Out-of-bounds

TensorFlow is an open source platform for machine learning. In affected versions the shape inference functions for the QuantizeAndDequantizeV operations can trigger a read outside of bounds of heap allocated array. The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit ...

PYSEC-2021-624

TensorFlow is an open source platform for machine learning. In affected versions the shape inference code for DeserializeSparse can trigger a null pointer dereference. This is because the shape inference function assumes that the serializesparse tensor is a tensor with positive rank and having 3 ...

PYSEC-2021-615

TensorFlow is an open source platform for machine learning. In affected versions the shape inference functions for the QuantizeAndDequantizeV operations can trigger a read outside of bounds of heap allocated array. The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit ...

Stack overflow

TensorFlow is an open source platform for machine learning. In affected versions during TensorFlow's Grappler optimizer phase, constant folding might attempt to deep copy a resource tensor. This results in a segfault, as these tensors are supposed to not change. The fix will be included in...

Integer overflow

TensorFlow is an open source platform for machine learning. In affected versions an attacker can trigger undefined behavior, integer overflows, segfaults and CHECK-fail crashes if they can change saved checkpoints from outside of TensorFlow. This is because the checkpoints loading infrastructure ...

PYSEC-2021-628

TensorFlow is an open source platform for machine learning. In affected versions the code for sparse matrix multiplication is vulnerable to undefined behavior via binding a reference to nullptr. This occurs whenever the dimensions of a or b are 0 or less. In the case on one of these is 0, an empt...

PYSEC-2021-623

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,...

PYSEC-2021-632

TensorFlow is an open source platform for machine learning. In affected versions the implementation of FusedBatchNorm kernels is vulnerable to a heap OOB access. 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...

PYSEC-2021-626

TensorFlow is an open source platform for machine learning. In affected versions the process of building the control flow graph for a TensorFlow model is vulnerable to a null pointer exception when nodes that should be paired are not. This occurs because the code assumes that the first node in th...

PYSEC-2021-614

TensorFlow is an open source platform for machine learning. In affected versions during TensorFlow's Grappler optimizer phase, constant folding might attempt to deep copy a resource tensor. This results in a segfault, as these tensors are supposed to not change. The fix will be included in...

CVE-2021-41203

TensorFlow vulnerability CVE-2021-41203 (checkpoint loading) is due to missing validation for invalid checkpoint file formats. This allows a local attacker to trigger undefined behavior, integer overflows, segfaults, and CHECK-fail crashes by altering saved checkpoints from outside TensorFlow. Af...

CVE-2021-41203 Missing validation during checkpoint loading

TensorFlow is an open source platform for machine learning. In affected versions an attacker can trigger undefined behavior, integer overflows, segfaults and CHECK-fail crashes if they can change saved checkpoints from outside of TensorFlow. This is because the checkpoints loading infrastructure ...

CVE-2021-41215

CVE-2021-41215 affects TensorFlow: the shape inference for DeserializeSparse can trigger a null pointer dereference when the serialize_sparse tensor has positive rank (last dimension 3). A fix is available in TensorFlow 2.7.0, with cherry-picks for 2.6.1, 2.5.2, and 2.4.4. Remediation: upgrade to...

CVE-2021-41217

CVE-2021-41217 concerns TensorFlow: a null pointer dereference in the control-flow graph construction when paired nodes like Enter/Exit are not properly ordered. The vulnerability causes a crash due to dereferencing a null parent in the pairing logic. A fix is included in TensorFlow 2.7.0, with c...

CVE-2021-41219

TensorFlow SparseMatMul contains undefined behavior by binding a reference to nullptr when either input dimension is 0 or less, risking heap OOB writes. The issue affects TensorFlow releases prior to the fix and is documented across multiple advisories (OSV, GHSA) with specific commit e6cf28c7 an...

CVE-2021-41219 Undefined behavior via `nullptr` reference binding in sparse matrix multiplication

TensorFlow is an open source platform for machine learning. In affected versions the code for sparse matrix multiplication is vulnerable to undefined behavior via binding a reference to nullptr. This occurs whenever the dimensions of a or b are 0 or less. In the case on one of these is 0, an empt...

CVE-2021-41214 Reference binding to `nullptr` in `tf.ragged.cross`

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,...

CVE-2021-41214

CVE-2021-41214 affects TensorFlow’s ragged.cross shape inference: binding a reference to nullptr causes undefined behavior. A fix is planned for TensorFlow 2.7.0, with cherry-picks to 2.6.1, 2.5.2, and 2.4.4 (still in supported range). Implication: vulnerable versions may crash or behave unexpect...

CVE-2021-41204

CVE-2021-41204 concerns TensorFlow. In affected builds, during Grappler optimizer constant folding, a deep copy of a resource tensor may be attempted, causing a segfault because such tensors should not change. The issue is addressed with a fix in TensorFlow 2.7.0, and a cherry-pick was applied to...

CVE-2021-41226 Heap OOB read in `SparseBinCount`

TensorFlow is an open source platform for machine learning. In affected versions the implementation of SparseBinCount is vulnerable to a heap OOB access. This is because of missing validation between the elements of the values argument and the shape of the sparse output. The fix will be included ...