Moderate severityNVD Advisory· Published Dec 10, 2020· Updated Aug 4, 2024
CHECK-fail in LSTM with zero-length input in TensorFlow
CVE-2020-26270
Description
In affected versions of TensorFlow running an LSTM/GRU model where the LSTM/GRU layer receives an input with zero-length results in a CHECK failure when using the CUDA backend. This can result in a query-of-death vulnerability, via denial of service, if users can control the input to the layer. This is fixed in versions 1.15.5, 2.0.4, 2.1.3, 2.2.2, 2.3.2, and 2.4.0.
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 | < 1.15.5 | 1.15.5 |
tensorflowPyPI | >= 2.0.0, < 2.0.4 | 2.0.4 |
tensorflowPyPI | >= 2.1.0, < 2.1.3 | 2.1.3 |
tensorflowPyPI | >= 2.2.0, < 2.2.2 | 2.2.2 |
tensorflowPyPI | >= 2.3.0, < 2.3.2 | 2.3.2 |
tensorflow-cpuPyPI | < 1.15.5 | 1.15.5 |
tensorflow-cpuPyPI | >= 2.0.0, < 2.0.4 | 2.0.4 |
tensorflow-cpuPyPI | >= 2.1.0, < 2.1.3 | 2.1.3 |
tensorflow-cpuPyPI | >= 2.2.0, < 2.2.2 | 2.2.2 |
tensorflow-cpuPyPI | >= 2.3.0, < 2.3.2 | 2.3.2 |
tensorflow-gpuPyPI | < 1.15.5 | 1.15.5 |
tensorflow-gpuPyPI | >= 2.0.0, < 2.0.4 | 2.0.4 |
tensorflow-gpuPyPI | >= 2.1.0, < 2.1.3 | 2.1.3 |
tensorflow-gpuPyPI | >= 2.2.0, < 2.2.2 | 2.2.2 |
tensorflow-gpuPyPI | >= 2.3.0, < 2.3.2 | 2.3.2 |
Affected products
17- osv-coords16 versionspkg:bitnami/tensorflowpkg:pypi/tensorflowpkg:pypi/tensorflow-cpupkg:pypi/tensorflow-gpupkg:rpm/opensuse/bazel3.7&distro=openSUSE%20Leap%2015.3pkg:rpm/opensuse/bazel-skylib1.0.3&distro=openSUSE%20Leap%2015.3pkg:rpm/opensuse/tensorflow2_2_6_0-gnu-hpc&distro=openSUSE%20Leap%2015.3pkg:rpm/opensuse/tensorflow2_2_6_0-gnu-openmpi2-hpc&distro=openSUSE%20Leap%2015.3pkg:rpm/opensuse/tensorflow2&distro=openSUSE%20Leap%2015.3pkg:rpm/opensuse/tensorflow2-lite&distro=openSUSE%20Leap%2015.3pkg:rpm/suse/bazel3.7&distro=SUSE%20Package%20Hub%2015%20SP3pkg:rpm/suse/bazel-skylib1.0.3&distro=SUSE%20Package%20Hub%2015%20SP3pkg:rpm/suse/tensorflow2_2_6_0-gnu-hpc&distro=SUSE%20Package%20Hub%2015%20SP3pkg:rpm/suse/tensorflow2_2_6_0-gnu-openmpi2-hpc&distro=SUSE%20Package%20Hub%2015%20SP3pkg:rpm/suse/tensorflow2&distro=SUSE%20Package%20Hub%2015%20SP3pkg:rpm/suse/tensorflow2-lite&distro=SUSE%20Package%20Hub%2015%20SP3
< 1.15.5+ 15 more
- (no CPE)range: < 1.15.5
- (no CPE)range: < 1.15.5
- (no CPE)range: < 1.15.5
- (no CPE)range: < 1.15.5
- (no CPE)range: < 3.7.2-bp153.4.1
- (no CPE)range: < 1.0.3-bp153.2.1
- (no CPE)range: < 2.6.0-bp153.2.3.1
- (no CPE)range: < 2.6.0-bp153.2.3.1
- (no CPE)range: < 2.6.0-bp153.2.3.1
- (no CPE)range: < 2.6.0-bp153.2.3.1
- (no CPE)range: < 3.7.2-bp153.4.1
- (no CPE)range: < 1.0.3-bp153.2.1
- (no CPE)range: < 2.6.0-bp153.2.3.1
- (no CPE)range: < 2.6.0-bp153.2.3.1
- (no CPE)range: < 2.6.0-bp153.2.3.1
- (no CPE)range: < 2.6.0-bp153.2.3.1
- Range: < 1.15.5
Patches
Vulnerability mechanics
References
7- github.com/advisories/GHSA-m648-33qf-v3gpghsaADVISORY
- nvd.nist.gov/vuln/detail/CVE-2020-26270ghsaADVISORY
- github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2020-301.yamlghsaWEB
- github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2020-336.yamlghsaWEB
- github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2020-256.yamlghsaWEB
- github.com/tensorflow/tensorflow/commit/14755416e364f17fb1870882fa778c7fec7f16e3ghsax_refsource_MISCWEB
- github.com/tensorflow/tensorflow/security/advisories/GHSA-m648-33qf-v3gpghsax_refsource_CONFIRMWEB
News mentions
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