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OpenAdvisories

Package · PyPI

tensorflow-gpu

427 known vulnerabilities.

427 results · Feed

  • High 7.8

    Null pointer dereference in TensorFlow Lite

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can craft a TFLite model that would trigger a null pointer dereference, which would result in a crash and denial of service. The [implementation](https://g…

  • Medium 5.5

    Infinite loop in TensorFlow Lite

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions the strided slice implementation in TFLite has a logic bug which can allow an attacker to trigger an infinite loop. This arises from newly introduced support for [elli…

  • Medium 5.5

    Division by zero in TFLite in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions the implementation of fully connected layers in TFLite is [vulnerable to a division by zero error](https://github.com/tensorflow/tensorflow/blob/460e000de3a83278fb00b6…

  • Medium 5.5

    Division by 0 in most convolution operators in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions 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…

  • High 7.8

    Reference binding to nullptr in shape inference in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can cause undefined behavior via binding a reference to null pointer in `tf.raw_ops.SparseFillEmptyRows`. The shape inference [implementation](https://gith…

  • High 7.8

    Reference binding to nullptr in map operations in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can cause undefined behavior via binding a reference to null pointer in `tf.raw_ops.Map*` and `tf.raw_ops.OrderedMap*` operations. The [implementation](htt…

  • High 7.8

    Reference binding to nullptr in `RaggedTensorToVariant` in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can cause undefined behavior via binding a reference to null pointer in `tf.raw_ops.RaggedTensorToVariant`. The [implementation](https://github.com/tensorf…

  • High 7.8

    Reference binding to nullptr in unicode encoding in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can cause undefined behavior via binding a reference to null pointer in `tf.raw_ops.UnicodeEncode`. The [implementation](https://github.com/tensorflow/tens…

  • High 7.8

    Incorrect validation of `SaveV2` inputs in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions the code for `tf.raw_ops.SaveV2` does not properly validate the inputs and an attacker can trigger a null pointer dereference. The [implementation](https://github.com/…

  • High 7.8

    Use after free in boosted trees creation in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions the implementation for `tf.raw_ops.BoostedTreesCreateEnsemble` can result in a use after free error if an attacker supplies specially crafted arguments. The [implement…

  • Medium 5.5

    Bad alloc in `StringNGrams` caused by integer conversion in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions the implementation of `tf.raw_ops.StringNGrams` is vulnerable to an integer overflow issue caused by converting a signed integer value to an unsigned one and then allo…

  • Medium 5.5

    Crash caused by integer conversion to unsigned in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can cause a denial of service in `boosted_trees_create_quantile_stream_resource` by using negative arguments. The [implementation](https://github.com/tenso…

  • Medium 5.5

    Integer overflow due to conversion to unsigned in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions the implementation of `tf.raw_ops.QuantizeAndDequantizeV4Grad` is vulnerable to an integer overflow issue caused by converting a signed integer value to an unsigned on…

  • High 7.1

    Heap buffer overflow in `FractionalAvgPoolGrad` in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions the implementation for `tf.raw_ops.FractionalAvgPoolGrad` can be tricked into accessing data outside of bounds of heap allocated buffers. The [implementation](https://…

  • High 7.8

    Segfault and heap buffer overflow in `{Experimental,}DatasetToTFRecord` in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions the implementation for `tf.raw_ops.ExperimentalDatasetToTFRecord` and `tf.raw_ops.DatasetToTFRecord` can trigger heap buffer overflow and segmentation fault. The [impl…

  • High 7.1

    Reference binding to nullptr in boosted trees in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can generate undefined behavior via a reference binding to nullptr in `BoostedTreesCalculateBestGainsPerFeature` and similar attack can occur in `BoostedTr…

  • High 7.1

    Reference binding to nullptr in `RaggedTensorToSparse` in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can cause undefined behavior via binding a reference to null pointer in `tf.raw_ops.RaggedTensorToSparse`. The [implementation](https://github.com/tensorfl…

  • High 7.1

    Reference binding to nullptr in `MatrixDiagV*` ops in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can cause undefined behavior via binding a reference to null pointer in all operations of type `tf.raw_ops.MatrixDiagV*`. The [implementation](https://gith…

  • High 7.1

    Reference binding to nullptr in `MatrixSetDiagV*` ops in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can cause undefined behavior via binding a reference to null pointer in all operations of type `tf.raw_ops.MatrixSetDiagV*`. The [implementation](https://g…

  • Medium 5.5

    `std::abort` raised from `TensorListReserve` in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions providing a negative element to `num_elements` list argument of `tf.raw_ops.TensorListReserve` causes the runtime to abort the process due to reallocating a `std::vect…

  • High 7.3

    Heap OOB and CHECK fail in `ResourceGather` in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can trigger a crash via a `CHECK`-fail in debug builds of TensorFlow using `tf.raw_ops.ResourceGather` or a read from outside the bounds of heap allocated …

