TensorFlow is an end-to-end open source platform for machine learning. An attacker can trigger a denial of service via a `CHECK`-fail in converting sparse tensors to CSR Sparse matrices. This is because the implementation(https://github.com/tensorflow/tensorflow/blob/800346f2c03a27e182dd4fba48295f65e7790739/tensorflow/core/kernels/sparse/kernels.cc#L66) does a double redirection to access an element of an array allocated on the heap. If the value at `indices(i, 0)` is such that `indices(i, 0) + 1` is outside the bounds of `csr_row_ptr`, this results in writing outside of bounds of heap allocated data. 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.
References
Link | Resource |
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https://github.com/tensorflow/tensorflow/commit/1e922ccdf6bf46a3a52641f99fd47d54c1decd13 | Patch Third Party Advisory |
https://github.com/tensorflow/tensorflow/security/advisories/GHSA-hmg3-c7xj-6qwm | Exploit Patch Third Party Advisory |
Configurations
Configuration 1 (hide)
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History
No history.
Information
Published : 2021-05-14 20:15
Updated : 2024-02-28 18:28
NVD link : CVE-2021-29545
Mitre link : CVE-2021-29545
CVE.ORG link : CVE-2021-29545
JSON object : View
Products Affected
- tensorflow
CWE
CWE-131
Incorrect Calculation of Buffer Size