Google Tensorflow vulnerabilities

CVE-2021-29608 [HIGH] CWE-131 CVE-2021-29608: TensorFlow is an end-to-end open source platform for machine learning. Due to lack of validation in TensorFlow is an end-to-end open source platform for machine learning. Due to lack of validation in `tf.raw_ops.RaggedTensorToTensor`, an attacker can exploit an undefined behavior if input arguments are empty. The implementation(https://github.com/tensorflow/tensorflow/blob/656e7673b14acd7835dc778867f84916c6d1cac2/tensorflow/core/kernels/ragged_tensor

CVE-2021-29614 [HIGH] CWE-665 CVE-2021-29614: TensorFlow is an end-to-end open source platform for machine learning. The implementation of `tf.io. TensorFlow is an end-to-end open source platform for machine learning. The implementation of `tf.io.decode_raw` produces incorrect results and crashes the Python interpreter when combining `fixed_length` and wider datatypes. The implementation of the padded version(https://github.com/tensorflow/tensorflow/blob/1d8903e5b167ed0432077a3db6e462daf781d1fe/

CVE-2021-29592 [HIGH] CVE-2021-29592: TensorFlow is an end-to-end open source platform for machine learning. The fix for CVE-2020-15209(ht TensorFlow is an end-to-end open source platform for machine learning. The fix for CVE-2020-15209(https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15209) missed the case when the target shape of `Reshape` operator is given by the elements of a 1-D tensor. As such, the fix for the vulnerability(https://github.com/tensorflow/tensorflow/blob/9c1dc920d8ffb

CVE-2021-29540 [HIGH] CWE-120 CVE-2021-29540: TensorFlow is an end-to-end open source platform for machine learning. An attacker can cause a heap TensorFlow is an end-to-end open source platform for machine learning. An attacker can cause a heap buffer overflow to occur in `Conv2DBackpropFilter`. This is because the implementation(https://github.com/tensorflow/tensorflow/blob/1b0296c3b8dd9bd948f924aa8cd62f87dbb7c3da/tensorflow/core/kernels/conv_grad_filter_ops.cc#L495-L497) computes the size of

CVE-2021-29606 [HIGH] CWE-125 CVE-2021-29606: TensorFlow is an end-to-end open source platform for machine learning. A specially crafted TFLite mo TensorFlow is an end-to-end open source platform for machine learning. A specially crafted TFLite model could trigger an OOB read on heap in the TFLite implementation of `Split_V`(https://github.com/tensorflow/tensorflow/blob/c59c37e7b2d563967da813fa50fe20b21f4da683/tensorflow/lite/kernels/split_v.cc#L99). If `axis_value` is not a value between 0 and

CVE-2021-29578 [HIGH] CWE-119 CVE-2021-29578: TensorFlow is an end-to-end open source platform for machine learning. The implementation of `tf.raw TensorFlow is an end-to-end open source platform for machine learning. The implementation of `tf.raw_ops.FractionalAvgPoolGrad` is vulnerable to a heap buffer overflow. The implementation(https://github.com/tensorflow/tensorflow/blob/dcba796a28364d6d7f003f6fe733d82726dda713/tensorflow/core/kernels/fractional_avg_pool_op.cc#L216) fails to validate that

CVE-2021-29577 [HIGH] CWE-119 CVE-2021-29577: TensorFlow is an end-to-end open source platform for machine learning. The implementation of `tf.raw TensorFlow is an end-to-end open source platform for machine learning. The implementation of `tf.raw_ops.AvgPool3DGrad` is vulnerable to a heap buffer overflow. The implementation(https://github.com/tensorflow/tensorflow/blob/d80ffba9702dc19d1fac74fc4b766b3fa1ee976b/tensorflow/core/kernels/pooling_ops_3d.cc#L376-L450) assumes that the `orig_input_shap

CVE-2021-29558 [HIGH] CWE-787 CVE-2021-29558: TensorFlow is an end-to-end open source platform for machine learning. An attacker can cause a heap TensorFlow is an end-to-end open source platform for machine learning. An attacker can cause a heap buffer overflow in `tf.raw_ops.SparseSplit`. This is because the implementation(https://github.com/tensorflow/tensorflow/blob/699bff5d961f0abfde8fa3f876e6d241681fbef8/tensorflow/core/util/sparse/sparse_tensor.h#L528-L530) accesses an array element based

CVE-2021-41214 [HIGH] CWE-824 CVE-2021-41214: TensorFlow is an open source platform for machine learning. In affected versions the shape inference TensorFlow is an open source platform for machine learning. In affected versions the shape inference code for `tf.ragged.cross` has an undefined behavior due to binding a reference to `nullptr`. The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on TensorFlow 2.6.1, TensorFlow 2.5.2, and TensorFlow 2.4.4, as these are al

