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CVE-2021-29567

CVE-2021-29567 · Lack of validation in `SparseDenseCwiseMul`

This page contains facts from public vulnerability sources. Check the original advisory before updating.

TensorFlow is an end-to-end open source platform for machine learning. Due to lack of validation in `tf.raw_ops.SparseDenseCwiseMul`, an attacker can trigger denial of service via `CHECK`-fails or accesses to outside the bounds of heap allocated data. Since the implementation(https://github.com/tensorflow/tensorflow/blob/38178a2f7a681a7835bb0912702a134bfe3b4d84/tensorflow/core/kernels/sparse_dense_binary_op_shared.cc#L68-L80) only validates the rank of the input arguments but no constraints between dimensions(https://www.tensorflow.org/api_docs/python/tf/raw_ops/SparseDenseCwiseMul), an attacker can abuse them to trigger internal `CHECK` assertions (and cause program termination, denial of service) or to write to memory outside of bounds of heap allocated tensor buffers. The fix will be included in TensorFlow 2.5.0. We will also cherrypick this commit on TensorFlow 2.4.2, TensorFlow 2.3.3, TensorFlow 2.2.3 and TensorFlow 2.1.4, as these are also affected and still in supported range.

CVSS 2.5 · Low · EPSS 0.2% · Fix available

Published
Updated

Stack: python

Affected products and versions

  • tensorflow

    Versions
    • < 2.1.4: Affected
    • >= 2.2.0, < 2.2.3: Affected
    • >= 2.3.0, < 2.3.3: Affected
    • >= 2.4.0, < 2.4.2: Affected

    No fix published

  • tensorflow PyPI

    Versions
    • 0.12.0
    • 0.12.1
    • 1.0.0
    • 1.0.1
    • 1.1.0
    • 1.10.0
    • 1.10.1
    • 1.11.0
    • 1.12.0
    • 1.12.2
    • 1.12.3
    • 1.13.1
    • 1.13.2
    • 1.14.0
    • 1.15.0
    • 1.15.2
    • 1.15.3
    • 1.15.4
    • 1.15.5
    • 1.2.0
    • 1.2.1
    • 1.3.0
    • 1.4.0
    • 1.4.1
    • 1.5.0
    • 1.5.1
    • 1.6.0
    • 1.7.0
    • 1.7.1
    • 1.8.0
    • 1.9.0
    • 2.0.0
    • 2.0.1
    • 2.0.2
    • 2.0.3
    • 2.0.4
    • 2.1.0
    • 2.1.1
    • 2.1.2
    • 2.1.3
    Affected ranges
    • ECOSYSTEM: < 2.1.4

    Update to 2.1.4

  • tensorflow PyPI

    Versions
    • 2.2.0
    • 2.2.1
    • 2.2.2
    Affected ranges
    • ECOSYSTEM: ≥ 2.2.0, < 2.2.3

    Update to 2.2.3

  • tensorflow PyPI

    Versions
    • 2.3.0
    • 2.3.1
    • 2.3.2
    Affected ranges
    • ECOSYSTEM: ≥ 2.3.0, < 2.3.3

    Update to 2.3.3

  • tensorflow PyPI

    Versions
    • 2.4.0
    • 2.4.1
    Affected ranges
    • ECOSYSTEM: ≥ 2.4.0, < 2.4.2

    Update to 2.4.2

  • tensorflow-cpu PyPI

    Versions
    • 1.15.0
    • 2.1.0
    • 2.1.1
    • 2.1.2
    • 2.1.3
    Affected ranges
    • ECOSYSTEM: < 2.1.4

    Update to 2.1.4

  • tensorflow-cpu PyPI

    Versions
    • 2.2.0
    • 2.2.1
    • 2.2.2
    Affected ranges
    • ECOSYSTEM: ≥ 2.2.0, < 2.2.3

    Update to 2.2.3

  • tensorflow-cpu PyPI

    Versions
    • 2.3.0
    • 2.3.1
    • 2.3.2
    Affected ranges
    • ECOSYSTEM: ≥ 2.3.0, < 2.3.3

    Update to 2.3.3

  • tensorflow-cpu PyPI

    Versions
    • 2.4.0
    • 2.4.1
    Affected ranges
    • ECOSYSTEM: ≥ 2.4.0, < 2.4.2

    Update to 2.4.2

  • tensorflow-gpu PyPI

    Versions
    • 0.12.0
    • 0.12.1
    • 1.0.0
    • 1.0.1
    • 1.1.0
    • 1.10.0
    • 1.10.1
    • 1.11.0
    • 1.12.0
    • 1.12.2
    • 1.12.3
    • 1.13.1
    • 1.13.2
    • 1.14.0
    • 1.15.0
    • 1.15.2
    • 1.15.3
    • 1.15.4
    • 1.15.5
    • 1.2.0
    • 1.2.1
    • 1.3.0
    • 1.4.0
    • 1.4.1
    • 1.5.0
    • 1.5.1
    • 1.6.0
    • 1.7.0
    • 1.7.1
    • 1.8.0
    • 1.9.0
    • 2.0.0
    • 2.0.1
    • 2.0.2
    • 2.0.3
    • 2.0.4
    • 2.1.0
    • 2.1.1
    • 2.1.2
    • 2.1.3
    Affected ranges
    • ECOSYSTEM: < 2.1.4

    Update to 2.1.4

  • tensorflow-gpu PyPI

    Versions
    • 2.2.0
    • 2.2.1
    • 2.2.2
    Affected ranges
    • ECOSYSTEM: ≥ 2.2.0, < 2.2.3

    Update to 2.2.3

  • tensorflow-gpu PyPI

    Versions
    • 2.3.0
    • 2.3.1
    • 2.3.2
    Affected ranges
    • ECOSYSTEM: ≥ 2.3.0, < 2.3.3

