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Github Security Blog
Github Security Blog
•added 2022/09/16 7:25 p.m.•42 views

TensorFlow vulnerable to `CHECK` fail in `tf.sparse.cross`

Impact If tf.sparse.cross receives an input separator that is not a scalar, it gives a CHECK fail that can be used to trigger a denial of service attack. python import tensorflow as tf tf.sparse.crossinputs=,name='a',separator=tf.constant'a', 'b',dtype=tf.string Patches We have patched the issue ...

7.5CVSS7.4AI score0.00488EPSS
SaveExploits0References5Affected Software3
Github Security Blog
Github Security Blog
•added 2022/09/16 7:24 p.m.•46 views

TensorFlow vulnerable to `CHECK` fail in `Conv2DBackpropInput`

Impact When Conv2DBackpropInput receives empty outbackprop inputs e.g. 3, 1, 0, 1, the current CPU/GPU kernels CHECK fail one with dnnl, the other with cudnn. This can be used to trigger a denial of service attack. python import tensorflow as tf import numpy as np inputsizes = 3, 1, 1, 2 filter =...

7.5CVSS7.4AI score0.00478EPSS
SaveExploits0References5Affected Software3
Rockylinux
Rockylinux
•added 2022/06/28 12:00 a.m.•19 views

scap-security-guide bug fix and enhancement update

An update for scap-security-guide is now available for Rocky Linux 8. The scap-security-guide project provides a guide for configuration of the system from the final system's security point of view. The guidance is specified in the Security Content Automation Protocol SCAP format and constitutes ...

1.1AI score
SaveExploits0
Github Security Blog
Github Security Blog
•added 2022/05/25 7:33 p.m.•40 views

`CHECK` failure in depthwise ops via overflows

Impact The implementation of depthwise ops in TensorFlow is vulnerable to a denial of service via CHECK-failure assertion failure caused by overflowing the number of elements in a tensor: python import tensorflow as tf input = tf.constant1, shape=1, 4, 4, 3, dtype=tf.float32 filtersizes =...

5.5CVSS2.8AI score0.00319EPSS
SaveExploits1References4Affected Software3
Github Security Blog
Github Security Blog
•added 2022/05/24 10:16 p.m.•72 views

Code injection in `saved_model_cli` in TensorFlow

Impact TensorFlow's savedmodelcli tool is vulnerable to a code injection: savedmodelcli run --inputexprs 'x=print"malicious code to run"' --dir ./ --tagset serve --signaturedef servingdefault This can be used to open a reverse shell savedmodelcli run --inputexprs 'hello=exec"""\nimport...

7.8CVSS7.7AI score0.0054EPSS
SaveExploits1References10Affected Software3
Github Security Blog
Github Security Blog
•added 2022/05/24 10:15 p.m.•67 views

Segfault if `tf.histogram_fixed_width` is called with NaN values in TensorFlow

Impact The implementation of tf.histogramfixedwidth is vulnerable to a crash when the values array contain NaN elements: python import tensorflow as tf import numpy as np tf.histogramfixedwidthvalues=np.nan, valuerange=1,2 The implementation assumes that all floating point operations are defined...

5.5CVSS5.8AI score0.00316EPSS
SaveExploits1References11Affected Software3
Github Security Blog
Github Security Blog
•added 2022/05/24 10:15 p.m.•47 views

Heap buffer overflow due to incorrect hash function in TensorFlow

Impact The TensorKey hash function used total estimated AllocatedBytes, which a is an estimate per tensor, and b is a very poor hash function for constants e.g. int32t. It also tried to access individual tensor bytes through tensor.data of size AllocatedBytes. This led to ASAN failures because th...

5.5CVSS5.8AI score0.00227EPSS
SaveExploits0References7Affected Software3
Github Security Blog
Github Security Blog
•added 2022/05/24 10:14 p.m.•48 views

Segfault and OOB write due to incomplete validation in `EditDistance` in TensorFlow

Impact The implementation of tf.rawops.EditDistance has incomplete validation. Users can pass negative values to cause a segmentation fault based denial of service: python import tensorflow as tf hypothesisindices = tf.constant-1250999896764, shape=3, 3, dtype=tf.int64 hypothesisvalues =...

7.1CVSS7.2AI score0.00381EPSS
SaveExploits1References8Affected Software3
Github Security Blog
Github Security Blog
•added 2022/05/24 10:13 p.m.•65 views

Undefined behavior when users supply invalid resource handles

Impact Multiple TensorFlow operations misbehave in eager mode when the resource handle provided to them is invalid: python import tensorflow as tf tf.rawops.QueueIsClosedV2handle= python import tensorflow as tf tf.summary.flushwriter= In graph mode, it would have been impossible to perform these...

5.5CVSS5.9AI score0.0032EPSS
SaveExploits1References9Affected Software3
Github Security Blog
Github Security Blog
•added 2022/05/24 10:13 p.m.•50 views

Missing validation results in undefined behavior in `SparseTensorDenseAdd

Impact The implementation of tf.rawops.SparseTensorDenseAdd does not fully validate the input arguments: python import tensorflow as tf aindices = tf.constant0, shape=17, 2, dtype=tf.int64 avalues = tf.constant, shape=0, dtype=tf.float32 ashape = tf.constant6, 12, shape=2, dtype=tf.int64 b =...

