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githubGitHub Advisory DatabaseGHSA-M342-FF57-4JCC
HistoryNov 10, 2021 - 7:01 p.m.

Heap OOB read in `tf.raw_ops.SparseCountSparseOutput`

2021-11-1019:01:44
CWE-125
GitHub Advisory Database
github.com
22
tensorflow
security
vulnerability
heap
array
patch
github
commit
2.7.0
2.6.1
2.5.2
2.4.4
aivul team
qihoo 360

CVSS2

3.6

Attack Vector

LOCAL

Attack Complexity

LOW

Authentication

NONE

Confidentiality Impact

PARTIAL

Integrity Impact

NONE

Availability Impact

PARTIAL

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

CVSS3

7.1

Attack Vector

LOCAL

Attack Complexity

LOW

Privileges Required

LOW

User Interaction

NONE

Scope

UNCHANGED

Confidentiality Impact

HIGH

Integrity Impact

NONE

Availability Impact

HIGH

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

EPSS

0

Percentile

12.6%

Impact

The shape inference functions for SparseCountSparseOutput can trigger a read outside of bounds of heap allocated array:

import tensorflow as tf

@tf.function
def func():
  return tf.raw_ops.SparseCountSparseOutput(
    indices=[1],
    values=[[1]],
    dense_shape=[10],
    weights=[],
    binary_output= True)

func()

The function fails to check that the first input (i.e., indices) has rank 2:

  auto rank = c->Dim(c->input(0), 1);

Patches

We have patched the issue in GitHub commit 701cfaca222a82afbeeb17496bd718baa65a67d2.

The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on TensorFlow 2.6.1, TensorFlow 2.5.2, and TensorFlow 2.4.4, 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-gpuRange<2.4.4
OR
tensorflow-gpuRange2.5.02.5.2
OR
tensorflow-gpuRange2.6.02.6.1
OR
tensorflow-cpuRange<2.4.4
OR
tensorflow-cpuRange2.5.02.5.2
OR
tensorflow-cpuRange2.6.02.6.1
OR
tensorflowtensorflowRange<2.4.4
OR
tensorflowtensorflowRange2.5.02.5.2
OR
tensorflowtensorflowRange2.6.02.6.1
VendorProductVersionCPE
*tensorflow-gpu*cpe:2.3:a:*:tensorflow-gpu:*:*:*:*:*:*:*:*
*tensorflow-cpu*cpe:2.3:a:*:tensorflow-cpu:*:*:*:*:*:*:*:*
tensorflowtensorflow*cpe:2.3:a:tensorflow:tensorflow:*:*:*:*:*:*:*:*

CVSS2

3.6

Attack Vector

LOCAL

Attack Complexity

LOW

Authentication

NONE

Confidentiality Impact

PARTIAL

Integrity Impact

NONE

Availability Impact

PARTIAL

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

CVSS3

7.1

Attack Vector

LOCAL

Attack Complexity

LOW

Privileges Required

LOW

User Interaction

NONE

Scope

UNCHANGED

Confidentiality Impact

HIGH

Integrity Impact

NONE

Availability Impact

HIGH

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

EPSS

0

Percentile

12.6%

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