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githubGitHub Advisory DatabaseGHSA-27QF-JWM8-G7F3
HistoryAug 25, 2021 - 2:39 p.m.

FPE in LSH in TFLite

2021-08-2514:39:17
CWE-369
GitHub Advisory Database
github.com
28
tflite
division by zero
lsh
tensorflow
security guide
baidu security

CVSS2

2.1

Attack Vector

LOCAL

Attack Complexity

LOW

Authentication

NONE

Confidentiality Impact

NONE

Integrity Impact

NONE

Availability Impact

PARTIAL

AV:L/AC:L/Au:N/C:N/I:N/A:P

CVSS3

5.5

Attack Vector

LOCAL

Attack Complexity

LOW

Privileges Required

LOW

User Interaction

NONE

Scope

UNCHANGED

Confidentiality Impact

NONE

Integrity Impact

NONE

Availability Impact

HIGH

CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H

EPSS

0

Percentile

12.6%

Impact

An attacker can craft a TFLite model that would trigger a division by zero error in LSH implementation.

int RunningSignBit(const TfLiteTensor* input, const TfLiteTensor* weight,
                   float seed) {
  int input_item_bytes = input->bytes / SizeOfDimension(input, 0);
  // ...
}

There is no check that the first dimension of the input is non zero.

Patches

We have patched the issue in GitHub commit 0575b640091680cfb70f4dd93e70658de43b94f9.

The fix will be included in TensorFlow 2.6.0. We will also cherrypick thiscommit on TensorFlow 2.5.1, TensorFlow 2.4.3, and TensorFlow 2.3.4, as these are also affected and still in supported range.

For more information

Please consult our security guide for more information regarding the security model and how to contact us with issues and questions.

Attribution

This vulnerability has been reported by Yakun Zhang of Baidu Security.

Affected configurations

Vulners
Node
tensorflow-gpuMatch2.5.0
OR
tensorflow-gpuRange2.4.02.4.3
OR
tensorflow-gpuRange<2.3.4
OR
tensorflow-cpuMatch2.5.0
OR
tensorflow-cpuRange2.4.02.4.3
OR
tensorflow-cpuRange<2.3.4
OR
tensorflowtensorflowMatch2.5.0
OR
tensorflowtensorflowRange2.4.02.4.3
OR
tensorflowtensorflowRange<2.3.4
VendorProductVersionCPE
*tensorflow-gpu2.5.0cpe:2.3:a:*:tensorflow-gpu:2.5.0:*:*:*:*:*:*:*
*tensorflow-gpu*cpe:2.3:a:*:tensorflow-gpu:*:*:*:*:*:*:*:*
*tensorflow-cpu2.5.0cpe:2.3:a:*:tensorflow-cpu:2.5.0:*:*:*:*:*:*:*
*tensorflow-cpu*cpe:2.3:a:*:tensorflow-cpu:*:*:*:*:*:*:*:*
tensorflowtensorflow2.5.0cpe:2.3:a:tensorflow:tensorflow:2.5.0:*:*:*:*:*:*:*
tensorflowtensorflow*cpe:2.3:a:tensorflow:tensorflow:*:*:*:*:*:*:*:*

CVSS2

2.1

Attack Vector

LOCAL

Attack Complexity

LOW

Authentication

NONE

Confidentiality Impact

NONE

Integrity Impact

NONE

Availability Impact

PARTIAL

AV:L/AC:L/Au:N/C:N/I:N/A:P

CVSS3

5.5

Attack Vector

LOCAL

Attack Complexity

LOW

Privileges Required

LOW

User Interaction

NONE

Scope

UNCHANGED

Confidentiality Impact

NONE

Integrity Impact

NONE

Availability Impact

HIGH

CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H

EPSS

0

Percentile

12.6%