Lack of data validation In tensorflow-gpu
Description
CHECK fail via inputs in SparseFillEmptyRowsGrad
Impact
If SparseFillEmptyRowsGrad is given empty inputs, TensorFlow will crash.
import tensorflow as tf tf.raw_ops.SparseFillEmptyRowsGrad( reverse_index_map=[], grad_values=[], name=None )
Patches
We have patched the issue in GitHub commit af4a6a3c8b95022c351edae94560acc61253a1b8.
The fix will be included in TensorFlow 2.11. We will also cherrypick this commit on TensorFlow 2.10.1, 2.9.3, and TensorFlow 2.8.4, as these are also affected and still in supported range.
For more information
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Attribution
This vulnerability has been reported by Jiawei Liu, PhD student at University of Illinois, Urbana-Champaign.
Mitigation
Update Impact
Minimal update. May introduce new vulnerabilities or breaking changes.
Ecosystem | Component | Affected version | Patched versions |
|---|---|---|---|
pypi | 2.8.4, 2.9.3, 2.10.1 | ||
pypi | 2.8.4, 2.9.3, 2.10.1 | ||
pypi | 2.8.4, 2.9.3, 2.10.1 |
Aliases
References