Lookup for vulnerable packages by Package URL.

GET /api/packages/25366?format=api
HTTP 200 OK
Allow: GET, HEAD, OPTIONS
Content-Type: application/json
Vary: Accept

{
    "url": "http://public2.vulnerablecode.io/api/packages/25366?format=api",
    "purl": "pkg:pypi/tensorflow-cpu@2.6.3",
    "type": "pypi",
    "namespace": "",
    "name": "tensorflow-cpu",
    "version": "2.6.3",
    "qualifiers": {},
    "subpath": "",
    "is_vulnerable": true,
    "next_non_vulnerable_version": "2.8.1",
    "latest_non_vulnerable_version": "2.12.1",
    "affected_by_vulnerabilities": [
        {
            "url": "http://public2.vulnerablecode.io/api/vulnerabilities/8313?format=api",
            "vulnerability_id": "VCID-rt4b-xxm6-xubs",
            "summary": "Tensorflow is an Open Source Machine Learning Framework. A `GraphDef` from a TensorFlow `SavedModel` can be maliciously altered to cause a TensorFlow process to crash due to encountering a `StatusOr` value that is an error and forcibly extracting the value from it. We have patched the issue in multiple GitHub commits and these will be included in TensorFlow 2.8.0 and TensorFlow 2.7.1, as both are affected.",
            "references": [
                {
                    "reference_url": "https://api.first.org/data/v1/epss?cve=CVE-2022-23590",
                    "reference_id": "",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "0.00239",
                            "scoring_system": "epss",
                            "scoring_elements": "0.47086",
                            "published_at": "2026-05-30T12:55:00Z"
                        }
                    ],
                    "url": "https://api.first.org/data/v1/epss?cve=CVE-2022-23590"
                },
                {
                    "reference_url": "https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-99.yaml",
                    "reference_id": "",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "5.9",
                            "scoring_system": "cvssv3.1",
                            "scoring_elements": "CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H"
                        },
                        {
                            "value": "MODERATE",
                            "scoring_system": "generic_textual",
                            "scoring_elements": ""
                        }
                    ],
                    "url": "https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-99.yaml"
                },
                {
                    "reference_url": "https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-154.yaml",
                    "reference_id": "",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "5.9",
                            "scoring_system": "cvssv3.1",
                            "scoring_elements": "CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H"
                        },
                        {
                            "value": "MODERATE",
                            "scoring_system": "generic_textual",
                            "scoring_elements": ""
                        }
                    ],
                    "url": "https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-154.yaml"
                },
                {
                    "reference_url": "https://github.com/tensorflow/tensorflow",
                    "reference_id": "",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "5.9",
                            "scoring_system": "cvssv3.1",
                            "scoring_elements": "CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H"
                        },
                        {
                            "value": "MODERATE",
                            "scoring_system": "generic_textual",
                            "scoring_elements": ""
                        }
                    ],
                    "url": "https://github.com/tensorflow/tensorflow"
                },
                {
                    "reference_url": "https://github.com/tensorflow/tensorflow/blob/274df9b02330b790aa8de1cee164b70f72b9b244/tensorflow/core/graph/graph.cc#L560-L567",
                    "reference_id": "",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "5.9",
                            "scoring_system": "cvssv3.1",
                            "scoring_elements": "CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H"
                        },
                        {
                            "value": "MODERATE",
                            "scoring_system": "generic_textual",
                            "scoring_elements": ""
                        },
                        {
                            "value": "Track",
                            "scoring_system": "ssvc",
                            "scoring_elements": "SSVCv2/E:P/A:N/T:P/P:M/B:A/M:M/D:T/2025-04-22T15:51:26Z/"
                        }
                    ],
                    "url": "https://github.com/tensorflow/tensorflow/blob/274df9b02330b790aa8de1cee164b70f72b9b244/tensorflow/core/graph/graph.cc#L560-L567"
                },
                {
                    "reference_url": "https://github.com/tensorflow/tensorflow/commit/955059813cc325dc1db5e2daa6221271406d4439",
                    "reference_id": "",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "5.9",
                            "scoring_system": "cvssv3.1",
                            "scoring_elements": "CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H"
                        },
                        {
                            "value": "MODERATE",
                            "scoring_system": "generic_textual",
                            "scoring_elements": ""
                        },
                        {
                            "value": "Track",
                            "scoring_system": "ssvc",
                            "scoring_elements": "SSVCv2/E:P/A:N/T:P/P:M/B:A/M:M/D:T/2025-04-22T15:51:26Z/"
                        }
