Ecosyste.ms: Advisories

Security Advisories: GSA_kwCzR0hTQS00Zjk5LXA5YzItM2o4eM0XAA

Undefined behavior via `nullptr` reference binding in sparse matrix multiplication

Impact

The code for sparse matrix multiplication is vulnerable to undefined behavior via binding a reference to nullptr:

import tensorflow as tf
  
tf.raw_ops.SparseMatMul(
  a=[[1.0,1.0,1.0]],
  b=[[],[],[]],
  transpose_a=False,
  transpose_b=False,
  a_is_sparse=False, 
  b_is_sparse=True)

This occurs whenever the dimensions of a or b are 0 or less. In the case on one of these is 0, an empty output tensor should be allocated (to conserve the invariant that output tensors are always allocated when the operation is successful) but nothing should be written to it (that is, we should return early from the kernel implementation). Otherwise, attempts to write to this empty tensor would result in heap OOB access.

Patches

We have patched the issue in GitHub commit e6cf28c72ba2eb949ca950d834dd6d66bb01cfae.

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.

Permalink: https://github.com/advisories/GHSA-4f99-p9c2-3j8x
JSON: https://advisories.ecosyste.ms/api/v1/advisories/GSA_kwCzR0hTQS00Zjk5LXA5YzItM2o4eM0XAA
Source: GitHub Advisory Database
Origin: Unspecified
Severity: High
Classification: General
Published: over 2 years ago
Updated: about 1 year ago

CVSS Score: 7.8
CVSS vector: CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H

Identifiers: GHSA-4f99-p9c2-3j8x, CVE-2021-41219
References:

• https://github.com/tensorflow/tensorflow/security/advisories/GHSA-4f99-p9c2-3j8x
• https://nvd.nist.gov/vuln/detail/CVE-2021-41219
• https://github.com/tensorflow/tensorflow/commit/e6cf28c72ba2eb949ca950d834dd6d66bb01cfae
• https://github.com/advisories/GHSA-4f99-p9c2-3j8x

Repository: https://github.com/tensorflow/tensorflow
Blast Radius: 38.0

Affected Packages