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osvGoogleOSV:PYSEC-2021-694
HistoryMay 14, 2021 - 8:15 p.m.

PYSEC-2021-694

2021-05-1420:15:00
Google
osv.dev
7
tensorflow
machine learning
null pointer
vulnerability
parameterizedtruncatednormal
input validation
fix
cherrypick
2.5.0
2.4.2
2.3.3
2.2.3
2.1.4
supported range

EPSS

0.001

Percentile

20.9%

TensorFlow is an end-to-end open source platform for machine learning. An attacker can trigger undefined behavior by binding to null pointer in tf.raw_ops.ParameterizedTruncatedNormal. This is because the implementation(https://github.com/tensorflow/tensorflow/blob/3f6fe4dfef6f57e768260b48166c27d148f3015f/tensorflow/core/kernels/parameterized_truncated_normal_op.cc#L630) does not validate input arguments before accessing the first element of shape. If shape argument is empty, then shape_tensor.flat<T>() is an empty array. 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.

EPSS

0.001

Percentile

20.9%