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githubGitHub Advisory DatabaseGHSA-W4XF-2PQW-5MQ7
HistoryAug 25, 2021 - 2:42 p.m.

Reference binding to nullptr in `RaggedTensorToVariant`

2021-08-2514:42:13
CWE-824
GitHub Advisory Database
github.com
18
raggedtensortovariant
tensorflow
vulnerability
incomplete validation
patches
tensorflow 2.6.0
cherrypick
security guide
aivul team
qihoo 360

CVSS2

4.6

Attack Vector

LOCAL

Attack Complexity

LOW

Authentication

NONE

Confidentiality Impact

PARTIAL

Integrity Impact

PARTIAL

Availability Impact

PARTIAL

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

CVSS3

7.8

Attack Vector

LOCAL

Attack Complexity

LOW

Privileges Required

LOW

User Interaction

NONE

Scope

UNCHANGED

Confidentiality Impact

HIGH

Integrity Impact

HIGH

Availability Impact

HIGH

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

EPSS

0

Percentile

12.6%

Impact

An attacker can cause undefined behavior via binding a reference to null pointer in tf.raw_ops.RaggedTensorToVariant:

import tensorflow as tf

tf.raw_ops.RaggedTensorToVariant(
  rt_nested_splits=[],
  rt_dense_values=[1,2,3],
  batched_input=True)

The implementation has an incomplete validation of the splits values, missing the case when the argument would be empty.

Patches

We have patched the issue in GitHub commit be7a4de6adfbd303ce08be4332554dff70362612.

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

4.6

Attack Vector

LOCAL

Attack Complexity

LOW

Authentication

NONE

Confidentiality Impact

PARTIAL

Integrity Impact

PARTIAL

Availability Impact

PARTIAL

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

CVSS3

7.8

Attack Vector

LOCAL

Attack Complexity

LOW

Privileges Required

LOW

User Interaction

NONE

Scope

UNCHANGED

Confidentiality Impact

HIGH

Integrity Impact

HIGH

Availability Impact

HIGH

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

EPSS

0

Percentile

12.6%