CVE-2021-29603 [HIGH] CWE-787 CVE-2021-29603: TensorFlow is an end-to-end open source platform for machine learning. A specially crafted TFLite mo TensorFlow is an end-to-end open source platform for machine learning. A specially crafted TFLite model could trigger an OOB write on heap in the TFLite implementation of `ArgMin`/`ArgMax`(https://github.com/tensorflow/tensorflow/blob/102b211d892f3abc14f845a72047809b39cc65ab/tensorflow/lite/kernels/arg_min_max.cc#L52-L59). If `axis_value` is not a val

CVE-2021-29586 [HIGH] CWE-369 CVE-2021-29586: TensorFlow is an end-to-end open source platform for machine learning. Optimized pooling implementat TensorFlow is an end-to-end open source platform for machine learning. Optimized pooling implementations in TFLite fail to check that the stride arguments are not 0 before calling `ComputePaddingHeightWidth`(https://github.com/tensorflow/tensorflow/blob/3f24ccd932546416ec906a02ddd183b48a1d2c83/tensorflow/lite/kernels/pooling.cc#L90). Since users can c

CVE-2021-29588 [HIGH] CWE-369 CVE-2021-29588: TensorFlow is an end-to-end open source platform for machine learning. The optimized implementation TensorFlow is an end-to-end open source platform for machine learning. The optimized implementation of the `TransposeConv` TFLite operator is [vulnerable to a division by zero error](https://github.com/tensorflow/tensorflow/blob/0d45ea1ca641b21b73bcf9c00e0179cda284e7e7/tensorflow/lite/kernels/internal/optimized/optimized_ops.h#L5221-L5222). An attacker

CVE-2021-29610 [HIGH] CWE-665 CVE-2021-29610: TensorFlow is an end-to-end open source platform for machine learning. The validation in `tf.raw_ops TensorFlow is an end-to-end open source platform for machine learning. The validation in `tf.raw_ops.QuantizeAndDequantizeV2` allows invalid values for `axis` argument:. The validation(https://github.com/tensorflow/tensorflow/blob/eccb7ec454e6617738554a255d77f08e60ee0808/tensorflow/core/kernels/quantize_and_dequantize_op.cc#L74-L77) uses `||` to mix t

CVE-2021-29566 [HIGH] CWE-787 CVE-2021-29566: TensorFlow is an end-to-end open source platform for machine learning. An attacker can write outside TensorFlow is an end-to-end open source platform for machine learning. An attacker can write outside the bounds of heap allocated arrays by passing invalid arguments to `tf.raw_ops.Dilation2DBackpropInput`. This is because the implementation(https://github.com/tensorflow/tensorflow/blob/afd954e65f15aea4d438d0a219136fc4a63a573d/tensorflow/core/kernels/

CVE-2021-37648 [HIGH] CWE-476 CVE-2021-37648: TensorFlow is an end-to-end open source platform for machine learning. In affected versions the code 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/tensorflow/tensorflow/blob/8d72537c6abf5a44103b57b9c2e22c14f5f49698/tensorflow/core/kernels/sa

CVE-2021-37650 [HIGH] CWE-120 CVE-2021-37650: TensorFlow is an end-to-end open source platform for machine learning. In affected versions the impl 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 [implementation](https://github.com/tensorflow/tensorflow/blob/f24faa153ad31a4b51578f8181d3aaab77a1

CVE-2021-37651 [HIGH] CWE-125 CVE-2021-37651: TensorFlow is an end-to-end open source platform for machine learning. In affected versions the impl 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://github.com/tensorflow/tensorflow/blob/f24faa153ad31a4b51578f8181d3aaab77a1ddeb/tensorflow/core

CVE-2021-37663 [HIGH] CWE-20 CVE-2021-37663: TensorFlow is an end-to-end open source platform for machine learning. In affected versions due to i TensorFlow is an end-to-end open source platform for machine learning. In affected versions due to incomplete validation in `tf.raw_ops.QuantizeV2`, an attacker can trigger undefined behavior via binding a reference to a null pointer or can access data outside the bounds of heap allocated arrays. The [implementation](https://github.com/tensorflow/tenso

CVE-2021-37658 [HIGH] CWE-824 CVE-2021-37658: TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attac 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://github.com/tensorflow/tensorflow/blob/84d053187cb80d975ef2b9684d4b61981bca0c41/tensorflow/core/

CVE-2021-37657 [HIGH] CWE-824 CVE-2021-37657: TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attac 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://github.com/tensorflow/tensorflow/blob/84d053187cb80d975ef2b9684d4b61981bca0c41/tensorflow/core/ker