CVE-2021-41216: Heap buffer overflow in `Transpose`
First published: Fri Nov 05 2021(Updated: )
### 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.
Credit: security-advisories@github.com security-advisories@github.com
| Affected Software | Affected Version | How to fix |
|---|---|---|
| Google TensorFlow | >=2.4.0<2.4.4 | |
| Google TensorFlow | >=2.6.0<2.6.1 | |
| Google TensorFlow | =2.7.0-rc0 | |
| Google TensorFlow | =2.7.0-rc1 | |
| pip/tensorflow-gpu | <2.4.4 | 2.4.4 |
| pip/tensorflow-gpu | >=2.5.0<2.5.2 | 2.5.2 |
| pip/tensorflow-gpu | >=2.6.0<2.6.1 | 2.6.1 |
| pip/tensorflow-cpu | <2.4.4 | 2.4.4 |
| pip/tensorflow-cpu | >=2.5.0<2.5.2 | 2.5.2 |
| pip/tensorflow-cpu | >=2.6.0<2.6.1 | 2.6.1 |
| pip/tensorflow | <2.4.4 | 2.4.4 |
| pip/tensorflow | >=2.5.0<2.5.2 | 2.5.2 |
| pip/tensorflow | >=2.6.0<2.6.1 | 2.6.1 |
| >=2.4.0<2.4.4 | ||
| >=2.6.0<2.6.1 | ||
| =2.7.0-rc0 | ||
| =2.7.0-rc1 |
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Reference Links
- https://github.com/tensorflow/tensorflow/commit/c79ba87153ee343401dbe9d1954d7f79e521eb14
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-3ff2-r28g-w7h9
- https://nvd.nist.gov/vuln/detail/CVE-2021-41216
- https://github.com/tensorflow/tensorflow/blob/8d72537c6abf5a44103b57b9c2e22c14f5f49698/tensorflow/core/ops/array_ops.cc#L121-L185
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2021-625.yaml
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2021-823.yaml
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2021-408.yaml
- https://github.com/advisories/GHSA-3ff2-r28g-w7h9 (Advisory)
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