                    ],
                    "url": "https://github.com/tensorflow/tensorflow/commit/955059813cc325dc1db5e2daa6221271406d4439"
                },
                {
                    "reference_url": "https://github.com/tensorflow/tensorflow/security/advisories/GHSA-pqrv-8r2f-7278",
                    "reference_id": "",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "5.9",
                            "scoring_system": "cvssv3.1",
                            "scoring_elements": "CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H"
                        },
                        {
                            "value": "MODERATE",
                            "scoring_system": "cvssv3.1_qr",
                            "scoring_elements": ""
                        },
                        {
                            "value": "MODERATE",
                            "scoring_system": "generic_textual",
                            "scoring_elements": ""
                        },
                        {
                            "value": "Track",
                            "scoring_system": "ssvc",
                            "scoring_elements": "SSVCv2/E:P/A:N/T:P/P:M/B:A/M:M/D:T/2025-04-22T15:51:26Z/"
                        }
                    ],
                    "url": "https://github.com/tensorflow/tensorflow/security/advisories/GHSA-pqrv-8r2f-7278"
                },
                {
                    "reference_url": "https://nvd.nist.gov/vuln/detail/CVE-2022-23590",
                    "reference_id": "CVE-2022-23590",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "5.9",
                            "scoring_system": "cvssv3.1",
                            "scoring_elements": "CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H"
                        },
                        {
                            "value": "MODERATE",
                            "scoring_system": "generic_textual",
                            "scoring_elements": ""
                        }
                    ],
                    "url": "https://nvd.nist.gov/vuln/detail/CVE-2022-23590"
                },
                {
                    "reference_url": "https://github.com/advisories/GHSA-pqrv-8r2f-7278",
                    "reference_id": "GHSA-pqrv-8r2f-7278",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "MODERATE",
                            "scoring_system": "cvssv3.1_qr",
                            "scoring_elements": ""
                        }
                    ],
                    "url": "https://github.com/advisories/GHSA-pqrv-8r2f-7278"
                }
            ],
            "fixed_packages": [
                {
                    "url": "http://public2.vulnerablecode.io/api/packages/25370?format=api",
                    "purl": "pkg:pypi/tensorflow-cpu@2.7.1",
                    "is_vulnerable": true,
                    "affected_by_vulnerabilities": [
                        {
                            "vulnerability": "VCID-ffkg-sa3q-8qfq"
                        },
                        {
                            "vulnerability": "VCID-uyv6-cmed-a7c3"
                        }
                    ],
                    "resource_url": "http://public2.vulnerablecode.io/packages/pkg:pypi/tensorflow-cpu@2.7.1"
                }
            ],
            "aliases": [
                "BIT-tensorflow-2022-23590",
                "CVE-2022-23590",
                "GHSA-pqrv-8r2f-7278",
                "PYSEC-2022-154",
                "PYSEC-2022-99"
            ],
            "risk_score": 3.1,
            "exploitability": "0.5",
            "weighted_severity": "6.2",
            "resource_url": "http://public2.vulnerablecode.io/vulnerabilities/VCID-rt4b-xxm6-xubs"
        }
    ],
    "fixing_vulnerabilities": [
        {
            "url": "http://public2.vulnerablecode.io/api/vulnerabilities/8273?format=api",
            "vulnerability_id": "VCID-11qd-d7c7-sbdm",
            "summary": "Tensorflow is an Open Source Machine Learning Framework. The implementation of shape inference for `ConcatV2` can be used to trigger a denial of service attack via a segfault caused by a type confusion. The `axis` argument is translated into `concat_dim` in the `ConcatShapeHelper` helper function. Then, a value for `min_rank` is computed based on `concat_dim`. This is then used to validate that the `values` tensor has at least the required rank. However, `WithRankAtLeast` receives the lower bound as a 64-bits value and then compares it against the maximum 32-bits integer value that could be represented. Due to the fact that `min_rank` is a 32-bits value and the value of `axis`, the `rank` argument is a negative value, so the error check is bypassed. The 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.",
            "references": [
                {
                    "reference_url": "https://api.first.org/data/v1/epss?cve=CVE-2022-21731",
                    "reference_id": "",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "0.00303",
                            "scoring_system": "epss",
                            "scoring_elements": "0.53888",
                            "published_at": "2026-05-30T12:55:00Z"
                        }
                    ],
                    "url": "https://api.first.org/data/v1/epss?cve=CVE-2022-21731"
                },
                {
                    "reference_url": "https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-55.yaml",
                    "reference_id": "",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "6.5",
                            "scoring_system": "cvssv3.1",
                            "scoring_elements": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H"
                        },
                        {
                            "value": "7.1",
                            "scoring_system": "cvssv4",
                            "scoring_elements": "CVSS:4.0/AV:N/AC:L/AT:N/PR:L/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N"