    Update to 2.3.3

  • tensorflow-gpu PyPI

    Versions
    • 2.4.0
    • 2.4.1
    Affected ranges
    • ECOSYSTEM: ≥ 2.4.0, < 2.4.2

    Update to 2.4.2

  • tensorflow PyPI

    Versions
    • 0.12.0
    • 0.12.0rc0
    • 0.12.0rc1
    • 0.12.1
    • 1.0.0
    • 1.0.1
    • 1.1.0
    • 1.1.0rc0
    • 1.1.0rc1
    • 1.1.0rc2
    • 1.10.0
    • 1.10.0rc0
    • 1.10.0rc1
    • 1.10.1
    • 1.11.0
    • 1.11.0rc0
    • 1.11.0rc1
    • 1.11.0rc2
    • 1.12.0
    • 1.12.0rc0
    • 1.12.0rc1
    • 1.12.0rc2
    • 1.12.2
    • 1.12.3
    • 1.13.0rc0
    • 1.13.0rc1
    • 1.13.0rc2
    • 1.13.1
    • 1.13.2
    • 1.14.0
    • 1.14.0rc0
    • 1.14.0rc1
    • 1.15.0
    • 1.15.0rc0
    • 1.15.0rc1
    • 1.15.0rc2
    • 1.15.0rc3
    • 1.15.2
    • 1.15.3
    • 1.15.4
    • 1.15.5
    • 1.2.0
    • 1.2.0rc0
    • 1.2.0rc1
    • 1.2.0rc2
    • 1.2.1
    • 1.3.0
    • 1.3.0rc0
    • 1.3.0rc1
    • 1.3.0rc2
    • 1.4.0
    • 1.4.0rc0
    • 1.4.0rc1
    • 1.4.1
    • 1.5.0
    • 1.5.0rc0
    • 1.5.0rc1
    • 1.5.1
    • 1.6.0
    • 1.6.0rc0
    • 1.6.0rc1
    • 1.7.0
    • 1.7.0rc0
    • 1.7.0rc1
    • 1.7.1
    • 1.8.0
    • 1.8.0rc0
    • 1.8.0rc1
    • 1.9.0
    • 1.9.0rc0
    • 1.9.0rc1
    • 1.9.0rc2
    • 2.0.0
    • 2.0.0a0
    • 2.0.0b0
    • 2.0.0b1
    • 2.0.0rc0
    • 2.0.0rc1
    • 2.0.0rc2
    • 2.0.1
    • 2.0.2
    • 2.0.3
    • 2.0.4
    • 2.1.0
    • 2.1.0rc0
    • 2.1.0rc1
    • 2.1.0rc2
    • 2.1.1
    • 2.1.2
    • 2.1.3
    • 2.2.0
    • 2.2.1
    • 2.2.2
    • 2.3.0
    • 2.3.1
    • 2.3.2
    • 2.4.0
    • 2.4.1
    Affected ranges
    • GIT: < 7ae2af34087fb4b5c8915279efd03da3b81028bc
    • ECOSYSTEM: < 2.1.4 ∪ ≥ 2.2.0, < 2.2.3 ∪ ≥ 2.3.0, < 2.3.3 ∪ ≥ 2.4.0, < 2.4.2

    Update to 2.1.4; Update to 2.2.3; Update to 2.3.3; Update to 2.4.2

  • tensorflow-cpu PyPI

    Versions
    • 1.15.0
    • 2.1.0
    • 2.1.1
    • 2.1.2
    • 2.1.3
    • 2.2.0
    • 2.2.1
    • 2.2.2
    • 2.3.0
    • 2.3.1
    • 2.3.2
    • 2.4.0
    • 2.4.1
    Affected ranges
    • GIT: < 7ae2af34087fb4b5c8915279efd03da3b81028bc
    • ECOSYSTEM: < 2.1.4 ∪ ≥ 2.2.0, < 2.2.3 ∪ ≥ 2.3.0, < 2.3.3 ∪ ≥ 2.4.0, < 2.4.2

    Update to 2.1.4; Update to 2.2.3; Update to 2.3.3; Update to 2.4.2

  • tensorflow-gpu PyPI

    Versions
    • 0.12.0
    • 0.12.1
    • 1.0.0
    • 1.0.1
    • 1.1.0
    • 1.10.0
    • 1.10.1
    • 1.11.0
    • 1.12.0
    • 1.12.2
    • 1.12.3
    • 1.13.1
    • 1.13.2
    • 1.14.0
    • 1.15.0
    • 1.15.2
    • 1.15.3
    • 1.15.4
    • 1.15.5
    • 1.2.0
    • 1.2.1
    • 1.3.0
    • 1.4.0
    • 1.4.1
    • 1.5.0
    • 1.5.1
    • 1.6.0
    • 1.7.0
    • 1.7.1
    • 1.8.0
    • 1.9.0
    • 2.0.0
    • 2.0.1
    • 2.0.2
    • 2.0.3
    • 2.0.4
    • 2.1.0
    • 2.1.1
    • 2.1.2
    • 2.1.3
    • 2.2.0
    • 2.2.1
    • 2.2.2
    • 2.3.0
    • 2.3.1
    • 2.3.2
    • 2.4.0
    • 2.4.1
    Affected ranges
    • GIT: < 7ae2af34087fb4b5c8915279efd03da3b81028bc
    • ECOSYSTEM: < 2.1.4 ∪ ≥ 2.2.0, < 2.2.3 ∪ ≥ 2.3.0, < 2.3.3 ∪ ≥ 2.4.0, < 2.4.2

    Update to 2.1.4; Update to 2.2.3; Update to 2.3.3; Update to 2.4.2

Original sources

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