GHSA-6WFH-89Q8-44JQ TensorFlow has null dereference on ParallelConcat with XLA

Impact When running with XLA, tf.rawops.ParallelConcat segfaults with a nullptr dereference when given a parameter shape with rank that is not greater than zero. python import tensorflow as tf func = tf.rawops.ParallelConcat para = 'shape': 0, 'values': 1 @tf.functionjitcompile=True def test: y =...

TensorFlow has double free in Fractional(Max/Avg)Pool

Impact nnops.fractionalavgpoolv2 and nnops.fractionalmaxpoolv2 require the first and fourth elements of their parameter poolingratio to be equal to 1.0, as pooling on batch and channel dimensions is not supported. python import tensorflow as tf import os import numpy as np from...

GHSA-F49C-87JH-G47Q TensorFlow has double free in Fractional(Max/Avg)Pool

Impact nnops.fractionalavgpoolv2 and nnops.fractionalmaxpoolv2 require the first and fourth elements of their parameter poolingratio to be equal to 1.0, as pooling on batch and channel dimensions is not supported. python import tensorflow as tf import os import numpy as np from...

TensorFlow has Floating Point Exception in TFLite in conv kernel

Impact Constructing a tflite model with a paramater filterinputchannel of less than 1 gives a FPE. Patches We have patched the issue in GitHub commit 34f8368c535253f5c9cb3a303297743b62442aaa. The fix will be included in TensorFlow 2.12. We will also cherrypick this commit on TensorFlow 2.11.1. Fo...

GHSA-5W96-866F-6RM8 TensorFlow has Floating Point Exception in TFLite in conv kernel

Impact Constructing a tflite model with a paramater filterinputchannel of less than 1 gives a FPE. Patches We have patched the issue in GitHub commit 34f8368c535253f5c9cb3a303297743b62442aaa. The fix will be included in TensorFlow 2.12. We will also cherrypick this commit on TensorFlow 2.11.1. Fo...

GHSA-68V3-G9CM-RMM6 TensorFlow vulnerable to Out-of-Bounds Read in GRUBlockCellGrad

Impact Out of bounds read in GRUBlockCellGrad python func = tf.rawops.GRUBlockCellGrad para = 'x': 21.1, 156.2, 83.3, 115.4, 'hprev': array136.5, 136.6, 'wru': array26.7, 0.8, 47.9, 26.1, 26.2, 26.3, 'wc': array 0.4, 31.5, 0.6, 'bru': array0.1, 0.2 , dtype=float32, 'bc': 0x41414141, 'r': array0.3...

TensorFlow vulnerable to Out-of-Bounds Read in GRUBlockCellGrad

Impact Out of bounds read in GRUBlockCellGrad python func = tf.rawops.GRUBlockCellGrad para = 'x': 21.1, 156.2, 83.3, 115.4, 'hprev': array136.5, 136.6, 'wru': array26.7, 0.8, 47.9, 26.1, 26.2, 26.3, 'wc': array 0.4, 31.5, 0.6, 'bru': array0.1, 0.2 , dtype=float32, 'bc': 0x41414141, 'r': array0.3...

PT-2023-20225

Name of the Vulnerable Software and Affected Versions TensorFlow versions prior to 2.12.0 and 2.11.1 Description There is a heap buffer overflow in TAvgPoolGrad. The issue can be exploited by using the tf.raw ops.AvgPoolGrad function with specific parameters, such as ksize, strides, padding, data...

PT-2023-20218

Name of the Vulnerable Software and Affected Versions TensorFlow versions prior to 2.12.0 and 2.11.1 Description TensorFlow, an open source platform for machine learning, has an issue where an out of bounds read occurs in GRUBlockCellGrad. The function tf.raw ops.GRUBlockCellGrad is affected, wit...

PT-2023-20237

Name of the Vulnerable Software and Affected Versions TensorFlow versions prior to 2.12.0 TensorFlow versions prior to 2.11.1 Description TensorFlow is an open source machine learning platform. When running with XLA, tf.raw ops.Bincount segfaults when given a parameter weights that is neither the...

PT-2023-20238

Name of the Vulnerable Software and Affected Versions TensorFlow versions prior to 2.12.0 TensorFlow versions prior to 2.11.1 Description The issue occurs when running TensorFlow with XLA, where tf.raw ops.ParallelConcat segfaults with a nullptr dereference when given a parameter shape with rank...

PT-2023-20230

Name of the Vulnerable Software and Affected Versions TensorFlow versions prior to 2.12.0 and 2.11.1 Description The issue arises when the stride and window size are not positive for tf.raw ops.AvgPoolGrad, potentially causing a floating point exception. Recommendations For versions prior to...

PT-2023-20226

Name of the Vulnerable Software and Affected Versions TensorFlow versions prior to 2.12.0 TensorFlow versions prior to 2.11.1 Description The issue occurs when SparseSparseMaximum is given invalid sparse tensors as inputs, resulting in a null pointer error. This is a problem in the TensorFlow ope...

PT-2023-20232

Name of the Vulnerable Software and Affected Versions TensorFlow versions prior to 2.12.0 TensorFlow versions prior to 2.11.1 Description TensorFlow is an open source platform for machine learning. The issue is a null point error in QuantizedMatMulWithBiasAndDequantize with MKL enabled. A fix is...

PT-2023-20236

Name of the Vulnerable Software and Affected Versions TensorFlow versions prior to 2.12.0 and 2.11.1 Description The issue is a null pointer error in RandomShuffle with XLA enabled. A fix is included in TensorFlow 2.12.0 and 2.11.1. The error can be triggered by using the tf.raw ops.RandomShuffle...

PT-2023-21221

Name of the Vulnerable Software and Affected Versions TensorFlow versions prior to 2.12 TensorFlow version 2.11.1 and earlier Description Constructing a tflite model with a parameter filter input channel of less than 1 gives a Floating Point Exception FPE. This issue affects TensorFlow, an...

PT-2023-20221

Name of the Vulnerable Software and Affected Versions TensorFlow versions prior to 2.12.0 TensorFlow versions prior to 2.11.1 Description The issue occurs when the parameter summarize of tf.raw ops.Print is zero, causing the new method SummarizeArray to reference a nullptr, leading to a seg fault...

PT-2023-20223

Name of the Vulnerable Software and Affected Versions TensorFlow versions prior to 2.12.0 TensorFlow versions prior to 2.11.1 Description The issue is related to an integer overflow in the EditDistance function of TensorFlow, which can cause a deadlock when the hypothesis shape t is empty. This...

PT-2023-20228

Name of the Vulnerable Software and Affected Versions TensorFlow versions prior to 2.12.0 and 2.11.1 Description Integer overflow occurs when 2^31 = num frames height width channels 2^32, for example, a Full HD screencast of at least 346 frames. This issue is related to the tf.io.decode gif...

PT-2023-20229

Name of the Vulnerable Software and Affected Versions TensorFlow versions prior to 2.12.0 TensorFlow versions prior to 2.11.1 Description TensorFlow is an open source platform for machine learning. Attackers using TensorFlow can access heap memory which is not in the control of the user, leading ...