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google tensorflow 2.7.0 vulnerabilities and exploits
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2.1
CVSSv2
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
5.5
CVSSv2
CVE-2022-21728
Tensorflow is an Open Source Machine Learning Framework. The implementation of shape inference for `ReverseSequence` does not fully validate the value of `batch_dim` and can result in a heap OOB read. There is a check to make sure the value of `batch_dim` does not go over the ran...
Google Tensorflow
Google Tensorflow 2.7.0
5
CVSSv2
CVE-2022-21741
Tensorflow is an Open Source Machine Learning Framework. ### Impact An attacker can craft a TFLite model that would trigger a division by zero in the implementation of depthwise convolutions. The parameters of the convolution can be user controlled and are also used within a divi...
Google Tensorflow
Google Tensorflow 2.7.0
4
CVSSv2
CVE-2022-23569
Tensorflow is an Open Source Machine Learning Framework. Multiple operations in TensorFlow can be used to trigger a denial of service via `CHECK`-fails (i.e., assertion failures). This is similar to TFSA-2021-198 and has similar fixes. We have patched the reported issues in multi...
Google Tensorflow
Google Tensorflow 2.7.0
4
CVSSv2
CVE-2022-23572
Tensorflow is an Open Source Machine Learning Framework. Under certain scenarios, TensorFlow can fail to specialize a type during shape inference. This case is covered by the `DCHECK` function however, `DCHECK` is a no-op in production builds and an assertion failure in debug bui...
Google Tensorflow 2.7.0
Google Tensorflow
6.5
CVSSv2
CVE-2022-23573
Tensorflow is an Open Source Machine Learning Framework. The implementation of `AssignOp` can result in copying uninitialized data to a new tensor. This later results in undefined behavior. The implementation has a check that the left hand side of the assignment is initialized (t...
Google Tensorflow
Google Tensorflow 2.7.0
6.5
CVSSv2
CVE-2022-23574
Tensorflow is an Open Source Machine Learning Framework. There is a typo in TensorFlow's `SpecializeType` which results in heap OOB read/write. Due to a typo, `arg` is initialized to the `i`th mutable argument in a loop where the loop index is `j`. Hence it is possible to as...
Google Tensorflow
Google Tensorflow 2.7.0
4
CVSSv2
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
4
CVSSv2
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
4
CVSSv2
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
CVSSv2
CVSSv2
CVSSv3
VMScore
Recommendations:
type confusion
CVE-2024-20360
CVE-2021-47559
XXE
CVE-2024-5229
CVE-2021-47543
CVE-2021-47571
SSTI
CVE-2024-4978
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