TensorFlow is an end-to-end open source platform for machine learning. An attacker can cause a heap buffer overflow in `QuantizedReshape` by passing in invalid thresholds for the quantization. This is because the implementation(https://github.com/tensorflow/tensorflow/blob/a324ac84e573fba362a5e53d4e74d5de6729933e/tensorflow/core/kernels/quantized_reshape_op.cc#L38-L55) assumes that the 2 arguments are always valid scalars and tries to access the numeric value directly. However, if any of these tensors is empty, then `.flat<T>()` is an empty buffer and accessing the element at position 0 results in overflow. 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/a324ac84e573fba362a5e53d4e74d5de6729933e | Patch Third Party Advisory |
| https://github.com/tensorflow/tensorflow/security/advisories/GHSA-2gfx-95x2-5v3x | Exploit Patch Third Party Advisory |
Configurations
Configuration 1 (hide)
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History
17 May 2021, 18:47
| Type | Values Removed | Values Added |
|---|---|---|
| CPE | cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:* | |
| CWE | CWE-787 | |
| CVSS |
v2 : v3 : |
v2 : 4.6
v3 : 7.8 |
| References | (MISC) https://github.com/tensorflow/tensorflow/commit/a324ac84e573fba362a5e53d4e74d5de6729933e - Patch, Third Party Advisory | |
| References | (CONFIRM) https://github.com/tensorflow/tensorflow/security/advisories/GHSA-2gfx-95x2-5v3x - Exploit, Patch, Third Party Advisory |
14 May 2021, 20:15
| Type | Values Removed | Values Added |
|---|---|---|
| New CVE |
Information
Published : 2021-05-14 20:15
Updated : 2023-12-10 13:55
NVD link : CVE-2021-29536
Mitre link : CVE-2021-29536
CVE.ORG link : CVE-2021-29536
JSON object : View
Products Affected
- tensorflow