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Security Advisories: GSA_kwCzR0hTQS13NTh3LTc5eHYtNnZjas4AAv-r
Out of bounds segmentation fault due to unequal op inputs in Tensorflow
Impact
tf.raw_ops.DynamicStitch
specifies input sizes when it is registered.
REGISTER_OP("DynamicStitch")
.Input("indices: N * int32")
.Input("data: N * T")
.Output("merged: T")
.Attr("N : int >= 1")
.Attr("T : type")
.SetShapeFn(DynamicStitchShapeFunction);
When it receives a differing number of inputs, such as when it is called with an indices
size 1 and a data
size 2, it will crash.
import tensorflow as tf
# indices = 1*[tf.random.uniform([1,2], dtype=tf.dtypes.int32, maxval=100)]
indices = [tf.constant([[0, 1]]),]
# data = 2*[tf.random.uniform([1,2], dtype=tf.dtypes.float32, maxval=100)]
data = [tf.constant([[5, 6]]), tf.constant([[7, 8]])]
tf.raw_ops.DynamicStitch(
indices=indices,
data=data)
Patches
We have patched the issue in GitHub commit f5381e0e10b5a61344109c1b7c174c68110f7629.
The fix will be included in TensorFlow 2.11. We will also cherrypick this commit on TensorFlow 2.10.1 as this is also affected.
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 Zizhuang Deng of IIE, UCAS
Permalink: https://github.com/advisories/GHSA-w58w-79xv-6vcjJSON: https://advisories.ecosyste.ms/api/v1/advisories/GSA_kwCzR0hTQS13NTh3LTc5eHYtNnZjas4AAv-r
Source: GitHub Advisory Database
Origin: Unspecified
Severity: Moderate
Classification: General
Published: 10 months ago
Updated: 8 months ago
CVSS Score: 6.8
CVSS vector: CVSS:3.1/AV:N/AC:L/PR:L/UI:R/S:U/C:L/I:L/A:H
Identifiers: GHSA-w58w-79xv-6vcj, CVE-2022-41883
References:
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-w58w-79xv-6vcj
- https://nvd.nist.gov/vuln/detail/CVE-2022-41883
- https://github.com/tensorflow/tensorflow/commit/f5381e0e10b5a61344109c1b7c174c68110f7629
- https://github.com/tensorflow/tensorflow/blob/master/tensorflow/core/kernels/dynamic_stitch_op.cc
- https://github.com/tensorflow/tensorflow/blob/master/tensorflow/core/ops/data_flow_ops.cc
- https://github.com/advisories/GHSA-w58w-79xv-6vcj
Affected Packages
pypi:tensorflow-gpu
Versions: = 2.10.0Fixed in: 2.10.1
pypi:tensorflow-cpu
Versions: = 2.10.0Fixed in: 2.10.1
pypi:tensorflow
Versions: = 2.10.0Fixed in: 2.10.1