CVE-2021-37640
Integer division by 0 in sparse reshaping in TensorFlow
Severity Score
Exploit Likelihood
Affected Versions
Public Exploits
0Exploited in Wild
-Decision
Descriptions
TensorFlow is an end-to-end open source platform for machine learning. In affected versions the implementation of `tf.raw_ops.SparseReshape` can be made to trigger an integral division by 0 exception. The [implementation](https://github.com/tensorflow/tensorflow/blob/8d72537c6abf5a44103b57b9c2e22c14f5f49698/tensorflow/core/kernels/reshape_util.cc#L176-L181) calls the reshaping functor whenever there is at least an index in the input but does not check that shape of the input or the target shape have both a non-zero number of elements. The [reshape functor](https://github.com/tensorflow/tensorflow/blob/8d72537c6abf5a44103b57b9c2e22c14f5f49698/tensorflow/core/kernels/reshape_util.cc#L40-L78) blindly divides by the dimensions of the target shape. Hence, if this is not checked, code will result in a division by 0. We have patched the issue in GitHub commit 4923de56ec94fff7770df259ab7f2288a74feb41. The fix will be included in TensorFlow 2.6.0. We will also cherrypick this commit on TensorFlow 2.5.1 as this is the other affected version.
TensorFlow es una plataforma de código abierto de extremo a extremo para el aprendizaje automático. En las versiones afectadas se puede hacer que la implementación "tf.raw_ops.SparseReshape" lance una excepción de división integral por 0. La [implementación](https://github.com/tensorflow/tensorflow/blob/8d72537c6abf5a44103b57b9c2e22c14f5f49698/tensorflow/core/kernels/reshape_util.cc#L176-L181) llama al functor de remodelación siempre que haya al menos un índice en la entrada, pero no comprueba que la forma de la entrada o la forma objetivo tengan ambas un número de elementos distinto de cero. El [functor de remodelación](https://github.com/tensorflow/tensorflow/blob/8d72537c6abf5a44103b57b9c2e22c14f5f49698/tensorflow/core/kernels/reshape_util.cc#L40-L78) divide ciegamente por las dimensiones de la forma objetivo. Por lo tanto, si esto no es comprobado, el código dará lugar a una división por 0. Hemos parcheado el problema en el commit 4923de56ec94fff7770df259ab7f2288a74feb41 de GitHub. La corrección se incluirá en TensorFlow versión 2.6.0. También se incluirá este commit en TensorFlow versión 2.5.1 ya que es la otra versión afectada.
CVSS Scores
SSVC
- Decision:-
Timeline
- 2021-07-29 CVE Reserved
- 2021-08-12 CVE Published
- 2023-03-08 EPSS Updated
- 2024-08-04 CVE Updated
- ---------- Exploited in Wild
- ---------- KEV Due Date
- ---------- First Exploit
CWE
- CWE-369: Divide By Zero
CAPEC
References (2)
URL | Tag | Source |
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https://github.com/tensorflow/tensorflow/security/advisories/GHSA-95xm-g58g-3p88 | Third Party Advisory |
URL | Date | SRC |
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URL | Date | SRC |
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https://github.com/tensorflow/tensorflow/commit/4923de56ec94fff7770df259ab7f2288a74feb41 | 2021-08-18 |
URL | Date | SRC |
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Affected Vendors, Products, and Versions
Vendor | Product | Version | Other | Status | ||||||
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Vendor | Product | Version | Other | Status | <-- --> | Vendor | Product | Version | Other | Status |
Google Search vendor "Google" | Tensorflow Search vendor "Google" for product "Tensorflow" | >= 2.3.0 < 2.3.4 Search vendor "Google" for product "Tensorflow" and version " >= 2.3.0 < 2.3.4" | - |
Affected
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Google Search vendor "Google" | Tensorflow Search vendor "Google" for product "Tensorflow" | >= 2.4.0 < 2.4.3 Search vendor "Google" for product "Tensorflow" and version " >= 2.4.0 < 2.4.3" | - |
Affected
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Google Search vendor "Google" | Tensorflow Search vendor "Google" for product "Tensorflow" | 2.5.0 Search vendor "Google" for product "Tensorflow" and version "2.5.0" | - |
Affected
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Google Search vendor "Google" | Tensorflow Search vendor "Google" for product "Tensorflow" | 2.6.0 Search vendor "Google" for product "Tensorflow" and version "2.6.0" | rc0 |
Affected
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Google Search vendor "Google" | Tensorflow Search vendor "Google" for product "Tensorflow" | 2.6.0 Search vendor "Google" for product "Tensorflow" and version "2.6.0" | rc1 |
Affected
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Google Search vendor "Google" | Tensorflow Search vendor "Google" for product "Tensorflow" | 2.6.0 Search vendor "Google" for product "Tensorflow" and version "2.6.0" | rc2 |
Affected
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