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osvGoogleOSV:PYSEC-2021-489
HistoryMay 14, 2021 - 8:15 p.m.

PYSEC-2021-489

2021-05-1420:15:00
Google
osv.dev
11
tensorflow
loadandremix matrix
denial of service
vulnerability
versions 2.5.0
2.4.2
2.3.3
2.2.3
2.1.4

EPSS

0

Percentile

12.8%

TensorFlow is an end-to-end open source platform for machine learning. An attacker can cause a denial of service by exploiting a CHECK-failure coming from tf.raw_ops.LoadAndRemapMatrix. This is because the implementation(https://github.com/tensorflow/tensorflow/blob/d94227d43aa125ad8b54115c03cece54f6a1977b/tensorflow/core/kernels/ragged_tensor_to_tensor_op.cc#L219-L222) assumes that the ckpt_path is always a valid scalar. However, an attacker can send any other tensor as the first argument of LoadAndRemapMatrix. This would cause the rank CHECK in scalar<T>()() to trigger and terminate the process. 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

Percentile

12.8%

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