5.5CVSS5.8AI score0.00341EPSS
SaveExploits1References9Affected Software3
Github Security Blog
Github Security Blog
•added 2022/05/24 10:10 p.m.•46 views

Missing validation results in undefined behavior in `QuantizedConv2D`

Impact The implementation of tf.rawops.QuantizedConv2D does not fully validate the input arguments: python import tensorflow as tf input = tf.constant1, shape=1, 2, 3, 3, dtype=tf.quint8 filter = tf.constant1, shape=1, 2, 3, 3, dtype=tf.quint8 bad args mininput = tf.constant, shape=0,...

5.5CVSS5.9AI score0.00335EPSS
SaveExploits1References9Affected Software3
OSV
OSV
•added 2022/05/24 10:10 p.m.•27 views

GHSA-2VV3-56QG-G2CF Missing validation causes denial of service via `LSTMBlockCell`

Impact The implementation of tf.rawops.LSTMBlockCell does not fully validate the input arguments. This results in a CHECK-failure which can be used to trigger a denial of service attack: python import tensorflow as tf tf.rawops.LSTMBlockCell x=tf.constant0.837607, shape=28,29, dtype=tf.float32,...

5.5CVSS5.8AI score0.0032EPSS
SaveExploits1References9
Github Security Blog
Github Security Blog
•added 2022/05/24 10:09 p.m.•33 views

Missing validation causes denial of service via `LoadAndRemapMatrix`

Impact The implementation of tf.rawops.LoadAndRemapMatrix does not fully validate the input arguments. This results in a CHECK-failure which can be used to trigger a denial of service attack: python import tensorflow as tf ckptpath = tf.constant...

5.5CVSS6.3AI score0.0032EPSS
SaveExploits1References9Affected Software3
Github Security Blog
Github Security Blog
•added 2022/05/24 10:08 p.m.•66 views

Missing validation causes denial of service via `SparseTensorToCSRSparseMatrix`

Impact The implementation of tf.rawops.SparseTensorToCSRSparseMatrix does not fully validate the input arguments. This results in a CHECK-failure which can be used to trigger a denial of service attack: python import tensorflow as tf indices = tf.constant53, shape=3, dtype=tf.int64 values =...

5.5CVSS6.3AI score0.0032EPSS
SaveExploits1References9Affected Software3
Github Security Blog
Github Security Blog
•added 2022/05/24 10:08 p.m.•50 views

Missing validation causes denial of service via `UnsortedSegmentJoin`

Impact The implementation of tf.rawops.UnsortedSegmentJoin does not fully validate the input arguments. This results in a CHECK-failure which can be used to trigger a denial of service attack: python import tensorflow as tf tf.rawops.UnsortedSegmentJoin inputs=tf.constant"this", shape=12,...

5.5CVSS6.3AI score0.0032EPSS
SaveExploits1References9Affected Software3
Github Security Blog
Github Security Blog
•added 2022/05/24 10:07 p.m.•64 views

Missing validation causes denial of service via `Conv3DBackpropFilterV2`

Impact The implementation of tf.rawops.Conv3DBackpropFilterV2 does not fully validate the input arguments. This results in a CHECK-failure which can be used to trigger a denial of service attack: python import tensorflow as tf tf.rawops.Conv3DBackpropFilterV2 input=tf.constant.5053710941,...

5.5CVSS6.3AI score0.0032EPSS
SaveExploits1References9Affected Software3
Github Security Blog
Github Security Blog
•added 2022/05/24 10:06 p.m.•50 views

Missing validation crashes `QuantizeAndDequantizeV4Grad`

Impact The implementation of tf.rawops.QuantizeAndDequantizeV4Grad does not fully validate the input arguments. This results in a CHECK-failure which can be used to trigger a denial of service attack: python import tensorflow as tf tf.rawops.QuantizeAndDequantizeV4Grad gradients=tf.constant1,...

5.5CVSS6AI score0.00343EPSS
SaveExploits1References9Affected Software3
Github Security Blog
Github Security Blog
•added 2022/05/24 4:38 p.m.•45 views

Missing validation causes `TensorSummaryV2` to crash

Impact The implementation of tf.rawops.TensorSummaryV2 does not fully validate the input arguments. This results in a CHECK-failure which can be used to trigger a denial of service attack: python import numpy as np import tensorflow as tf tf.rawops.TensorSummaryV2 tag=np.array'test',...

5.5CVSS6AI score0.0032EPSS
SaveExploits1References9Affected Software3
AlmaLinux
AlmaLinux
•added 2022/05/10 6:37 a.m.•23 views

scap-security-guide bug fix and enhancement update

For detailed information on changes in this release, see the AlmaLinux Release Notes linked from the References section...

1.6AI score
SaveExploits0References1
Rockylinux
Rockylinux
•added 2022/05/10 12:00 a.m.•20 views

scap-security-guide bug fix and enhancement update

An update for scap-security-guide is now available for Rocky Linux 8. For detailed information on changes in this release, see the Rocky Linux 8.6 Release Notes linked from the References section...

1.8AI score
SaveExploits0
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