Write to immutable memory region in TensorFlow
- Published
- Last modified
- Where the record stands: published, rejected by its publisher, or superseded by another id.What do these mean? →
- published
- Whether CISA lists it in its Known Exploited Vulnerabilities catalog: proof that attackers are using it.What do these mean? →
- Not listed in CISA KEV
- Fix
- Fixed in 1.15.5, 2.0.4, 2.1.3, 2.2.2, 2.3.2
- Whether working attack code is public (Exploit-DB, Metasploit, Nuclei or GitHub). Public code makes attacks easier.What do these mean? →
- None on Exploit-DB, Metasploit or GitHub
Summary
In affected versions of TensorFlow the tf.raw_ops.ImmutableConst operation returns a constant tensor created from a memory mapped file which is assumed immutable. However, if the type of the tensor is not an integral type, the operation crashes the Python interpreter as it tries to write to the memory area. If the file is too small, TensorFlow properly returns an error as the memory area has fewer bytes than what is needed for the tensor it creates. However, as soon as there are enough bytes, the above snippet causes a segmentation fault. This is because the allocator used to return the buffer data is not marked as returning an opaque handle since the needed virtual method is not overridden. This is fixed in versions 1.15.5, 2.0.4, 2.1.3, 2.2.2, 2.3.2, and 2.4.0.
Timeline
- CVE published
- Record last updated
Affected versions
- tensorflow tensorflow
fixed in 1.15.5; From 2.0.0 · fixed in 2.0.4; From 2.1.0 · fixed in 2.1.3; From 2.2.0 · fixed in 2.2.2; From 2.3.0 · fixed in 2.3.2
- tensorflow-gpuPyPI
fixed in 1.15.5; From 2.0.0 · fixed in 2.0.4; From 2.1.0 · fixed in 2.1.3; From 2.2.0 · fixed in 2.2.2; From 2.3.0 · fixed in 2.3.2
- tensorflowPyPI
fixed in 1.15.5
- tensorflowPyPI
From 2.0.0 · fixed in 2.0.4
- tensorflowPyPI
From 2.1.0 · fixed in 2.1.3
- tensorflowPyPI
From 2.2.0 · fixed in 2.2.2
- tensorflowPyPI
From 2.3.0 · fixed in 2.3.2
- tensorflow-cpuPyPI
fixed in 1.15.5
- tensorflow-cpuPyPI
From 2.0.0 · fixed in 2.0.4
- tensorflow-cpuPyPI
From 2.1.0 · fixed in 2.1.3
- tensorflow-cpuPyPI
From 2.2.0 · fixed in 2.2.2
- tensorflow-cpuPyPI
From 2.3.0 · fixed in 2.3.2
- tensorflow-gpuPyPI
fixed in 1.15.5
- tensorflow-gpuPyPI
From 2.0.0 · fixed in 2.0.4
- tensorflow-gpuPyPI
From 2.1.0 · fixed in 2.1.3
- tensorflow-gpuPyPI
From 2.2.0 · fixed in 2.2.2
- tensorflow-gpuPyPI
From 2.3.0 · fixed in 2.3.2
- tensorflow-cpuPyPI
fixed in 1.15.5; From 2.0.0 · fixed in 2.0.4; From 2.1.0 · fixed in 2.1.3; From 2.2.0 · fixed in 2.2.2; From 2.3.0 · fixed in 2.3.2
- tensorflowPyPI
fixed in 1.15.5; From 2.0.0 · fixed in 2.0.4; From 2.1.0 · fixed in 2.1.3; From 2.2.0 · fixed in 2.2.2; From 2.3.0 · fixed in 2.3.2