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CVE-2022-29202 (GCVE-0-2022-29202)

Vulnerability from cvelistv5 – Published: 2022-05-20 22:55 – Updated: 2025-04-22 17:57
VLAI
Title
Denial of service in TensorFlow due to lack of validation in `tf.ragged.constant`
Summary
TensorFlow is an open source platform for machine learning. Prior to versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4, the implementation of `tf.ragged.constant` does not fully validate the input arguments. This results in a denial of service by consuming all available memory. Versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4 contain a patch for this issue.
SSVC
Exploitation: poc Automatable: no Technical Impact: partial
CISA Coordinator · CISA-ADP (v2.0.3)
Decision recorded 2025-04-22 15:46 UTC
CWE
  • CWE-20 - Improper Input Validation
  • CWE-400 - Uncontrolled Resource Consumption
Impacted products
Vendor Product Version CPE status
tensorflow tensorflow Affected: < 2.6.4
Affected: >= 2.7.0rc0, < 2.7.2
Affected: >= 2.8.0rc0, < 2.8.1
Affected: >= 2.9.0rc0, < 2.9.0
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Show details on NVD website

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                                "version_value": "\u003e= 2.7.0rc0, \u003c 2.7.2"
                              },
                              {
                                "version_value": "\u003e= 2.8.0rc0, \u003c 2.8.1"
                              },
                              {
                                "version_value": "\u003e= 2.9.0rc0, \u003c 2.9.0"
                              }
                            ]
                          }
                        }
                      ]
                    },
                    "vendor_name": "tensorflow"
                  }
                ]
              }
            },
            "data_format": "MITRE",
            "data_type": "CVE",
            "data_version": "4.0",
            "description": {
              "description_data": [
                {
                  "lang": "eng",
                  "value": "TensorFlow is an open source platform for machine learning. Prior to versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4, the implementation of `tf.ragged.constant` does not fully validate the input arguments. This results in a denial of service by consuming all available memory. Versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4 contain a patch for this issue."
                }
              ]
            },
            "impact": {
              "cvss": {
                "attackComplexity": "LOW",
                "attackVector": "LOCAL",
                "availabilityImpact": "HIGH",
                "baseScore": 5.5,
                "baseSeverity": "MEDIUM",
                "confidentialityImpact": "NONE",
                "integrityImpact": "NONE",
                "privilegesRequired": "LOW",
                "scope": "UNCHANGED",
                "userInteraction": "NONE",
                "vectorString": "CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H",
                "version": "3.1"
              }
            },
            "problemtype": {
              "problemtype_data": [
                {
                  "description": [
                    {
                      "lang": "eng",
                      "value": "CWE-20: Improper Input Validation"
                    }
                  ]
                },
                {
                  "description": [
                    {
                      "lang": "eng",
                      "value": "CWE-400: Uncontrolled Resource Consumption"
                    }
                  ]
                }
              ]
            },
            "references": {
              "reference_data": [
                {
                  "name": "https://github.com/tensorflow/tensorflow/releases/tag/v2.6.4",
                  "refsource": "MISC",
                  "url": "https://github.com/tensorflow/tensorflow/releases/tag/v2.6.4"
                },
                {
                  "name": "https://github.com/tensorflow/tensorflow/releases/tag/v2.7.2",
                  "refsource": "MISC",
                  "url": "https://github.com/tensorflow/tensorflow/releases/tag/v2.7.2"
                },
                {
                  "name": "https://github.com/tensorflow/tensorflow/releases/tag/v2.8.1",
                  "refsource": "MISC",
                  "url": "https://github.com/tensorflow/tensorflow/releases/tag/v2.8.1"
                },
                {
                  "name": "https://github.com/tensorflow/tensorflow/releases/tag/v2.9.0",
                  "refsource": "MISC",
                  "url": "https://github.com/tensorflow/tensorflow/releases/tag/v2.9.0"
                },
                {
                  "name": "https://github.com/tensorflow/tensorflow/security/advisories/GHSA-cwpm-f78v-7m5c",
                  "refsource": "CONFIRM",
                  "url": "https://github.com/tensorflow/tensorflow/security/advisories/GHSA-cwpm-f78v-7m5c"
                },
                {
                  "name": "https://github.com/tensorflow/tensorflow/issues/55199",
                  "refsource": "MISC",
                  "url": "https://github.com/tensorflow/tensorflow/issues/55199"
                },
                {
                  "name": "https://github.com/tensorflow/tensorflow/commit/bd4d5583ff9c8df26d47a23e508208844297310e",
                  "refsource": "MISC",
                  "url": "https://github.com/tensorflow/tensorflow/commit/bd4d5583ff9c8df26d47a23e508208844297310e"
                },
                {
                  "name": "https://github.com/tensorflow/tensorflow/blob/f3b9bf4c3c0597563b289c0512e98d4ce81f886e/tensorflow/python/ops/ragged/ragged_factory_ops.py#L146-L239",
                  "refsource": "MISC",
                  "url": "https://github.com/tensorflow/tensorflow/blob/f3b9bf4c3c0597563b289c0512e98d4ce81f886e/tensorflow/python/ops/ragged/ragged_factory_ops.py#L146-L239"
                }
              ]
            },
            "source": {
              "advisory": "GHSA-cwpm-f78v-7m5c",
              "discovery": "UNKNOWN"
            }
          }
        }
      },
      "cveMetadata": {
        "assignerOrgId": "a0819718-46f1-4df5-94e2-005712e83aaa",
        "assignerShortName": "GitHub_M",
        "cveId": "CVE-2022-29202",
        "datePublished": "2022-05-20T22:55:13.000Z",
        "dateReserved": "2022-04-13T00:00:00.000Z",
        "dateUpdated": "2025-04-22T17:57:48.764Z",
        "state": "PUBLISHED"
      },
      "dataType": "CVE_RECORD",
      "dataVersion": "5.1"
    }
  }
}



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Forecast uses a logistic model when the trend is rising, or an exponential decay model when the trend is falling. Fitted via linearized least squares.

Sightings

Author Source Type Date Other

Nomenclature

  • Seen: The vulnerability was mentioned, discussed, or observed by the user.
  • Confirmed: The vulnerability has been validated from an analyst's perspective.
  • Published Proof of Concept: A public proof of concept is available for this vulnerability.
  • Exploited: The vulnerability was observed as exploited by the user who reported the sighting.
  • Patched: The vulnerability was observed as successfully patched by the user who reported the sighting.
  • Not exploited: The vulnerability was not observed as exploited by the user who reported the sighting.
  • Not confirmed: The user expressed doubt about the validity of the vulnerability.
  • Not patched: The vulnerability was not observed as successfully patched by the user who reported the sighting.

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Detection rules are retrieved from Rulezet.

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Related by attack behaviour

Vulnerabilities whose description is nearest to this one in the vector space of the CIRCL/vulnerability-attack-technique-biencoder model. This is a similarity search over the bi-encoder space (plain cosine), not a classification, and it has no measured accuracy.


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