CVE-2021-29530
CVE-2021-29530 · Invalid validation in `SparseMatrixSparseCholesky`
This page contains facts from public vulnerability sources. Check the original advisory before updating.
TensorFlow is an end-to-end open source platform for machine learning. An attacker can trigger a null pointer dereference by providing an invalid `permutation` to `tf.raw_ops.SparseMatrixSparseCholesky`. This is because the implementation(https://github.com/tensorflow/tensorflow/blob/080f1d9e257589f78b3ffb75debf584168aa6062/tensorflow/core/kernels/sparse/sparse_cholesky_op.cc#L85-L86) fails to properly validate the input arguments. Although `ValidateInputs` is called and there are checks in the body of this function, the code proceeds to the next line in `ValidateInputs` since `OP_REQUIRES`(https://github.com/tensorflow/tensorflow/blob/080f1d9e257589f78b3ffb75debf584168aa6062/tensorflow/core/framework/op_requires.h#L41-L48) is a macro that only exits the current function. Thus, the first validation condition that fails in `ValidateInputs` will cause an early return from that function. However, the caller will continue execution from the next line. The fix is to either explicitly check `context->status()` or to convert `ValidateInputs` to return a `Status`. The fix will be included in TensorFlow 2.5.0. We will also cherrypick this commit on TensorFlow 2.4.2, TensorFlow 2.3.3, TensorFlow 2.2.3 and TensorFlow 2.1.4, as these are also affected and still in supported range.
CVSS 2.5 · Low · EPSS 0.2% · Fix available
- Published
- Updated
Stack: python
Affected products and versions
tensorflow
- Versions
- < 2.1.4: Affected
- >= 2.2.0, < 2.2.3: Affected
- >= 2.3.0, < 2.3.3: Affected
- >= 2.4.0, < 2.4.2: Affected
No fix published
tensorflow PyPI
- Versions
- 0.12.0
- 0.12.1
- 1.0.0
- 1.0.1
- 1.1.0
- 1.10.0
- 1.10.1
- 1.11.0
- 1.12.0
- 1.12.2
- 1.12.3
- 1.13.1
- 1.13.2
- 1.14.0
- 1.15.0
- 1.15.2
- 1.15.3
- 1.15.4
- 1.15.5
- 1.2.0
- 1.2.1
- 1.3.0
- 1.4.0
- 1.4.1
- 1.5.0
- 1.5.1
- 1.6.0
- 1.7.0
- 1.7.1
- 1.8.0
- 1.9.0
- 2.0.0
- 2.0.1
- 2.0.2
- 2.0.3
- 2.0.4
- 2.1.0
- 2.1.1
- 2.1.2
- 2.1.3
- Affected ranges
- ECOSYSTEM: < 2.1.4
Update to 2.1.4
tensorflow PyPI
- Versions
- 2.2.0
- 2.2.1
- 2.2.2
- Affected ranges
- ECOSYSTEM: ≥ 2.2.0, < 2.2.3
Update to 2.2.3
tensorflow PyPI
- Versions
- 2.3.0
- 2.3.1
- 2.3.2
- Affected ranges
- ECOSYSTEM: ≥ 2.3.0, < 2.3.3
Update to 2.3.3
tensorflow PyPI
- Versions
- 2.4.0
- 2.4.1
- Affected ranges
- ECOSYSTEM: ≥ 2.4.0, < 2.4.2
Update to 2.4.2
tensorflow-cpu PyPI
- Versions
- 1.15.0
- 2.1.0
- 2.1.1
- 2.1.2
- 2.1.3
- Affected ranges
- ECOSYSTEM: < 2.1.4
Update to 2.1.4
tensorflow-cpu PyPI
- Versions
- 2.2.0
- 2.2.1
- 2.2.2
- Affected ranges
- ECOSYSTEM: ≥ 2.2.0, < 2.2.3
Update to 2.2.3
tensorflow-cpu PyPI
- Versions
- 2.3.0
- 2.3.1
- 2.3.2
- Affected ranges
- ECOSYSTEM: ≥ 2.3.0, < 2.3.3
Update to 2.3.3
tensorflow-cpu PyPI
- Versions
- 2.4.0
- 2.4.1
- Affected ranges
- ECOSYSTEM: ≥ 2.4.0, < 2.4.2
Update to 2.4.2
