Denial of Service in Tensorflow
Description
In Tensorflow before version 2.3.1, the SparseCountSparseOutput implementation does not validate that the input arguments form a valid sparse tensor. In particular, there is no validation that the indices tensor has rank 2. This tensor must be a matrix because code assumes its elements are accessed as elements of a matrix. However, malicious users can pass in tensors of different rank, resulting in a CHECK assertion failure and a crash. This can be used to cause denial of service in serving installations, if users are allowed to control the components of the input sparse tensor. The issue is patched in commit 3cbb917b4714766030b28eba9fb41bb97ce9ee02 and is released in TensorFlow version 2.3.1.
AI Insight
LLM-synthesized narrative grounded in this CVE's description and references.
Affected packages
Versions sourced from the GitHub Security Advisory.
| Package | Affected versions | Patched versions |
|---|---|---|
tensorflowPyPI | >= 2.3.0, < 2.3.1 | 2.3.1 |
tensorflow-cpuPyPI | >= 2.3.0, < 2.3.1 | 2.3.1 |
tensorflow-gpuPyPI | >= 2.3.0, < 2.3.1 | 2.3.1 |
Affected products
5- osv-coords4 versions
>= 2.3.0, < 2.3.1+ 3 more
- (no CPE)range: >= 2.3.0, < 2.3.1
- (no CPE)range: >= 2.3.0, < 2.3.1
- (no CPE)range: >= 2.3.0, < 2.3.1
- (no CPE)range: >= 2.3.0, < 2.3.1
- Range: = 2.3.0
Patches
Vulnerability mechanics
References
8- github.com/advisories/GHSA-qc53-44cj-vfvxghsaADVISORY
- nvd.nist.gov/vuln/detail/CVE-2020-15197ghsaADVISORY
- github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2020-277.yamlghsaWEB
- github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2020-312.yamlghsaWEB
- github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2020-120.yamlghsaWEB
- github.com/tensorflow/tensorflow/commit/3cbb917b4714766030b28eba9fb41bb97ce9ee02ghsax_refsource_MISCWEB
- github.com/tensorflow/tensorflow/releases/tag/v2.3.1ghsax_refsource_MISCWEB
- github.com/tensorflow/tensorflow/security/advisories/GHSA-qc53-44cj-vfvxghsax_refsource_CONFIRMWEB
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