                        },
                        {
                            "value": "HIGH",
                            "scoring_system": "generic_textual",
                            "scoring_elements": ""
                        }
                    ],
                    "url": "https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-55.yaml"
                },
                {
                    "reference_url": "https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-110.yaml",
                    "reference_id": "",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "6.5",
                            "scoring_system": "cvssv3.1",
                            "scoring_elements": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H"
                        },
                        {
                            "value": "7.1",
                            "scoring_system": "cvssv4",
                            "scoring_elements": "CVSS:4.0/AV:N/AC:L/AT:N/PR:L/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N"
                        },
                        {
                            "value": "HIGH",
                            "scoring_system": "generic_textual",
                            "scoring_elements": ""
                        }
                    ],
                    "url": "https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-110.yaml"
                },
                {
                    "reference_url": "https://github.com/tensorflow/tensorflow",
                    "reference_id": "",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "6.5",
                            "scoring_system": "cvssv3.1",
                            "scoring_elements": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H"
                        },
                        {
                            "value": "7.1",
                            "scoring_system": "cvssv4",
                            "scoring_elements": "CVSS:4.0/AV:N/AC:L/AT:N/PR:L/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N"
                        },
                        {
                            "value": "HIGH",
                            "scoring_system": "generic_textual",
                            "scoring_elements": ""
                        }
                    ],
                    "url": "https://github.com/tensorflow/tensorflow"
                },
                {
                    "reference_url": "https://github.com/tensorflow/tensorflow/blob/5100e359aef5c8021f2e71c7b986420b85ce7b3d/tensorflow/core/framework/common_shape_fns.cc#L1961-L2059",
                    "reference_id": "",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "6.5",
                            "scoring_system": "cvssv3.1",
                            "scoring_elements": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H"
                        },
                        {
                            "value": "7.1",
                            "scoring_system": "cvssv4",
                            "scoring_elements": "CVSS:4.0/AV:N/AC:L/AT:N/PR:L/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N"
                        },
                        {
                            "value": "HIGH",
                            "scoring_system": "generic_textual",
                            "scoring_elements": ""
                        },
                        {
                            "value": "Track",
                            "scoring_system": "ssvc",
                            "scoring_elements": "SSVCv2/E:P/A:N/T:P/P:M/B:A/M:M/D:T/2025-04-25T15:47:26Z/"
                        }
                    ],
                    "url": "https://github.com/tensorflow/tensorflow/blob/5100e359aef5c8021f2e71c7b986420b85ce7b3d/tensorflow/core/framework/common_shape_fns.cc#L1961-L2059"
                },
                {
                    "reference_url": "https://github.com/tensorflow/tensorflow/blob/5100e359aef5c8021f2e71c7b986420b85ce7b3d/tensorflow/core/framework/shape_inference.cc#L345-L358",
                    "reference_id": "",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "6.5",
                            "scoring_system": "cvssv3.1",
                            "scoring_elements": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H"
                        },
                        {
                            "value": "7.1",
                            "scoring_system": "cvssv4",
                            "scoring_elements": "CVSS:4.0/AV:N/AC:L/AT:N/PR:L/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N"
                        },
                        {
                            "value": "HIGH",
                            "scoring_system": "generic_textual",
                            "scoring_elements": ""
                        },
                        {
                            "value": "Track",
                            "scoring_system": "ssvc",
                            "scoring_elements": "SSVCv2/E:P/A:N/T:P/P:M/B:A/M:M/D:T/2025-04-25T15:47:26Z/"
                        }
                    ],
                    "url": "https://github.com/tensorflow/tensorflow/blob/5100e359aef5c8021f2e71c7b986420b85ce7b3d/tensorflow/core/framework/shape_inference.cc#L345-L358"
                },
                {
                    "reference_url": "https://github.com/tensorflow/tensorflow/commit/08d7b00c0a5a20926363849f611729f53f3ec022",
                    "reference_id": "",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "6.5",
                            "scoring_system": "cvssv3.1",
                            "scoring_elements": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H"
                        },
                        {
                            "value": "7.1",
                            "scoring_system": "cvssv4",
                            "scoring_elements": "CVSS:4.0/AV:N/AC:L/AT:N/PR:L/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N"
