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CVE-2022-29210— Heap buffer overflow due to incorrect hash function in TensorFlow

CVSS 5.5 · Medium EPSS 0.05% · P15
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I. Basic Information for CVE-2022-29210

Vulnerability Information

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Vulnerability Title
Heap buffer overflow due to incorrect hash function in TensorFlow
Source: NVD (National Vulnerability Database)
Vulnerability Description
TensorFlow is an open source platform for machine learning. In version 2.8.0, the `TensorKey` hash function used total estimated `AllocatedBytes()`, which (a) is an estimate per tensor, and (b) is a very poor hash function for constants (e.g. `int32_t`). It also tried to access individual tensor bytes through `tensor.data()` of size `AllocatedBytes()`. This led to ASAN failures because the `AllocatedBytes()` is an estimate of total bytes allocated by a tensor, including any pointed-to constructs (e.g. strings), and does not refer to contiguous bytes in the `.data()` buffer. The discoverers could not use this byte vector anyway because types such as `tstring` include pointers, whereas they needed to hash the string values themselves. This issue is patched in Tensorflow versions 2.9.0 and 2.8.1.
Source: NVD (National Vulnerability Database)
CVSS Information
CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H
Source: NVD (National Vulnerability Database)
Vulnerability Type
未进行输入大小检查的缓冲区拷贝(传统缓冲区溢出)
Source: NVD (National Vulnerability Database)
Vulnerability Title
Google TensorFlow 缓冲区错误漏洞
Source: CNNVD (China National Vulnerability Database)
Vulnerability Description
Google TensorFlow是美国谷歌(Google)公司的一套用于机器学习的端到端开源平台。 Google TensorFlow 2.8.0版本存在安全漏洞,该漏洞源于TensorKey散列函数使用了非常差的常量散列函数AllocatedBytes()来实现总估计。
Source: CNNVD (China National Vulnerability Database)
CVSS Information
N/A
Source: CNNVD (China National Vulnerability Database)
Vulnerability Type
N/A
Source: CNNVD (China National Vulnerability Database)

Affected Products

VendorProductAffected VersionsCPESubscribe
tensorflowtensorflow == 2.8.0 -

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III. Intelligence Information for CVE-2022-29210

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Same Patch Batch · tensorflow · 2022-05-20 · 24 CVEs total

CVE-2022-292167.8 HIGHCode injection in `saved_model_cli` in TensorFlow
CVE-2022-292087.1 HIGHSegfault and Out-of-bounds Write write due to incomplete validation in TensorFlow
CVE-2022-292065.5 MEDIUMMissing validation results in undefined behavior in `SparseTensorDenseAdd` in TensorFlow
CVE-2022-292135.5 MEDIUMIncomplete validation in signal ops leads to crashes in TensorFlow
CVE-2022-292095.5 MEDIUMType confusion leading to `CHECK`-failure based denial of service in TensorFlow
CVE-2022-292115.5 MEDIUMSegfault in TensorFlow if `tf.histogram_fixed_width` is called with NaN values
CVE-2022-292125.5 MEDIUMCore dump when loading TFLite models with quantization in TensorFlow
CVE-2022-292015.5 MEDIUMMissing validation in `QuantizedConv2D` results in undefined behavior in TensorFlow
CVE-2022-292025.5 MEDIUMDenial of service in TensorFlow due to lack of validation in `tf.ragged.constant`
CVE-2022-292035.5 MEDIUMInteger overflow in `SpaceToBatchND` in TensorFlow
CVE-2022-292045.5 MEDIUMMissing validation causes denial of service in TensorFlow via `Conv3DBackpropFilterV2`
CVE-2022-292055.5 MEDIUMSegfault due to missing support for quantized types in TensorFlow
CVE-2022-291925.5 MEDIUMMissing validation crashes `QuantizeAndDequantizeV4Grad` in TensorFlow
CVE-2022-292075.5 MEDIUMUndefined behavior when users supply invalid resource handles in TensorFlow
CVE-2022-291955.5 MEDIUMMissing validation causes denial of service in TensorFlow via `StagePeek`
CVE-2022-291975.5 MEDIUMMissing validation causes denial of service in TensorFlow via `UnsortedSegmentJoin`
CVE-2022-291965.5 MEDIUMMissing validation causes denial of service in TensorFlow via `Conv3DBackpropFilterV2`
CVE-2022-291985.5 MEDIUMMissing validation causes denial of service in TensorFlow via `SparseTensorToCSRSparseMatr
CVE-2022-291995.5 MEDIUMMissing validation causes denial of service in TensorFlow via `LoadAndRemapMatrix`
CVE-2022-292005.5 MEDIUMMissing validation causes denial of service in TensorFlow via `LSTMBlockCell`

Showing top 20 of 24 CVEs. View all on vendor page → →

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