Vulnerability Description
TensorFlow is an end-to-end open source platform for machine learning. Due to lack of validation in `tf.raw_ops.SparseDenseCwiseMul`, an attacker can trigger denial of service via `CHECK`-fails or accesses to outside the bounds of heap allocated data. Since the implementation(https://github.com/tensorflow/tensorflow/blob/38178a2f7a681a7835bb0912702a134bfe3b4d84/tensorflow/core/kernels/sparse_dense_binary_op_shared.cc#L68-L80) only validates the rank of the input arguments but no constraints between dimensions(https://www.tensorflow.org/api_docs/python/tf/raw_ops/SparseDenseCwiseMul), an attacker can abuse them to trigger internal `CHECK` assertions (and cause program termination, denial of service) or to write to memory outside of bounds of heap allocated tensor buffers. The fix will be included in TensorFlow 2.5.0. We will also cherrypick this commit on TensorFlow 2.4.2, TensorFlow 2.3.3, TensorFlow 2.2.3 and TensorFlow 2.1.4, as these are also affected and still in supported range.
CVSS Score
LOW
Affected Products
| Vendor | Product | Versions |
|---|---|---|
| Tensorflow | < 2.1.4 |
Related Weaknesses (CWE)
References
- https://github.com/tensorflow/tensorflow/commit/7ae2af34087fb4b5c8915279efd03da3PatchThird Party Advisory
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-wp3c-xw9g-gpcgExploitPatchThird Party Advisory
- https://github.com/tensorflow/tensorflow/commit/7ae2af34087fb4b5c8915279efd03da3PatchThird Party Advisory
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-wp3c-xw9g-gpcgExploitPatchThird Party Advisory
FAQ
What is CVE-2021-29567?
CVE-2021-29567 is a vulnerability with a CVSS score of 2.5 (LOW). TensorFlow is an end-to-end open source platform for machine learning. Due to lack of validation in `tf.raw_ops.SparseDenseCwiseMul`, an attacker can trigger denial of service via `CHECK`-fails or acc...
How severe is CVE-2021-29567?
CVE-2021-29567 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-2021-29567?
Check the references section above for vendor advisories and patch information. Affected products include: Google Tensorflow.