                        },
                        {
                            "value": "HIGH",
                            "scoring_system": "generic_textual",
                            "scoring_elements": ""
                        },
                        {
                            "value": "Track",
                            "scoring_system": "ssvc",
                            "scoring_elements": "SSVCv2/E:P/A:N/T:P/P:M/B:A/M:M/D:T/2025-04-25T15:47:26Z/"
                        }
                    ],
                    "url": "https://github.com/tensorflow/tensorflow/commit/08d7b00c0a5a20926363849f611729f53f3ec022"
                },
                {
                    "reference_url": "https://github.com/tensorflow/tensorflow/security/advisories/GHSA-m4hf-j54p-p353",
                    "reference_id": "",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "6.5",
                            "scoring_system": "cvssv3.1",
                            "scoring_elements": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H"
                        },
                        {
                            "value": "HIGH",
                            "scoring_system": "cvssv3.1_qr",
                            "scoring_elements": ""
                        },
                        {
                            "value": "7.1",
                            "scoring_system": "cvssv4",
                            "scoring_elements": "CVSS:4.0/AV:N/AC:L/AT:N/PR:L/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N"
                        },
                        {
                            "value": "HIGH",
                            "scoring_system": "generic_textual",
                            "scoring_elements": ""
                        },
                        {
                            "value": "Track",
                            "scoring_system": "ssvc",
                            "scoring_elements": "SSVCv2/E:P/A:N/T:P/P:M/B:A/M:M/D:T/2025-04-25T15:47:26Z/"
                        }
                    ],
                    "url": "https://github.com/tensorflow/tensorflow/security/advisories/GHSA-m4hf-j54p-p353"
                },
                {
                    "reference_url": "https://nvd.nist.gov/vuln/detail/CVE-2022-21731",
                    "reference_id": "CVE-2022-21731",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "6.5",
                            "scoring_system": "cvssv3.1",
                            "scoring_elements": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H"
                        },
                        {
                            "value": "7.1",
                            "scoring_system": "cvssv4",
                            "scoring_elements": "CVSS:4.0/AV:N/AC:L/AT:N/PR:L/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N"
                        },
                        {
                            "value": "HIGH",
                            "scoring_system": "generic_textual",
                            "scoring_elements": ""
                        }
                    ],
                    "url": "https://nvd.nist.gov/vuln/detail/CVE-2022-21731"
                },
                {
                    "reference_url": "https://github.com/advisories/GHSA-m4hf-j54p-p353",
                    "reference_id": "GHSA-m4hf-j54p-p353",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "HIGH",
                            "scoring_system": "cvssv3.1_qr",
                            "scoring_elements": ""
                        }
                    ],
                    "url": "https://github.com/advisories/GHSA-m4hf-j54p-p353"
                }
            ],
            "fixed_packages": [
                {
                    "url": "http://public2.vulnerablecode.io/api/packages/25365?format=api",
                    "purl": "pkg:pypi/tensorflow-cpu@2.5.3",
                    "is_vulnerable": true,
                    "affected_by_vulnerabilities": [
                        {
                            "vulnerability": "VCID-rt4b-xxm6-xubs"
                        }
                    ],
                    "resource_url": "http://public2.vulnerablecode.io/packages/pkg:pypi/tensorflow-cpu@2.5.3"
                },
                {
                    "url": "http://public2.vulnerablecode.io/api/packages/25366?format=api",
                    "purl": "pkg:pypi/tensorflow-cpu@2.6.3",
                    "is_vulnerable": true,
                    "affected_by_vulnerabilities": [
                        {
                            "vulnerability": "VCID-rt4b-xxm6-xubs"
                        }
                    ],
                    "resource_url": "http://public2.vulnerablecode.io/packages/pkg:pypi/tensorflow-cpu@2.6.3"
                },
                {
                    "url": "http://public2.vulnerablecode.io/api/packages/25370?format=api",
                    "purl": "pkg:pypi/tensorflow-cpu@2.7.1",
                    "is_vulnerable": true,
                    "affected_by_vulnerabilities": [
                        {
                            "vulnerability": "VCID-ffkg-sa3q-8qfq"
                        },
                        {
                            "vulnerability": "VCID-uyv6-cmed-a7c3"
                        }
                    ],
                    "resource_url": "http://public2.vulnerablecode.io/packages/pkg:pypi/tensorflow-cpu@2.7.1"
                }
            ],
            "aliases": [
                "BIT-tensorflow-2022-21731",
                "CVE-2022-21731",
                "GHSA-m4hf-j54p-p353",
                "PYSEC-2022-110",
                "PYSEC-2022-55"
            ],
            "risk_score": 4.0,
            "exploitability": "0.5",
            "weighted_severity": "8.0",
            "resource_url": "http://public2.vulnerablecode.io/vulnerabilities/VCID-11qd-d7c7-sbdm"
        },
        {
            "url": "http://public2.vulnerablecode.io/api/vulnerabilities/8272?format=api",
