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githubGitHub Advisory DatabaseGHSA-F8H4-7RGH-Q2GM
HistoryAug 25, 2021 - 2:43 p.m.

Segfault and heap buffer overflow in `{Experimental,}DatasetToTFRecord`

2021-08-2514:43:24
CWE-120
CWE-787
GitHub Advisory Database
github.com
25

4.6 Medium

CVSS2

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

7.8 High

CVSS3

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

0.0004 Low

EPSS

Percentile

12.8%

Impact

The implementation for tf.raw_ops.ExperimentalDatasetToTFRecord and tf.raw_ops.DatasetToTFRecord can trigger heap buffer overflow and segmentation fault:

import tensorflow as tf

dataset = tf.data.Dataset.range(3)
dataset = tf.data.experimental.to_variant(dataset)
tf.raw_ops.ExperimentalDatasetToTFRecord(
  input_dataset=dataset,
  filename='/tmp/output',
  compression_type='')

The implementation assumes that all records in the dataset are of string type. However, there is no check for that, and the example given above uses numeric types.

Patches

We have patched the issue in GitHub commit e0b6e58c328059829c3eb968136f17aa72b6c876.

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
tensorflowgpuMatch2.5.0
OR
tensorflowgpuRange<2.4.3
OR
tensorflowgpuRange<2.3.4
OR
tensorflowcpuMatch2.5.0
OR
tensorflowcpuRange<2.4.3
OR
tensorflowcpuRange<2.3.4
OR
tensorflowtensorflowMatch2.5.0
OR
tensorflowtensorflowRange<2.4.3
OR
tensorflowtensorflowRange<2.3.4

4.6 Medium

CVSS2

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

7.8 High

CVSS3

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

0.0004 Low

EPSS

Percentile

12.8%