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githubGitHub Advisory DatabaseGHSA-GCVH-66FF-4MWM
HistoryFeb 10, 2022 - 12:21 a.m.

`CHECK`-failures in Tensorflow

2022-02-1000:21:12
CWE-617
CWE-843
GitHub Advisory Database
github.com
27
tensorflow mapstage
vulnerability
patched
github commit
tensorflow 2.8.0
security guide
faysal hossain shezan

CVSS2

4

Attack Vector

NETWORK

Attack Complexity

LOW

Authentication

SINGLE

Confidentiality Impact

NONE

Integrity Impact

NONE

Availability Impact

PARTIAL

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

CVSS3

6.5

Attack Vector

NETWORK

Attack Complexity

LOW

Privileges Required

LOW

User Interaction

NONE

Scope

UNCHANGED

Confidentiality Impact

NONE

Integrity Impact

NONE

Availability Impact

HIGH

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

EPSS

0.002

Percentile

51.9%

Impact

The implementation of MapStage is vulnerable a CHECK-fail if the key tensor is not a scalar:

import tensorflow as tf
import numpy as np

tf.raw_ops.MapStage(
    key = tf.constant(value=[4], shape= (1,2), dtype=tf.int64),
    indices = np.array([[6]]),
    values = np.array([-60]),
    dtypes = [tf.int64], capacity=0, memory_limit=0,
    container='', shared_name='', name=None
)   

Patches

We have patched the issue in GitHub commit f57315566d7094f322b784947093406c2aea0d7d.

The fix will be included in TensorFlow 2.8.0. We will also cherrypick this commit on TensorFlow 2.7.1, TensorFlow 2.6.3, and TensorFlow 2.5.3, 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 Faysal Hossain Shezan from University of Virginia.
~

Affected configurations

Vulners
Node
tensorflowgpuMatch2.7.0
OR
tensorflowgpuRange<2.6.3
OR
tensorflowgpuRange<2.5.3
OR
tensorflowcpuMatch2.7.0
OR
tensorflowcpuRange<2.6.3
OR
tensorflowcpuRange<2.5.3
OR
tensorflowtensorflowMatch2.7.0
OR
tensorflowtensorflowRange<2.6.3
OR
tensorflowtensorflowRange<2.5.3
VendorProductVersionCPE
tensorflowgpu2.7.0cpe:2.3:a:tensorflow:gpu:2.7.0:*:*:*:*:*:*:*
tensorflowgpu*cpe:2.3:a:tensorflow:gpu:*:*:*:*:*:*:*:*
tensorflowcpu2.7.0cpe:2.3:a:tensorflow:cpu:2.7.0:*:*:*:*:*:*:*
tensorflowcpu*cpe:2.3:a:tensorflow:cpu:*:*:*:*:*:*:*:*
tensorflowtensorflow2.7.0cpe:2.3:a:tensorflow:tensorflow:2.7.0:*:*:*:*:*:*:*
tensorflowtensorflow*cpe:2.3:a:tensorflow:tensorflow:*:*:*:*:*:*:*:*

CVSS2

4

Attack Vector

NETWORK

Attack Complexity

LOW

Authentication

SINGLE

Confidentiality Impact

NONE

Integrity Impact

NONE

Availability Impact

PARTIAL

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

CVSS3

6.5

Attack Vector

NETWORK

Attack Complexity

LOW

Privileges Required

LOW

User Interaction

NONE

Scope

UNCHANGED

Confidentiality Impact

NONE

Integrity Impact

NONE

Availability Impact

HIGH

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

EPSS

0.002

Percentile

51.9%

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