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CVE-2021-29516PYSEC-2021-153BIT-TENSORFLOW-2021-29516GHSA-84MW-34W6-2Q43PYSEC-2021-444PYSEC-2021-642

Null pointer dereference via invalid Ragged Tensors

Published
Last modified
published
Not listed in CISA KEV
Fix
Fixed in 2.1.4, 2.2.3, 2.3.3, 2.4.2
None on Exploit-DB, Metasploit or GitHub

Summary

TensorFlow is an end-to-end open source platform for machine learning. Calling `tf.raw_ops.RaggedTensorToVariant` with arguments specifying an invalid ragged tensor results in a null pointer dereference. The implementation of `RaggedTensorToVariant` operations(https://github.com/tensorflow/tensorflow/blob/904b3926ed1c6c70380d5313d282d248a776baa1/tensorflow/core/kernels/ragged_tensor_to_variant_op.cc#L39-L40) does not validate that the ragged tensor argument is non-empty. Since `batched_ragged` contains no elements, `batched_ragged.splits` is a null vector, thus `batched_ragged.splits(0)` will result in dereferencing `nullptr`. 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.

Timeline

  1. CVE published
  2. Record last updated

Affected versions

  • tensorflow tensorflow

    fixed in 2.1.4; From 2.2.0 · fixed in 2.2.3; From 2.3.0 · fixed in 2.3.3; From 2.4.0 · fixed in 2.4.2

  • tensorflowPyPI

    fixed in 2.1.4; From 2.2.0 · fixed in 2.2.3; From 2.3.0 · fixed in 2.3.3; From 2.4.0 · fixed in 2.4.2

  • tensorflow-cpuPyPI

    fixed in 2.1.4; From 2.2.0 · fixed in 2.2.3; From 2.3.0 · fixed in 2.3.3; From 2.4.0 · fixed in 2.4.2

  • tensorflow-gpuPyPI

    fixed in 2.1.4; From 2.2.0 · fixed in 2.2.3; From 2.3.0 · fixed in 2.3.3; From 2.4.0 · fixed in 2.4.2

  • tensorflowPyPI

    fixed in 2.1.4

  • tensorflowPyPI

    From 2.2.0 · fixed in 2.2.3

  • tensorflowPyPI

    From 2.3.0 · fixed in 2.3.3

  • tensorflowPyPI

    From 2.4.0 · fixed in 2.4.2

  • tensorflow-cpuPyPI

    fixed in 2.1.4

  • tensorflow-cpuPyPI

    From 2.2.0 · fixed in 2.2.3

  • tensorflow-cpuPyPI

    From 2.3.0 · fixed in 2.3.3

  • tensorflow-cpuPyPI

    From 2.4.0 · fixed in 2.4.2

  • tensorflow-gpuPyPI

    fixed in 2.1.4

  • tensorflow-gpuPyPI

    From 2.2.0 · fixed in 2.2.3

  • tensorflow-gpuPyPI

    From 2.3.0 · fixed in 2.3.3

  • tensorflow-gpuPyPI

    From 2.4.0 · fixed in 2.4.2

References 2

GitHub · tensorflow/tensorflow