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tensorflow vulnerabilities and exploits
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7.8
CVSSv3
CVE-2021-41214
TensorFlow is an open source platform for machine learning. In affected versions the shape inference code for `tf.ragged.cross` has an undefined behavior due to binding a reference to `nullptr`. The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on ...
Google Tensorflow
Google Tensorflow 2.6.0
5.5
CVSSv3
CVE-2021-41215
TensorFlow is an open source platform for machine learning. In affected versions the shape inference code for `DeserializeSparse` can trigger a null pointer dereference. This is because the shape inference function assumes that the `serialize_sparse` tensor is a tensor with posit...
Google Tensorflow
Google Tensorflow 2.6.0
7.8
CVSSv3
CVE-2021-41216
TensorFlow is an open source platform for machine learning. In affected versions the shape inference function for `Transpose` is vulnerable to a heap buffer overflow. This occurs whenever `perm` contains negative elements. The shape inference function does not validate that the i...
Google Tensorflow
Google Tensorflow 2.7.0
5.5
CVSSv3
CVE-2021-41217
TensorFlow is an open source platform for machine learning. In affected versions the process of building the control flow graph for a TensorFlow model is vulnerable to a null pointer exception when nodes that should be paired are not. This occurs because the code assumes that the...
Google Tensorflow
Google Tensorflow 2.6.0
5.5
CVSSv3
CVE-2021-41218
TensorFlow is an open source platform for machine learning. In affected versions the shape inference code for `AllToAll` can be made to execute a division by 0. This occurs whenever the `split_count` argument is 0. The fix will be included in TensorFlow 2.7.0. We will also cherry...
Google Tensorflow
Google Tensorflow 2.7.0
7.8
CVSSv3
CVE-2021-41219
TensorFlow is an open source platform for machine learning. In affected versions the code for sparse matrix multiplication is vulnerable to undefined behavior via binding a reference to `nullptr`. This occurs whenever the dimensions of `a` or `b` are 0 or less. In the case on one...
Google Tensorflow
Google Tensorflow 2.6.0
7.8
CVSSv3
CVE-2021-41220
TensorFlow is an open source platform for machine learning. In affected versions the async implementation of `CollectiveReduceV2` suffers from a memory leak and a use after free. This occurs due to the asynchronous computation and the fact that objects that have been `std::move()...
Google Tensorflow
Google Tensorflow 2.7.0
7.8
CVSSv3
CVE-2021-41221
TensorFlow is an open source platform for machine learning. In affected versions the shape inference code for the `Cudnn*` operations in TensorFlow can be tricked into accessing invalid memory, via a heap buffer overflow. This occurs because the ranks of the `input`, `input_h` an...
Google Tensorflow
Google Tensorflow 2.7.0
5.5
CVSSv3
CVE-2021-41222
TensorFlow is an open source platform for machine learning. In affected versions the implementation of `SplitV` can trigger a segfault is an attacker supplies negative arguments. This occurs whenever `size_splits` contains more than one value and at least one value is negative. T...
Google Tensorflow
Google Tensorflow 2.7.0
7.8
CVSSv3
CVE-2021-41225
TensorFlow is an open source platform for machine learning. In affected versions TensorFlow's Grappler optimizer has a use of unitialized variable. If the `train_nodes` vector (obtained from the saved model that gets optimized) does not contain a `Dequeue` node, then `dequeu...
Google Tensorflow
Google Tensorflow 2.7.0
CVSSv3
CVSSv2
CVSSv3
VMScore
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local users
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