CVE-2021-29567
Last modified
CVE-2021-29567 is a medium-severity vulnerability rated 5.5/10 on the CVSS scale. 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. EPSS estimates a 0.19% chance of exploitation in the next 30 days.
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.
Metrics
CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H
Weakness Enumeration
Affected Software
| Vendor | Product | Versions |
|---|---|---|
| Tensorflow | < 2.1.4 | |
| Tensorflow | >= 2.2.0, < 2.2.3 | |
| Tensorflow | >= 2.3.0, < 2.3.3 | |
| Tensorflow | >= 2.4.0, < 2.4.2 |
References
- https://github.com/tensorflow/tensorflow/commit/7ae2af34087fb4b5c8915279efd03da3b81028bcPatch, Third Party Advisory
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-wp3c-xw9g-gpcgExploit, Patch, Third Party Advisory
- https://github.com/tensorflow/tensorflow/commit/7ae2af34087fb4b5c8915279efd03da3b81028bcPatch, Third Party Advisory
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-wp3c-xw9g-gpcgExploit, Patch, Third Party Advisory
Timeline
- Published
- Last Modified
- Status
- Modified
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