            "vulnerability_id": "VCID-145d-k5w3-tfgz",
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            "summary": "Tensorflow is an Open Source Machine Learning Framework. Under certain scenarios, Grappler component of TensorFlow is vulnerable to an integer overflow during cost estimation for crop and resize. Since the cropping parameters are user controlled, a malicious person can trigger undefined behavior. The 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.",
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                            "vulnerability": "VCID-uyv6-cmed-a7c3"
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                    ],
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            ],
            "aliases": [
                "BIT-tensorflow-2022-23587",
                "CVE-2022-23587",
                "GHSA-8jj7-5vxc-pg2q",
                "PYSEC-2022-151",
                "PYSEC-2022-96"
            ],
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            "resource_url": "http://public2.vulnerablecode.io/vulnerabilities/VCID-15nt-6tff-k7gb"
        },
        {
            "url": "http://public2.vulnerablecode.io/api/vulnerabilities/8267?format=api",
            "vulnerability_id": "VCID-1ah5-hm7a-ykep",
            "summary": "Tensorflow is an Open Source Machine Learning Framework. The implementation of `FractionalAvgPoolGrad` does not consider cases where the input tensors are invalid allowing an attacker to read from outside of bounds of heap. The 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.",
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                            "value": "0.00316",
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                            "value": "0.0022",
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                "BIT-tensorflow-2022-23557",
                "CVE-2022-23557",
                "GHSA-gf2j-f278-xh4v",
                "PYSEC-2022-121",
                "PYSEC-2022-66"
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            "vulnerability_id": "VCID-3czq-3twf-skcg",
            "summary": "Tensorflow is an Open Source Machine Learning Framework. The implementation of `AssignOp` can result in copying uninitialized data to a new tensor. This later results in undefined behavior. The implementation has a check that the left hand side of the assignment is initialized (to minimize number of allocations), but does not check that the right hand side is also initialized. The 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.",
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                            "value": "HIGH",
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                            "value": "Track",
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            "summary": "Tensorflow is an Open Source Machine Learning Framework. A malicious user can cause a denial of service by altering a `SavedModel` such that Grappler optimizer would attempt to build a tensor using a reference `dtype`. This would result in a crash due to a `CHECK`-fail in the `Tensor` constructor as reference types are not allowed. The 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.",
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            "vulnerability_id": "VCID-466y-e26r-rka4",
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            "url": "http://public2.vulnerablecode.io/api/vulnerabilities/8318?format=api",
            "vulnerability_id": "VCID-5tpp-sf62-zycs",
            "summary": "Tensorflow is an Open Source Machine Learning Framework. In multiple places, TensorFlow uses `tempfile.mktemp` to create temporary files. While this is acceptable in testing, in utilities and libraries it is dangerous as a different process can create the file between the check for the filename in `mktemp` and the actual creation of the file by a subsequent operation (a TOC/TOU type of weakness). In several instances, TensorFlow was supposed to actually create a temporary directory instead of a file. This logic bug is hidden away by the `mktemp` function usage. We have patched the issue in several commits, replacing `mktemp` with the safer `mkstemp`/`mkdtemp` functions, according to the usage pattern. Users are advised to upgrade as soon as possible.",
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            "summary": "Tensorflow is an Open Source Machine Learning Framework. The implementation of `*Bincount` operations allows malicious users to cause denial of service by passing in arguments which would trigger a `CHECK`-fail. There are several conditions that the input arguments must satisfy. Some are not caught during shape inference and others are not caught during kernel implementation. This results in `CHECK` failures later when the output tensors get allocated. The 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.",
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                        },
                        {
                            "value": "HIGH",
                            "scoring_system": "generic_textual",
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                        },
                        {
                            "value": "Track",
                            "scoring_system": "ssvc",
                            "scoring_elements": "SSVCv2/E:P/A:N/T:P/P:M/B:A/M:M/D:T/2025-04-25T15:47:12Z/"
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                            "value": "HIGH",
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                },
                {
                    "reference_url": "https://nvd.nist.gov/vuln/detail/CVE-2022-21734",
                    "reference_id": "CVE-2022-21734",
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                            "value": "6.5",
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                            "value": "HIGH",
