CVE-2022-29212
Summary
| CVE | CVE-2022-29212 |
|---|---|
| State | PUBLIC |
| Assigner | [email protected] |
| Source Priority | CVE Program / NVD first with legacy fallback |
| Published | 2022-05-21 00:15:00 UTC |
| Updated | 2022-06-03 15:16:00 UTC |
| Description | 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. |
Risk And Classification
Problem Types: CWE-20
NVD Known Affected Configurations (CPE 2.3)
| Type | Vendor | Product | Version | Update | Edition | Language |
|---|---|---|---|---|---|---|
| Application | Tensorflow | All | All | All | All | |
| Application | Tensorflow | 2.7.0 | rc0 | All | All | |
| Application | Tensorflow | 2.7.0 | rc1 | All | All | |
| Application | Tensorflow | 2.8.0 | - | All | All | |
| Application | Tensorflow | 2.8.0 | rc0 | All | All | |
| Application | Tensorflow | 2.8.0 | rc1 | All | All | |
| Application | Tensorflow | 2.9.0 | rc0 | All | All | |
| Application | Tensorflow | 2.9.0 | rc1 | All | All |
References
| Reference | Source | Link | Tags |
|---|---|---|---|
| Release TensorFlow 2.8.1 · tensorflow/tensorflow · GitHub | MISC | github.com | |
| Core dumped when invoking TFLite model converted using latest nightly TFLite converter (2.4.0dev2020929) · Issue #43661 · tensorflow/tensorflow · GitHub | MISC | github.com | |
| Improve to cover scale value greater than one · tensorflow/tensorflow@a989426 · GitHub | MISC | github.com | |
| tensorflow/quantization_util.cc at f3b9bf4c3c0597563b289c0512e98d4ce81f886e · tensorflow/tensorflow · GitHub | MISC | github.com | |
| Release TensorFlow 2.9.0 · tensorflow/tensorflow · GitHub | MISC | github.com | |
| Release TensorFlow 2.7.2 · tensorflow/tensorflow · GitHub | MISC | github.com | |
| Release TensorFlow 2.6.4 · tensorflow/tensorflow · GitHub | MISC | github.com | |
| Core dump when loading TFLite models with quantization · Advisory · tensorflow/tensorflow · GitHub | CONFIRM | github.com | |
| CVE Program record | CVE.ORG | www.cve.org | canonical |
| NVD vulnerability detail | NVD | nvd.nist.gov | canonical, analysis |
No vendor comments have been submitted for this CVE.
There are currently no legacy QID mappings associated with this CVE.