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OpenAdvisories
Medium · 6.3 CVE-2021-29601 BIT-tensorflow-2021-29601EUVD-2021-0342GHSA-9c84-4hx6-xmm4PYSEC-2021-238PYSEC-2021-529PYSEC-2021-727

Integer overflow in TFLite concatentation

Published May 14, 2021 · Updated Aug 3, 2024 · Assigned by GitHub_M

Description

TensorFlow is an end-to-end open source platform for machine learning. The TFLite implementation of concatenation is vulnerable to an integer overflow issue(https://github.com/tensorflow/tensorflow/blob/7b7352a724b690b11bfaae2cd54bc3907daf6285/tensorflow/lite/kernels/concatenation.cc#L70-L76). An attacker can craft a model such that the dimensions of one of the concatenation input overflow the values of `int`. TFLite uses `int` to represent tensor dimensions, whereas TF uses `int64`. Hence, valid TF models can trigger an integer overflow when converted to TFLite format. 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.

Affected products

VendorProductAffectedFixed
tensorflow tensorflow < 2.1.4, >= 2.2.0, < 2.2.3, >= 2.3.0, < 2.3.3, >= 2.4.0, < 2.4.2 —

Affected packages

EcosystemPackageAffectedFixedRecord
PyPI tensorflow < 2.1.4 2.1.4 GHSA-9c84-4hx6-xmm4
PyPI tensorflow >= 2.2.0, < 2.2.3 2.2.3 GHSA-9c84-4hx6-xmm4
PyPI tensorflow >= 2.3.0, < 2.3.3 2.3.3 GHSA-9c84-4hx6-xmm4
PyPI tensorflow >= 2.4.0, < 2.4.2 2.4.2 GHSA-9c84-4hx6-xmm4
PyPI tensorflow < 2.1.4 · >= 2.2.0, < 2.2.3 · >= 2.3.0, < 2.3.3 · >= 2.4.0, < 2.4.2 2.1.4, 2.2.3, 2.3.3, 2.4.2 PYSEC-2021-238
PyPI tensorflow-cpu < 2.1.4 2.1.4 GHSA-9c84-4hx6-xmm4
PyPI tensorflow-cpu >= 2.2.0, < 2.2.3 2.2.3 GHSA-9c84-4hx6-xmm4
PyPI tensorflow-cpu >= 2.3.0, < 2.3.3 2.3.3 GHSA-9c84-4hx6-xmm4
PyPI tensorflow-cpu >= 2.4.0, < 2.4.2 2.4.2 GHSA-9c84-4hx6-xmm4
PyPI tensorflow-cpu < 2.1.4 · >= 2.2.0, < 2.2.3 · >= 2.3.0, < 2.3.3 · >= 2.4.0, < 2.4.2 2.1.4, 2.2.3, 2.3.3, 2.4.2 PYSEC-2021-529
PyPI tensorflow-gpu < 2.1.4 2.1.4 GHSA-9c84-4hx6-xmm4
PyPI tensorflow-gpu >= 2.2.0, < 2.2.3 2.2.3 GHSA-9c84-4hx6-xmm4
PyPI tensorflow-gpu >= 2.3.0, < 2.3.3 2.3.3 GHSA-9c84-4hx6-xmm4
PyPI tensorflow-gpu >= 2.4.0, < 2.4.2 2.4.2 GHSA-9c84-4hx6-xmm4
PyPI tensorflow-gpu < 2.1.4 · >= 2.2.0, < 2.2.3 · >= 2.3.0, < 2.3.3 · >= 2.4.0, < 2.4.2 2.1.4, 2.2.3, 2.3.3, 2.4.2 PYSEC-2021-727

References