tensorflow-gpu PyPI
- Versions
- 0.12.0
- 0.12.1
- 1.0.0
- 1.0.1
- 1.1.0
- 1.10.0
- 1.10.1
- 1.11.0
- 1.12.0
- 1.12.2
- 1.12.3
- 1.13.1
- 1.13.2
- 1.14.0
- 1.15.0
- 1.15.2
- 1.15.3
- 1.15.4
- 1.15.5
- 1.2.0
- 1.2.1
- 1.3.0
- 1.4.0
- 1.4.1
- 1.5.0
- 1.5.1
- 1.6.0
- 1.7.0
- 1.7.1
- 1.8.0
- 1.9.0
- 2.0.0
- 2.0.1
- 2.0.2
- 2.0.3
- 2.0.4
- 2.1.0
- 2.1.1
- 2.1.2
- 2.1.3
- Affected ranges
- ECOSYSTEM: < 2.1.4
Update to 2.1.4
tensorflow-gpu PyPI
- Versions
- 2.2.0
- 2.2.1
- 2.2.2
- Affected ranges
- ECOSYSTEM: ≥ 2.2.0, < 2.2.3
Update to 2.2.3
tensorflow-gpu PyPI
- Versions
- 2.3.0
- 2.3.1
- 2.3.2
- Affected ranges
- ECOSYSTEM: ≥ 2.3.0, < 2.3.3
Update to 2.3.3
tensorflow-gpu PyPI
- Versions
- 2.4.0
- 2.4.1
- Affected ranges
- ECOSYSTEM: ≥ 2.4.0, < 2.4.2
Update to 2.4.2
tensorflow PyPI
- Versions
- 0.12.0
- 0.12.0rc0
- 0.12.0rc1
- 0.12.1
- 1.0.0
- 1.0.1
- 1.1.0
- 1.1.0rc0
- 1.1.0rc1
- 1.1.0rc2
- 1.10.0
- 1.10.0rc0
- 1.10.0rc1
- 1.10.1
- 1.11.0
- 1.11.0rc0
- 1.11.0rc1
- 1.11.0rc2
- 1.12.0
- 1.12.0rc0
- 1.12.0rc1
- 1.12.0rc2
- 1.12.2
- 1.12.3
- 1.13.0rc0
- 1.13.0rc1
- 1.13.0rc2
- 1.13.1
- 1.13.2
- 1.14.0
- 1.14.0rc0
- 1.14.0rc1
- 1.15.0
- 1.15.0rc0
- 1.15.0rc1
- 1.15.0rc2
- 1.15.0rc3
- 1.15.2
- 1.15.3
- 1.15.4
- 1.15.5
- 1.2.0
- 1.2.0rc0
- 1.2.0rc1
- 1.2.0rc2
- 1.2.1
- 1.3.0
- 1.3.0rc0
- 1.3.0rc1
- 1.3.0rc2
- 1.4.0
- 1.4.0rc0
- 1.4.0rc1
- 1.4.1
- 1.5.0
- 1.5.0rc0
- 1.5.0rc1
- 1.5.1
- 1.6.0
- 1.6.0rc0
- 1.6.0rc1
- 1.7.0
- 1.7.0rc0
- 1.7.0rc1
- 1.7.1
- 1.8.0
- 1.8.0rc0
- 1.8.0rc1
- 1.9.0
- 1.9.0rc0
- 1.9.0rc1
- 1.9.0rc2
- 2.0.0
- 2.0.0a0
- 2.0.0b0
- 2.0.0b1
- 2.0.0rc0
- 2.0.0rc1
- 2.0.0rc2
- 2.0.1
- 2.0.2
- 2.0.3
- 2.0.4
- 2.1.0
- 2.1.0rc0
- 2.1.0rc1
- 2.1.0rc2
- 2.1.1
- 2.1.2
- 2.1.3
- 2.2.0
- 2.2.1
- 2.2.2
- 2.3.0
- 2.3.1
- 2.3.2
- 2.4.0
- 2.4.1
- Affected ranges
- GIT: < e6a7c7cc18c3aaad1ae0872cb0a959f5c923d2bd
- ECOSYSTEM: < 2.1.4 ∪ ≥ 2.2.0, < 2.2.3 ∪ ≥ 2.3.0, < 2.3.3 ∪ ≥ 2.4.0, < 2.4.2
Update to 2.1.4; Update to 2.2.3; Update to 2.3.3; Update to 2.4.2
tensorflow-cpu PyPI
- Versions
- 1.15.0
- 2.1.0
- 2.1.1
- 2.1.2
- 2.1.3
- 2.2.0
- 2.2.1
- 2.2.2
- 2.3.0
- 2.3.1
- 2.3.2
- 2.4.0
- 2.4.1
- Affected ranges
- GIT: < e6a7c7cc18c3aaad1ae0872cb0a959f5c923d2bd
- ECOSYSTEM: < 2.1.4 ∪ ≥ 2.2.0, < 2.2.3 ∪ ≥ 2.3.0, < 2.3.3 ∪ ≥ 2.4.0, < 2.4.2
Update to 2.1.4; Update to 2.2.3; Update to 2.3.3; Update to 2.4.2
tensorflow-gpu PyPI
- Versions
- 0.12.0
- 0.12.1
- 1.0.0
- 1.0.1
- 1.1.0
- 1.10.0
- 1.10.1
- 1.11.0
- 1.12.0
- 1.12.2
- 1.12.3
- 1.13.1
- 1.13.2
- 1.14.0
- 1.15.0
- 1.15.2
- 1.15.3
- 1.15.4
- 1.15.5
- 1.2.0
- 1.2.1
- 1.3.0
- 1.4.0
- 1.4.1
- 1.5.0
- 1.5.1
- 1.6.0
- 1.7.0
- 1.7.1
- 1.8.0
- 1.9.0
- 2.0.0
- 2.0.1
- 2.0.2
- 2.0.3
- 2.0.4
- 2.1.0
- 2.1.1
- 2.1.2
- 2.1.3
- 2.2.0
- 2.2.1
- 2.2.2
- 2.3.0
- 2.3.1
- 2.3.2
- 2.4.0
- 2.4.1
- Affected ranges
- GIT: < e6a7c7cc18c3aaad1ae0872cb0a959f5c923d2bd
- ECOSYSTEM: < 2.1.4 ∪ ≥ 2.2.0, < 2.2.3 ∪ ≥ 2.3.0, < 2.3.3 ∪ ≥ 2.4.0, < 2.4.2
Update to 2.1.4; Update to 2.2.3; Update to 2.3.3; Update to 2.4.2