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google tensorflow 2.7.0 vulnerabilities and exploits
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6.5
CVSSv3
CVE-2022-23576
Tensorflow is an Open Source Machine Learning Framework. The implementation of `OpLevelCostEstimator::CalculateOutputSize` is vulnerable to an integer overflow if an attacker can create an operation which would involve tensors with large enough number of elements. We can have a l...
Google Tensorflow 2.7.0
Google Tensorflow
4.3
CVSSv3
CVE-2022-23578
Tensorflow is an Open Source Machine Learning Framework. If a graph node is invalid, TensorFlow can leak memory in the implementation of `ImmutableExecutorState::Initialize`. Here, we set `item->kernel` to `nullptr` but it is a simple `OpKernel*` pointer so the memory that was...
Google Tensorflow 2.7.0
Google Tensorflow
6.5
CVSSv3
CVE-2022-23579
Tensorflow is an Open Source Machine Learning Framework. The Grappler optimizer in TensorFlow can be used to cause a denial of service by altering a `SavedModel` such that `SafeToRemoveIdentity` would trigger `CHECK` failures. The fix will be included in TensorFlow 2.8.0. We will...
Google Tensorflow 2.7.0
Google Tensorflow
6.5
CVSSv3
CVE-2022-23580
Tensorflow is an Open Source Machine Learning Framework. During shape inference, TensorFlow can allocate a large vector based on a value from a tensor controlled by the user. The fix will be included in TensorFlow 2.8.0. We will also cherrypick this commit on TensorFlow 2.7.1, Te...
Google Tensorflow 2.7.0
Google Tensorflow
6.5
CVSSv3
CVE-2022-23581
Tensorflow is an Open Source Machine Learning Framework. The Grappler optimizer in TensorFlow can be used to cause a denial of service by altering a `SavedModel` such that `IsSimplifiableReshape` would trigger `CHECK` failures. The fix will be included in TensorFlow 2.8.0. We wil...
Google Tensorflow 2.7.0
Google Tensorflow
6.5
CVSSv3
CVE-2022-23584
Tensorflow is an Open Source Machine Learning Framework. A malicious user can cause a use after free behavior when decoding PNG images. After `png::CommonFreeDecode(&decode)` gets called, the values of `decode.width` and `decode.height` are in an unspecified state. The fix wi...
Google Tensorflow 2.7.0
Google Tensorflow
6.5
CVSSv3
CVE-2022-23586
Tensorflow is an Open Source Machine Learning Framework. A malicious user can cause a denial of service by altering a `SavedModel` such that assertions in `function.cc` would be falsified and crash the Python interpreter. The fix will be included in TensorFlow 2.8.0. We will also...
Google Tensorflow 2.7.0
Google Tensorflow
9.8
CVSSv3
CVE-2022-23587
Tensorflow is an Open Source Machine Learning Framework. Under certain scenarios, Grappler component of TensorFlow is vulnerable to an integer overflow during cost estimation for crop and resize. Since the cropping parameters are user controlled, a malicious person can trigger un...
Google Tensorflow 2.7.0
Google Tensorflow
6.5
CVSSv3
CVE-2022-23589
Tensorflow is an Open Source Machine Learning Framework. Under certain scenarios, Grappler component of TensorFlow can trigger a null pointer dereference. There are 2 places where this can occur, for the same malicious alteration of a `SavedModel` file (fixing the first one would...
Google Tensorflow 2.7.0
Google Tensorflow
5.5
CVSSv3
CVE-2022-23594
Tensorflow is an Open Source Machine Learning Framework. The TFG dialect of TensorFlow (MLIR) makes several assumptions about the incoming `GraphDef` before converting it to the MLIR-based dialect. If an attacker changes the `SavedModel` format on disk to invalidate these assumpt...
Google Tensorflow 2.7.0
CVSSv3
CVSSv2
CVSSv3
VMScore
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