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
Link | Resource |
---|---|
https://github.com/tensorflow/tensorflow/issues/43661 | Exploit Issue Tracking Third Party Advisory |
https://github.com/tensorflow/tensorflow/security/advisories/GHSA-8wwm-6264-x792 | Exploit Patch Third Party Advisory |
https://github.com/tensorflow/tensorflow/releases/tag/v2.6.4 | Release Notes Third Party Advisory |
https://github.com/tensorflow/tensorflow/releases/tag/v2.7.2 | Release Notes Third Party Advisory |
https://github.com/tensorflow/tensorflow/releases/tag/v2.8.1 | Release Notes Third Party Advisory |
https://github.com/tensorflow/tensorflow/releases/tag/v2.9.0 | Release Notes Third Party Advisory |
https://github.com/tensorflow/tensorflow/commit/a989426ee1346693cc015792f11d715f6944f2b8 | Patch Third Party Advisory |
https://github.com/tensorflow/tensorflow/blob/f3b9bf4c3c0597563b289c0512e98d4ce81f886e/tensorflow/lite/kernels/internal/quantization_util.cc#L114-L123 | Third Party Advisory |
Configurations
Configuration 1 (hide)
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Information
Published : 2022-05-20 17:15
Updated : 2022-06-03 08:16
NVD link : CVE-2022-29212
Mitre link : CVE-2022-29212
JSON object : View
CWE
CWE-20
Improper Input Validation
Products Affected
- tensorflow