GHSA-PG59-2F92-5CPH Heap buffer overflow in Tensorflow

Impact The SparseCountSparseOutput and RaggedCountSparseOutput implementations don't validate that the weights tensor has the same shape as the data. The check exists for DenseCountSparseOutput, where both tensors are fully specified:...

Heap buffer overflow in Tensorflow

Impact The SparseCountSparseOutput and RaggedCountSparseOutput implementations don't validate that the weights tensor has the same shape as the data. The check exists for DenseCountSparseOutput, where both tensors are fully specified:...

GHSA-9MQP-7V2H-2382 Denial of Service in Tensorflow

Impact The SparseFillEmptyRowsGrad implementation has incomplete validation of the shapes of its arguments: https://github.com/tensorflow/tensorflow/blob/0e68f4d3295eb0281a517c3662f6698992b7b2cf/tensorflow/core/kernels/sparsefillemptyrowsop.ccL235-L241 Although reverseindexmapt and gradvaluest ar...

Denial of Service in Tensorflow

Impact The SparseFillEmptyRowsGrad implementation has incomplete validation of the shapes of its arguments: https://github.com/tensorflow/tensorflow/blob/0e68f4d3295eb0281a517c3662f6698992b7b2cf/tensorflow/core/kernels/sparsefillemptyrowsop.ccL235-L241 Although reverseindexmapt and gradvaluest ar...

Memory leak in Tensorflow

Impact If a user passes a list of strings to dlpack.todlpack there is a memory leak following an expected validation failure: https://github.com/tensorflow/tensorflow/blob/0e68f4d3295eb0281a517c3662f6698992b7b2cf/tensorflow/c/eager/dlpack.ccL100-L104 The allocated memory is from...

GHSA-8FXW-76PX-3RXV Memory leak in Tensorflow

Impact If a user passes a list of strings to dlpack.todlpack there is a memory leak following an expected validation failure: https://github.com/tensorflow/tensorflow/blob/0e68f4d3295eb0281a517c3662f6698992b7b2cf/tensorflow/c/eager/dlpack.ccL100-L104 The allocated memory is from...

Segfault in Tensorflow

Impact The tf.rawops.Switch operation takes as input a tensor and a boolean and outputs two tensors. Depending on the boolean value, one of the tensors is exactly the input tensor whereas the other one should be an empty tensor. However, the eager runtime traverses all tensors in the output:...

GHSA-4G9F-63RX-5CW4 Segfault in Tensorflow

Impact The tf.rawops.Switch operation takes as input a tensor and a boolean and outputs two tensors. Depending on the boolean value, one of the tensors is exactly the input tensor whereas the other one should be an empty tensor. However, the eager runtime traverses all tensors in the output:...

PT-2020-14269 · Google · Tensorflow

Name of the Vulnerable Software and Affected Versions: TensorFlow versions prior to 2.3.1 Description: The SparseCountSparseOutput implementation does not validate that the input arguments form a valid sparse tensor, specifically that the indices tensor has the same shape as the values one. This...

PT-2020-14283 · Google · Tensorflow Lite

Name of the Vulnerable Software and Affected Versions: TensorFlow Lite versions prior to 2.2.1 TensorFlow Lite versions prior to 2.3.1 Description: The issue allows models using segment sum to trigger writes outside of bounds of heap allocated buffers by inserting negative elements in the segment...

PT-2020-14270 · Google · Tensorflow

Name of the Vulnerable Software and Affected Versions: Tensorflow versions prior to 2.3.1 Description: The issue arises from the RaggedCountSparseOutput not validating that the input arguments form a valid ragged tensor, specifically lacking validation that the splits tensor has the minimum...

PT-2020-14261 · Google +1 · Tensorflow +1

Name of the Vulnerable Software and Affected Versions: TensorFlow versions prior to 1.15.4 TensorFlow versions prior to 2.0.3 TensorFlow versions prior to 2.1.2 TensorFlow versions prior to 2.2.1 TensorFlow versions prior to 2.3.1 Description: The issue arises from the tf.raw ops.Switch operation...

PT-2020-14275 · Google +1 · Tensorflow +1

Name of the Vulnerable Software and Affected Versions: TensorFlow versions prior to 1.15.4 TensorFlow versions prior to 2.0.3 TensorFlow versions prior to 2.1.2 TensorFlow versions prior to 2.2.1 TensorFlow versions prior to 2.3.1 Description: In eager mode, TensorFlow does not set the session...

PT-2020-14282 · Google +1 · Tensorflow Lite +1

Name of the Vulnerable Software and Affected Versions: TensorFlow Lite versions prior to 1.15.4 TensorFlow Lite versions prior to 2.0.3 TensorFlow Lite versions prior to 2.1.2 TensorFlow Lite versions prior to 2.2.1 TensorFlow Lite versions prior to 2.3.1 Description: The issue arises from the us...

PT-2020-14268 · Google · Tensorflow

Name of the Vulnerable Software and Affected Versions: Tensorflow versions prior to 2.3.1 Description: The SparseCountSparseOutput implementation does not validate that the input arguments form a valid sparse tensor, specifically that the indices tensor has rank 2, which must be a matrix. Malicio...

PT-2020-14284 · Google · Tensorflow Lite

Name of the Vulnerable Software and Affected Versions: TensorFlow Lite versions prior to 2.2.1 TensorFlow Lite versions prior to 2.3.1 Description: The issue allows attackers to trigger a denial of service by causing an out of memory allocation in the implementation of segment sum. This is possib...

PT-2020-14285 · Google · Tensorflow Lite

Name of the Vulnerable Software and Affected Versions: TensorFlow Lite versions prior to 2.2.1 TensorFlow Lite versions prior to 2.3.1 Description: The issue arises when models using segment sum have unsorted segment ids, causing the code to assume they are in increasing order. This leads to...

PT-2020-14267 · Google · Tensorflow

Name of the Vulnerable Software and Affected Versions: TensorFlow version 2.3.0 Description: The SparseCountSparseOutput and RaggedCountSparseOutput implementations do not validate that the weights tensor has the same shape as the data. This can lead to a read from outside the bounds of the heap...

PT-2020-14277 · Google +1 · Tensorflow +1

Name of the Vulnerable Software and Affected Versions: TensorFlow versions prior to 1.15.4 TensorFlow versions prior to 2.0.3 TensorFlow versions prior to 2.1.2 TensorFlow versions prior to 2.2.1 TensorFlow versions prior to 2.3.1 Description: Changing the TensorFlow's SavedModel protocol buffer...

PT-2020-14271 · Google · Tensorflow

Name of the Vulnerable Software and Affected Versions: Tensorflow versions prior to 2.3.1 Description: The RaggedCountSparseOutput implementation does not validate that the input arguments form a valid ragged tensor, specifically that the values in the splits tensor generate a valid partitioning ...