CVE-2021-29596
Last modified
CVE-2021-29596 is a high-severity vulnerability rated 7.8/10 on the CVSS scale. TensorFlow is an end-to-end open source platform for machine learning. The implementation of the `EmbeddingLookup` TFLite operator is vulnerable to a division by zero error(https://github.com/tensorflow/tensorflow/blob/e4b29809543b250bc9b19678ec4776299dd569ba/tensorflow/lite/kernels/embedding_lookup.cc#L73-L74). EPSS estimates a 0.20% chance of exploitation in the next 30 days.
Description
TensorFlow is an end-to-end open source platform for machine learning. The implementation of the `EmbeddingLookup` TFLite operator is vulnerable to a division by zero error(https://github.com/tensorflow/tensorflow/blob/e4b29809543b250bc9b19678ec4776299dd569ba/tensorflow/lite/kernels/embedding_lookup.cc#L73-L74). An attacker can craft a model such that the first dimension of the `value` input is 0. 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:H/I:H/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/f61c57bd425878be108ec787f4d96390579fb83ePatch, Third Party Advisory
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-4vrf-ff7v-hpgrExploit, Patch, Third Party Advisory
- https://github.com/tensorflow/tensorflow/commit/f61c57bd425878be108ec787f4d96390579fb83ePatch, Third Party Advisory
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-4vrf-ff7v-hpgrExploit, Patch, Third Party Advisory
Timeline
- Published
- Last Modified
- Status
- Modified
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