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 `tf.raw_ops.SparseConcat`. This is because the implementation(https://github.com/tensorflow/tensorflow/blob/b432a38fe0e1b4b904a6c222cbce794c39703e87/tensorflow/core/kernels/sparse_concat_op.cc#L76) takes the values specified in `shapes[0]` as dimensions for the output shape. The `TensorShape` constructor(https://github.com/tensorflow/tensorflow/blob/6f9896890c4c703ae0a0845394086e2e1e523299/tensorflow/core/framework/tensor_shape.cc#L183-L188) uses a `CHECK` operation which triggers when `InitDims`(https://github.com/tensorflow/tensorflow/blob/6f9896890c4c703ae0a0845394086e2e1e523299/tensorflow/core/framework/tensor_shape.cc#L212-L296) returns a non-OK status. This is a legacy implementation of the constructor and operations should use `BuildTensorShapeBase` or `AddDimWithStatus` to prevent `CHECK`-failures in the presence of overflows. 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 |
---|---|
https://github.com/tensorflow/tensorflow/commit/69c68ecbb24dff3fa0e46da0d16c821a2dd22d7c | Patch Third Party Advisory |
https://github.com/tensorflow/tensorflow/security/advisories/GHSA-6j9c-grc6-5m6g | Exploit Patch Third Party Advisory |
https://github.com/tensorflow/tensorflow/commit/69c68ecbb24dff3fa0e46da0d16c821a2dd22d7c | Patch Third Party Advisory |
https://github.com/tensorflow/tensorflow/security/advisories/GHSA-6j9c-grc6-5m6g | Exploit Patch Third Party Advisory |
Configurations
Configuration 1 (hide)
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History
21 Nov 2024, 06:01
Type | Values Removed | Values Added |
---|---|---|
CVSS |
v2 : v3 : |
v2 : 2.1
v3 : 2.5 |
References | () https://github.com/tensorflow/tensorflow/commit/69c68ecbb24dff3fa0e46da0d16c821a2dd22d7c - Patch, Third Party Advisory | |
References | () https://github.com/tensorflow/tensorflow/security/advisories/GHSA-6j9c-grc6-5m6g - Exploit, Patch, Third Party Advisory |
Information
Published : 2021-05-14 20:15
Updated : 2024-11-21 06:01
NVD link : CVE-2021-29534
Mitre link : CVE-2021-29534
CVE.ORG link : CVE-2021-29534
JSON object : View
Products Affected
- tensorflow
CWE
CWE-754
Improper Check for Unusual or Exceptional Conditions