  • High 7.3

    Heap OOB in `RaggedGather` in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions if the arguments to `tf.raw_ops.RaggedGather` don't determine a valid ragged tensor code can trigger a read from outside of bounds of heap allocated buffers. The [impl…

  • High 7.3

    Heap out of bounds access in sparse reduction operations in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions the implementation of sparse reduction operations in TensorFlow can trigger accesses outside of bounds of heap allocated data. The [implementation](https://github.com/…

  • High 7.3

    Heap OOB in boosted trees in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can read from outside of bounds of heap allocated data by sending specially crafted illegal arguments to `BoostedTreesSparseCalculateBestFeatureSplit`. The…

  • High 7.3

    Out of bounds read via null pointer dereference in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can cause undefined behavior via binding a reference to null pointer in all binary cwise operations that don't require broadcasting (e.g., gradients of bin…

  • High 7.3

    Heap OOB in `ResourceScatterUpdate` in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can trigger a read from outside of bounds of heap allocated data by sending invalid arguments to `tf.raw_ops.ResourceScatterUpdate`. The [implementation](h…

  • High 7.7

    Null pointer dereference in `CompressElement` in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. It is possible to trigger a null pointer dereference in TensorFlow by passing an invalid input to `tf.raw_ops.CompressElement`. The [implementation](https://github.com/tensorflow/tensorflo…

  • High 7.7

    Null pointer dereference in `UncompressElement` in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. The code for `tf.raw_ops.UncompressElement` can be made to trigger a null pointer dereference. The [implementation](https://github.com/tensorflow/tensorflow/blob/f24faa153ad31a4b51578f8181…

  • High 7.7

    Null pointer dereference in `SparseTensorSliceDataset` in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. When a user does not supply arguments that determine a valid sparse tensor, `tf.raw_ops.SparseTensorSliceDataset` implementation can be made to dereference a null pointer. The [implementat…

  • High 7.7

    Null pointer dereference in `MatrixDiagPartOp` in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. If a user does not provide a valid padding value to `tf.raw_ops.MatrixDiagPartOp`, then the code triggers a null pointer dereference (if input is empty) or produces invalid behavior, ignor…

  • High 8.4

    Null pointer dereference and heap OOB read in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. When restoring tensors via raw APIs, if the tensor name is not provided, TensorFlow can be tricked into dereferencing a null pointer. Alternatively, attackers can read memory outside the b…

  • High 7.7

    Null pointer dereference in `RaggedTensorToTensor` in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. Sending invalid argument for `row_partition_types` of `tf.raw_ops.RaggedTensorToTensor` API results in a null pointer dereference and undefined behavior. The [implementation](https://githu…

  • Medium 5.5

    Division by 0 in inplace operations in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can cause a floating point exception by calling inplace operations with crafted arguments that would result in a division by 0. The [implementation](https:…

  • Medium 5.5

    Division by 0 in `ResourceGather` in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can trigger a crash via a floating point exception in `tf.raw_ops.ResourceGather`. The [implementation](https://github.com/tensorflow/tensorflow/blob/f24fa…

  • Medium 5.5

    Division by 0 in `ResourceScatterDiv` in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions the implementation of `tf.raw_ops.ResourceScatterDiv` is vulnerable to a division by 0 error. The [implementation](https://github.com/tensorflow/tensorflow/blob/8d7253…

  • Medium 5.5

    Integer division by 0 in sparse reshaping in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions the implementation of `tf.raw_ops.SparseReshape` can be made to trigger an integral division by 0 exception. The [implementation](https://github.com/tensorflow/tensorf…

  • Medium 5.5

    Floating point exception in `SparseDenseCwiseDiv` in TensorFlow

    TensorFlow is an end-to-end open source platform for machine learning. In affected versions the implementation of `tf.raw_ops.SparseDenseCwiseDiv` is vulnerable to a division by 0 error. The [implementation](https://github.com/tensorflow/tensorflow/blob/a1bc5…

  • Low 2.5

    Type confusion during tensor casts lead to dereferencing null pointers

    TensorFlow is an end-to-end open source platform for machine learning. Calling TF operations with tensors of non-numeric types when the operations expect numeric tensors result in null pointer dereferences. The conversion from Python array to C++ array(https:…

  • Low 2.5

    Heap out of bounds write in `RaggedBinCount`

    TensorFlow is an end-to-end open source platform for machine learning. If the `splits` argument of `RaggedBincount` does not specify a valid `SparseTensor`(https://www.tensorflow.org/api_docs/python/tf/sparse/SparseTensor), then an attacker can trigger a heap…

  • Low 2.5

    Reference binding to null pointer in `MatrixDiag*` ops

    TensorFlow is an end-to-end open source platform for machine learning. The implementation of `MatrixDiag*` operations(https://github.com/tensorflow/tensorflow/blob/4c4f420e68f1cfaf8f4b6e8e3eb857e9e4c3ff33/tensorflow/core/kernels/linalg/matrix_diag_op.cc#L195-…