CVE-2022-29212
Core dump when loading TFLite models with quantization in TensorFlow
Severity Score
Exploit Likelihood
Affected Versions
Public Exploits
2Exploited in Wild
-Decision
Descriptions
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.
TensorFlow es una plataforma de código abierto para el aprendizaje automático. En versiones anteriores a 2.9.0, 2.8.1, 2.7.2 y 2.6.4, algunos modelos TFLite creados con el convertidor de modelos TFLite eran bloqueados cuando eran cargados en el intérprete TFLite. El culpable es que durante la cuantificación la escala de los valores podía ser mayor que 1 pero el código siempre asumía una escala de subunidades. Así, como el código llamaba a "QuantizeMultiplierSmallerThanOneExp", la aserción "TFLITE_CHECK_LT" era disparada y abortaba el proceso. Las versiones 2.9.0, 2.8.1, 2.7.2 y 2.6.4 contienen un parche para este problema
CVSS Scores
SSVC
- Decision:-
Timeline
- 2022-04-13 CVE Reserved
- 2022-05-20 CVE Published
- 2024-08-03 CVE Updated
- 2024-08-03 First Exploit
- 2024-08-11 EPSS Updated
- ---------- Exploited in Wild
- ---------- KEV Due Date
CWE
- CWE-20: Improper Input Validation
CAPEC
References (8)
| URL | Date | SRC |
|---|---|---|
| https://github.com/tensorflow/tensorflow/issues/43661 | 2024-08-03 | |
| https://github.com/tensorflow/tensorflow/security/advisories/GHSA-8wwm-6264-x792 | 2024-08-03 |
| URL | Date | SRC |
|---|---|---|
| https://github.com/tensorflow/tensorflow/commit/a989426ee1346693cc015792f11d715f6944f2b8 | 2022-06-03 |
| URL | Date | SRC |
|---|
Affected Vendors, Products, and Versions
| Vendor | Product | Version | Other | Status | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Vendor | Product | Version | Other | Status | <-- --> | Vendor | Product | Version | Other | Status |
| Google Search vendor "Google" | Tensorflow Search vendor "Google" for product "Tensorflow" | < 2.6.4 Search vendor "Google" for product "Tensorflow" and version " < 2.6.4" | - |
Affected
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| Google Search vendor "Google" | Tensorflow Search vendor "Google" for product "Tensorflow" | >= 2.7.0 < 2.7.2 Search vendor "Google" for product "Tensorflow" and version " >= 2.7.0 < 2.7.2" | - |
Affected
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| Google Search vendor "Google" | Tensorflow Search vendor "Google" for product "Tensorflow" | 2.7.0 Search vendor "Google" for product "Tensorflow" and version "2.7.0" | rc0 |
Affected
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| Google Search vendor "Google" | Tensorflow Search vendor "Google" for product "Tensorflow" | 2.7.0 Search vendor "Google" for product "Tensorflow" and version "2.7.0" | rc1 |
Affected
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| Google Search vendor "Google" | Tensorflow Search vendor "Google" for product "Tensorflow" | 2.8.0 Search vendor "Google" for product "Tensorflow" and version "2.8.0" | - |
Affected
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| Google Search vendor "Google" | Tensorflow Search vendor "Google" for product "Tensorflow" | 2.8.0 Search vendor "Google" for product "Tensorflow" and version "2.8.0" | rc0 |
Affected
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| Google Search vendor "Google" | Tensorflow Search vendor "Google" for product "Tensorflow" | 2.8.0 Search vendor "Google" for product "Tensorflow" and version "2.8.0" | rc1 |
Affected
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| Google Search vendor "Google" | Tensorflow Search vendor "Google" for product "Tensorflow" | 2.9.0 Search vendor "Google" for product "Tensorflow" and version "2.9.0" | rc0 |
Affected
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| Google Search vendor "Google" | Tensorflow Search vendor "Google" for product "Tensorflow" | 2.9.0 Search vendor "Google" for product "Tensorflow" and version "2.9.0" | rc1 |
Affected
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