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githubGitHub Advisory DatabaseGHSA-4C4G-CRQM-XRXW
HistoryAug 25, 2021 - 2:40 p.m.

Use of unitialized value in TFLite

2021-08-2514:40:32
CWE-908
GitHub Advisory Database
github.com
19
tflite
uninitialized value
quantization
security issue
tensorflow
github
patch
fix
aivul team
qihoo 360

CVSS2

3.6

Attack Vector

LOCAL

Attack Complexity

LOW

Authentication

NONE

Confidentiality Impact

NONE

Integrity Impact

PARTIAL

Availability Impact

PARTIAL

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

CVSS3

7.1

Attack Vector

LOCAL

Attack Complexity

LOW

Privileges Required

LOW

User Interaction

NONE

Scope

UNCHANGED

Confidentiality Impact

NONE

Integrity Impact

HIGH

Availability Impact

HIGH

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

EPSS

0

Percentile

5.1%

Impact

All TFLite operations that use quantization can be made to use unitialized values. For example:

    const auto* affine_quantization =
        reinterpret_cast<TfLiteAffineQuantization*>(
            filter->quantization.params);

The issue stems from the fact that quantization.params is only valid if quantization.type is different that kTfLiteNoQuantization. However, these checks are missing in large parts of the code.

Patches

We have patched the issue in GitHub commits 537bc7c723439b9194a358f64d871dd326c18887,
4a91f2069f7145aab6ba2d8cfe41be8a110c18a5 and 8933b8a21280696ab119b63263babdb54c298538.

The fix will be included in TensorFlow 2.6.0. We will also cherrypick this commit 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 members of the Aivul Team from Qihoo 360.

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

3.6

Attack Vector

LOCAL

Attack Complexity

LOW

Authentication

NONE

Confidentiality Impact

NONE

Integrity Impact

PARTIAL

Availability Impact

PARTIAL

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

CVSS3

7.1

Attack Vector

LOCAL

Attack Complexity

LOW

Privileges Required

LOW

User Interaction

NONE

Scope

UNCHANGED

Confidentiality Impact

NONE

Integrity Impact

HIGH

Availability Impact

HIGH

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

EPSS

0

Percentile

5.1%