (fixed in 2.6.1)
PyPI tensorflow-gpu
Affected versions: 2.5.0 (fixed in 2.5.2)
PyPI tensorflow-gpu
Affected versions: 0 (fixed in 2.4.4)

Related CVEs

Key Information

GHSA ID
GHSA-3ff2-r28g-w7h9
Published
November 10, 2021 6:57 PM
Last Modified
November 7, 2024 10:16 PM
CVSS Score
5.0 /10
Primary Ecosystem
PyPI
Primary Package
tensorflow
GitHub Reviewed
✓ Yes

Dataset

Last updated: September 12, 2025 6:34 AM

Data from GitHub Advisory Database. This information is provided for research and educational purposes.