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google tensorflow 2.7.0 vulnerabilities and exploits
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6.5
CVSSv3
CVE-2022-23575
Tensorflow is an Open Source Machine Learning Framework. The implementation of `OpLevelCostEstimator::CalculateTensorSize` is vulnerable to an integer overflow if an attacker can create an operation which would involve a tensor with large enough number of elements. The fix will b...
Google Tensorflow
Google Tensorflow 2.7.0
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
Google Tensorflow 2.7.0
6.5
CVSSv3
CVE-2022-23577
Tensorflow is an Open Source Machine Learning Framework. The implementation of `GetInitOp` is vulnerable to a crash caused by dereferencing a null pointer. The fix will be included in TensorFlow 2.8.0. We will also cherrypick this commit on TensorFlow 2.7.1, TensorFlow 2.6.3, and...
Google Tensorflow
Google Tensorflow 2.7.0
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
Google Tensorflow 2.7.0
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
Google Tensorflow 2.7.0
8.8
CVSSv3
CVE-2022-23558
Tensorflow is an Open Source Machine Learning Framework. An attacker can craft a TFLite model that would cause an integer overflow in `TfLiteIntArrayCreate`. The `TfLiteIntArrayGetSizeInBytes` returns an `int` instead of a `size_t. An attacker can control model inputs such that `...
Google Tensorflow
Google Tensorflow 2.7.0
8.8
CVSSv3
CVE-2022-23559
Tensorflow is an Open Source Machine Learning Framework. An attacker can craft a TFLite model that would cause an integer overflow in embedding lookup operations. Both `embedding_size` and `lookup_size` are products of values provided by the user. Hence, a malicious user could tr...
Google Tensorflow
Google Tensorflow 2.7.0
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
Google Tensorflow 2.7.0
6.5
CVSSv3
CVE-2022-23595
Tensorflow is an Open Source Machine Learning Framework. When building an XLA compilation cache, if default settings are used, TensorFlow triggers a null pointer dereference. In the default scenario, all devices are allowed, so `flr->config_proto` is `nullptr`. The fix will be...
Google Tensorflow
Google Tensorflow 2.7.0
5.5
CVSSv3
CVE-2021-41202
TensorFlow is an open source platform for machine learning. In affected versions while calculating the size of the output within the `tf.range` kernel, there is a conditional statement of type `int64 = condition ? int64 : double`. Due to C++ implicit conversion rules, both branch...
Google Tensorflow
Google Tensorflow 2.7.0
CVSSv3
CVSSv2
CVSSv3
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