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OpenAdvisories
Low · 2.5 CVE-2021-29582 BIT-tensorflow-2021-29582EUVD-2021-0323GHSA-c45w-2wxr-pp53PYSEC-2021-219PYSEC-2021-510PYSEC-2021-708

Heap OOB read in `tf.raw_ops.Dequantize`

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. Due to lack of validation in `tf.raw_ops.Dequantize`, an attacker can trigger a read from outside of bounds of heap allocated data. The implementation(https://github.com/tensorflow/tensorflow/blob/26003593aa94b1742f34dc22ce88a1e17776a67d/tensorflow/core/kernels/dequantize_op.cc#L106-L131) accesses the `min_range` and `max_range` tensors in parallel but fails to check that they have the same shape. 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-c45w-2wxr-pp53
PyPI tensorflow >= 2.2.0, < 2.2.3 2.2.3 GHSA-c45w-2wxr-pp53
PyPI tensorflow >= 2.3.0, < 2.3.3 2.3.3 GHSA-c45w-2wxr-pp53
PyPI tensorflow >= 2.4.0, < 2.4.2 2.4.2 GHSA-c45w-2wxr-pp53
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-2021-219
PyPI tensorflow-cpu < 2.1.4 2.1.4 GHSA-c45w-2wxr-pp53
PyPI tensorflow-cpu >= 2.2.0, < 2.2.3 2.2.3 GHSA-c45w-2wxr-pp53
PyPI tensorflow-cpu >= 2.3.0, < 2.3.3 2.3.3 GHSA-c45w-2wxr-pp53
PyPI tensorflow-cpu >= 2.4.0, < 2.4.2 2.4.2 GHSA-c45w-2wxr-pp53
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-2021-510
PyPI tensorflow-gpu < 2.1.4 2.1.4 GHSA-c45w-2wxr-pp53
PyPI tensorflow-gpu >= 2.2.0, < 2.2.3 2.2.3 GHSA-c45w-2wxr-pp53
PyPI tensorflow-gpu >= 2.3.0, < 2.3.3 2.3.3 GHSA-c45w-2wxr-pp53
PyPI tensorflow-gpu >= 2.4.0, < 2.4.2 2.4.2 GHSA-c45w-2wxr-pp53
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-2021-708

References