BIT-tensorflow-2022-29212
Dashboard / Vulnerabilities / BIT-tensorflow-2022-29212
BIT-tensorflow-2022-29212
Summary: Core dump when loading TFLite models with quantization in TensorFlow
Details: TensorFlow is an open source platform for machine learning. Prior to versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4, certain TFLite models that were created using TFLite model converter would crash when loaded in the TFLite interpreter. The culprit is that during quantization the scale of values could be greater than 1 but code was always assuming sub-unit scaling. Thus, since code was calling `QuantizeMultiplierSmallerThanOneExp`, the `TFLITE_CHECK_LT` assertion would trigger and abort the process. Versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4 contain a patch for this issue.
References: https://github.com/tensorflow/tensorflow/blob/f3b9bf4c3c0597563b289c0512e98d4ce81f886e/tensorflow/lite/kernels/internal/quantization_util.cc#L114-L123, https://github.com/tensorflow/tensorflow/commit/a989426ee1346693cc015792f11d715f6944f2b8, https://github.com/tensorflow/tensorflow/issues/43661, https://github.com/tensorflow/tensorflow/releases/tag/v2.6.4, https://github.com/tensorflow/tensorflow/releases/tag/v2.7.2, https://github.com/tensorflow/tensorflow/releases/tag/v2.8.1, https://github.com/tensorflow/tensorflow/releases/tag/v2.9.0, https://github.com/tensorflow/tensorflow/security/advisories/GHSA-8wwm-6264-x792, https://nvd.nist.gov/vuln/detail/CVE-2022-29212
Affected packages
Package
Name: tensorflow
Purl: pkg:bitnami/tensorflow
Affected ranges
Type: SEMVER
Events:
