Vulnerability Description
TensorFlow is an end-to-end open source platform for machine learning. If the `splits` argument of `RaggedBincount` does not specify a valid `SparseTensor`(https://www.tensorflow.org/api_docs/python/tf/sparse/SparseTensor), then an attacker can trigger a heap buffer overflow. This will cause a read from outside the bounds of the `splits` tensor buffer in the implementation of the `RaggedBincount` op(https://github.com/tensorflow/tensorflow/blob/8b677d79167799f71c42fd3fa074476e0295413a/tensorflow/core/kernels/bincount_op.cc#L430-L433). Before the `for` loop, `batch_idx` is set to 0. The user controls the `splits` array, making it contain only one element, 0. Thus, the code in the `while` loop would increment `batch_idx` and then try to read `splits(1)`, which is outside of bounds. The fix will be included in TensorFlow 2.5.0. We will also cherrypick this commit on TensorFlow 2.4.2 and TensorFlow 2.3.3, as these are also affected.
CVSS Score
LOW
Affected Products
| Vendor | Product | Versions |
|---|---|---|
| Tensorflow | >= 2.3.0, < 2.3.3 |
Related Weaknesses (CWE)
References
- https://github.com/tensorflow/tensorflow/commit/eebb96c2830d48597d055d247c0e9aebPatchThird Party Advisory
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-4278-2v5v-65r4ExploitPatchThird Party Advisory
- https://github.com/tensorflow/tensorflow/commit/eebb96c2830d48597d055d247c0e9aebPatchThird Party Advisory
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-4278-2v5v-65r4ExploitPatchThird Party Advisory
FAQ
What is CVE-2021-29512?
CVE-2021-29512 is a vulnerability with a CVSS score of 2.5 (LOW). TensorFlow is an end-to-end open source platform for machine learning. If the `splits` argument of `RaggedBincount` does not specify a valid `SparseTensor`(https://www.tensorflow.org/api_docs/python/t...
How severe is CVE-2021-29512?
CVE-2021-29512 has been rated LOW with a CVSS base score of 2.5/10. Review the CVSS metrics above for detailed severity breakdown.
Is there a patch for CVE-2021-29512?
Check the references section above for vendor advisories and patch information. Affected products include: Google Tensorflow.