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githubGitHub Advisory DatabaseGHSA-44QP-9WWF-734R
HistoryFeb 09, 2022 - 11:47 p.m.

Heap overflow in Tensorflow

2022-02-0923:47:14
CWE-120
CWE-787
GitHub Advisory Database
github.com
17
tensorflow
sparsecountsparseoutput
heap overflow
patched
security guide
faysal hossain shezan
university of virginia

CVSS2

6.5

Attack Vector

NETWORK

Attack Complexity

LOW

Authentication

SINGLE

Confidentiality Impact

PARTIAL

Integrity Impact

PARTIAL

Availability Impact

PARTIAL

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

CVSS3

8.8

Attack Vector

NETWORK

Attack Complexity

LOW

Privileges Required

LOW

User Interaction

NONE

Scope

UNCHANGED

Confidentiality Impact

HIGH

Integrity Impact

HIGH

Availability Impact

HIGH

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

EPSS

0.005

Percentile

76.3%

Impact

The implementation of SparseCountSparseOutput is vulnerable to a heap overflow:

import tensorflow as tf
import numpy as np

tf.raw_ops.SparseCountSparseOutput(
  indices=[[-1,-1]],
  values=[2],
  dense_shape=[1, 1],
  weights=[1],
  binary_output=True,
  minlength=-1,
  maxlength=-1,
  name=None)

Patches

We have patched the issue in GitHub commits 2b7100d6cdff36aa21010a82269bc05a6d1cc74a and adbbabdb0d3abb3cdeac69e38a96de1d678b24b3.

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

6.5

Attack Vector

NETWORK

Attack Complexity

LOW

Authentication

SINGLE

Confidentiality Impact

PARTIAL

Integrity Impact

PARTIAL

Availability Impact

PARTIAL

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

CVSS3

8.8

Attack Vector

NETWORK

Attack Complexity

LOW

Privileges Required

LOW

User Interaction

NONE

Scope

UNCHANGED

Confidentiality Impact

HIGH

Integrity Impact

HIGH

Availability Impact

HIGH

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

EPSS

0.005

Percentile

76.3%

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