CVE-2022-23586 Multiple `CHECK`-fails in `function.cc` in Tensorflow

Tensorflow is an Open Source Machine Learning Framework. A malicious user can cause a denial of service by altering a SavedModel such that assertions in function.cc would be falsified and crash the Python interpreter. The fix will be included in TensorFlow 2.8.0. We will also cherrypick this comm...

CVE-2022-23583 `CHECK`-failures in binary ops in Tensorflow

Tensorflow is an Open Source Machine Learning Framework. A malicious user can cause a denial of service by altering a SavedModel such that any binary op would trigger CHECK failures. This occurs when the protobuf part corresponding to the tensor arguments is modified such that the dtype no longer...

Google TensorFlow 安全漏洞

Google TensorFlow is an end-to-end open source platform for machine learning from Google. Google TensorFlow has a security vulnerability that could be exploited by an attacker to cause a denial of service by changing SavedModel...

GHSA-FR77-RRX3-CP7G Heap OOB read in `tf.ragged.cross`

Impact The shape inference code for tf.ragged.cross can trigger a read outside of bounds of heap allocated array: python import tensorflow as tf @tf.function def test: y = tf.rawops.RaggedCrossraggedvalues=, raggedrowsplits=, sparseindices=5, sparsevalues=, sparseshape=5, denseinputs='a',...

GHSA-F54P-F6JP-4RHR Heap OOB in `FusedBatchNorm` kernels

Impact The implementation of FusedBatchNorm kernels is vulnerable to a heap OOB: python import tensorflow as tf tf.rawops.FusedBatchNormGrad ybackprop=tf.constanti for i in range9,shape=1,1,3,3,dtype=tf.float32 x=tf.constanti for i in range2,shape=1,1,1,2,dtype=tf.float32 scale=1,1,...

GHSA-9W2P-5MGW-P94C Integer overflow due to conversion to unsigned

Impact The implementation of tf.rawops.QuantizeAndDequantizeV4Grad is vulnerable to an integer overflow issue caused by converting a signed integer value to an unsigned one and then allocating memory based on this value. python import tensorflow as tf tf.rawops.QuantizeAndDequantizeV4Grad...

GHSA-M7FM-4JFH-JRG6 Use after free in boosted trees creation

Impact The implementation for tf.rawops.BoostedTreesCreateEnsemble can result in a use after free error if an attacker supplies specially crafted arguments: python import tensorflow as tf v= tf.Variable0.0 tf.rawops.BoostedTreesCreateEnsemble treeensemblehandle=v.handle, stamptoken=0,...

GHSA-2R8P-FG3C-WCJ4 Heap OOB and CHECK fail in `ResourceGather`

Impact An attacker can trigger a crash via a CHECK-fail in debug builds of TensorFlow using tf.rawops.ResourceGather or a read from outside the bounds of heap allocated data in the same API in a release build: python import tensorflow as tf tensor =...

GHSA-6P5R-G9MQ-GGH2 Reference binding to nullptr in `MatrixSetDiagV*` ops

Impact An attacker can cause undefined behavior via binding a reference to null pointer in all operations of type tf.rawops.MatrixSetDiagV: python import tensorflow as tf tf.rawops.MatrixSetDiagV3 input=1,2,3, diagonal=1,1, k=, align='RIGHTLEFT' The implementation has incomplete validation that t...

GHSA-R4C4-5FPQ-56WG Heap OOB in boosted trees

Impact An attacker can read from outside of bounds of heap allocated data by sending specially crafted illegal arguments to BoostedTreesSparseCalculateBestFeatureSplit: python import tensorflow as tf tf.rawops.BoostedTreesSparseCalculateBestFeatureSplit nodeidrange=0,10, statssummaryindices=1, 2,...

GHSA-W74J-V8XH-3W5H Reference binding to nullptr in unicode encoding

Impact An attacker can cause undefined behavior via binding a reference to null pointer in tf.rawops.UnicodeEncode: python import tensorflow as tf from tensorflow.python.ops import genstringops genstringops.unicodeencode inputvalues=, inputsplits=, outputencoding='UTF-8', errors='ignore',...

Denial Of Service (DoS)

tensorflow is vulnerable to denial of service. An attacker can cause a denial of service via a segmentation fault in tf.rawops.MaxPoolGrad due to a lack of validation...

Google TensorFlow suffers from an unspecified vulnerability (CNVD-2021-48855)

Google TensorFlow is a suite of end-to-end open source platforms for machine learning from Google USA. A security vulnerability exists in Google TensorFlow versions 2.4.2, 2.3.3, 2.2.3, and 2.1.4, which stems from tf.rawops.QuantizeAndDequantizeV2 allows invalid values for the axis parameter:. No...

GHSA-828X-QC2P-WPRQ Undefined behavior in `MaxPool3DGradGrad`

Impact The implementation of tf.rawops.MaxPool3DGradGrad exhibits undefined behavior by dereferencing null pointers backing attacker-supplied empty tensors: python import tensorflow as tf originput = tf.constant0.0, shape=1, 1, 1, 1, 1, dtype=tf.float32 origoutput = tf.constant0.0, shape=1, 1, 1,...

GHSA-8H46-5M9H-7553 Heap out of bounds write in `RaggedBinCount`

Impact If the splits argument of RaggedBincount does not specify a valid SparseTensor, then an attacker can trigger a heap buffer overflow: python import tensorflow as tf tf.rawops.RaggedBincountsplits=7,8, values= 5, 16, 51, 76, 29, 27, 54, 95,\ size= 59, weights= 0, 0, 0, 0, 0, 0, 0, 0,...

OPENSUSE-SU-2020:1766-1 Security update for tensorflow2

This update for tensorflow2 fixes the following issues: - updated to 2.1.2 with following fixes boo1177022: Fixes an undefined behavior causing a segfault in tf.rawops.Switch CVE-2020-15190 Fixes three vulnerabilities in conversion to DLPack format CVE-2020-15191, CVE-2020-15192, CVE-2020-15193...

CVE-2020-15265

In Tensorflow before version 2.4.0, an attacker can pass an invalid axis value to tf.quantization.quantizeanddequantize. This results in accessing a dimension outside the rank of the input tensor in the C++ kernel implementation. However, dimsize only does a DCHECK to validate the argument and th...