CVE-2021-29512
Last modified
CVE-2021-29512 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. 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. EPSS estimates a 0.21% chance of exploitation in the next 30 days.
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.
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 | >= 2.3.0, < 2.3.3 | |
| Tensorflow | >= 2.4.0, < 2.4.2 |
References
- https://github.com/tensorflow/tensorflow/commit/eebb96c2830d48597d055d247c0e9aebaea94cd5Patch, Third Party Advisory
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-4278-2v5v-65r4Exploit, Patch, Third Party Advisory
- https://github.com/tensorflow/tensorflow/commit/eebb96c2830d48597d055d247c0e9aebaea94cd5Patch, Third Party Advisory
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-4278-2v5v-65r4Exploit, Patch, Third Party Advisory
Timeline
- Published
- Last Modified
- Status
- Modified
Frequently Asked Questions
What is CVE-2021-29512?
How severe is CVE-2021-29512?
How do I fix CVE-2021-29512?
How Strix Helps
- How Strix found a critical auth bypass in etcdStrix autonomously discovered a critical authentication bypass in etcd, later designated CVE-2026-33413.
- Autonomous PentestingAI agents that find and validate exploitable vulnerabilities like this one across your applications.
- PR ReviewsPentest every pull request so vulnerable code is caught before it ships to production.
- AI Penetration TestingHow AI-driven penetration testing continuously covers your attack surface.
Related CVEs from 2021
- CVE-2021-29506GraphHopper is an open-source Java routing engine. In GrassH…6.5
- CVE-2021-29507GENIVI Diagnostic Log and Trace (DLT) provides a log and tra…6.5
- CVE-2021-29508Due to how Wire handles type information in its serializatio…9.1
- CVE-2021-29509Puma is a concurrent HTTP 1.1 server for Ruby/Rack applicati…7.5
- CVE-2021-29510Pydantic is a data validation and settings management using …7.5
- CVE-2021-29511evm is a pure Rust implementation of Ethereum Virtual Machin…6.5
- CVE-2021-29513TensorFlow is an end-to-end open source platform for machine…7.8
- CVE-2021-29514TensorFlow is an end-to-end open source platform for machine…7.8
- CVE-2021-29515TensorFlow is an end-to-end open source platform for machine…7.8
- CVE-2021-29516TensorFlow is an end-to-end open source platform for machine…5.5
- CVE-2021-29517TensorFlow is an end-to-end open source platform for machine…5.5
- CVE-2021-29518TensorFlow is an end-to-end open source platform for machine…7.8
Are you affected by CVE-2021-29512?
Run a free Strix scan to check your systems for this vulnerability.
Scan your code nowSource: NVD / NIST
