CVE-2021-29592: Null pointer dereference in TFLite's `Reshape` operator
Impact The fix for CVE-2020-15209 missed the case when the target shape of Reshape operator is given by the elements of a 1-D tensor. As such, the fix for the vulnerability allowed passing a null-buffer-backed tensor with a 1D shape:
cc if (tensor->data.raw == nullptr && tensor->bytes > 0) { if (registration.builtincode == kTfLiteBuiltinReshape && i == 1) { // In general, having a tensor here with no buffer will be an error. // However, for the reshape operator, the second input tensor is only // used for the shape, not for the data. Thus, null buffer is ok. continue; } else { // In all other cases, we need to return an error as otherwise we will // trigger a null pointer dereference (likely). ReportError("Input tensor %d lacks data", tensorindex); return kTfLiteError; } }
Patches We have patched the issue in GitHub commit f8378920345f4f4604202d4ab15ef64b2aceaa16.
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.
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Attribution This vulnerability has been reported by members of the Aivul Team from Qihoo 360.
Other sources
TensorFlow is an end-to-end open source platform for machine learning. The fix for CVE-2020-15209(https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15209) missed the case when the target shape of Reshape operator is given by the elements of a 1-D tensor. As such, the fix for the vulnerability(https://github.com/tensorflow/tensorflow/blob/9c1dc920d8ffb4893d6c9d27d1f039607b326743/tensorflow/lite/core/subgraph.cc#L1062-L1074) allowed passing a null-buffer-backed tensor with a 1D shape. 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.
Affected Software
Remediation
Event History
Frequently Asked Questions
What is the severity of CVE-2021-29592?
CVE-2021-29592 has a medium severity level as it can potentially cause unintended behavior in the TensorFlow library.
How do I fix CVE-2021-29592?
To fix CVE-2021-29592, upgrade TensorFlow to version 2.4.2, 2.3.3, 2.2.3, or 2.1.4.
Which versions of TensorFlow are affected by CVE-2021-29592?
CVE-2021-29592 affects TensorFlow versions prior to 2.1.4, between 2.2.0 and 2.2.3, between 2.3.0 and 2.3.3, and between 2.4.0 and 2.4.2.
What components are affected by CVE-2021-29592?
CVE-2021-29592 affects the Reshape operator in the TensorFlow library's API.
Is CVE-2021-29592 a local or remote vulnerability?
CVE-2021-29592 is primarily considered a local vulnerability as it affects the functioning of the TensorFlow API when used incorrectly.