                            "scoring_system": "generic_textual",
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                    ],
                    "url": "https://nvd.nist.gov/vuln/detail/CVE-2022-21734"
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                {
                    "reference_url": "https://github.com/advisories/GHSA-gcvh-66ff-4mwm",
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                    "scores": [
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                            "value": "HIGH",
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                {
                    "url": "http://public2.vulnerablecode.io/api/packages/25366?format=api",
                    "purl": "pkg:pypi/tensorflow-cpu@2.6.3",
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                            "vulnerability": "VCID-rt4b-xxm6-xubs"
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                    "resource_url": "http://public2.vulnerablecode.io/packages/pkg:pypi/tensorflow-cpu@2.6.3"
                },
                {
                    "url": "http://public2.vulnerablecode.io/api/packages/25370?format=api",
                    "purl": "pkg:pypi/tensorflow-cpu@2.7.1",
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                    "affected_by_vulnerabilities": [
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                            "vulnerability": "VCID-ffkg-sa3q-8qfq"
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                        {
                            "vulnerability": "VCID-uyv6-cmed-a7c3"
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            "aliases": [
                "BIT-tensorflow-2022-21734",
                "CVE-2022-21734",
                "GHSA-gcvh-66ff-4mwm",
                "PYSEC-2022-113",
                "PYSEC-2022-58"
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            "risk_score": 4.0,
            "exploitability": "0.5",
            "weighted_severity": "8.0",
            "resource_url": "http://public2.vulnerablecode.io/vulnerabilities/VCID-9arh-a8wj-wka6"
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        {
            "url": "http://public2.vulnerablecode.io/api/vulnerabilities/8283?format=api",
            "vulnerability_id": "VCID-akmu-fas1-33h6",
            "summary": "Tensorflow is an Open Source Machine Learning Framework. ### Impact An attacker can craft a TFLite model that would trigger a division by zero in the implementation of depthwise convolutions. The parameters of the convolution can be user controlled and are also used within a division operation to determine the size of the padding that needs to be added before applying the convolution. There is no check before this division that the divisor is strictly positive. The 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.",
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                            "value": "0.00232",
                            "scoring_system": "epss",
                            "scoring_elements": "0.46146",
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                    "reference_type": "",
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                            "scoring_system": "generic_textual",
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                            "scoring_system": "generic_textual",
                            "scoring_elements": ""
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                    "scores": [
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                            "scoring_system": "cvssv3.1",
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                            "scoring_system": "cvssv4",
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                        },
                        {
                            "value": "HIGH",
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                            "scoring_system": "generic_textual",
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                    "reference_id": "CVE-2022-21741",
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                            "value": "6.5",
                            "scoring_system": "cvssv3.1",
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                            "scoring_system": "generic_textual",
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                {
                    "reference_url": "https://github.com/advisories/GHSA-428x-9xc2-m8mj",
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                            "scoring_system": "cvssv3.1_qr",
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                    "url": "http://public2.vulnerablecode.io/api/packages/25366?format=api",
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                    "url": "http://public2.vulnerablecode.io/api/packages/25370?format=api",
                    "purl": "pkg:pypi/tensorflow-cpu@2.7.1",
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                            "vulnerability": "VCID-ffkg-sa3q-8qfq"
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                        {
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            "aliases": [
                "BIT-tensorflow-2022-21741",
                "CVE-2022-21741",
                "GHSA-428x-9xc2-m8mj",
                "PYSEC-2022-120",
                "PYSEC-2022-65"
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            "exploitability": "0.5",
            "weighted_severity": "8.0",
            "resource_url": "http://public2.vulnerablecode.io/vulnerabilities/VCID-akmu-fas1-33h6"
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        {
            "url": "http://public2.vulnerablecode.io/api/vulnerabilities/8316?format=api",
            "vulnerability_id": "VCID-axj7-aq9m-rqdu",
            "summary": "Tensorflow is an Open Source Machine Learning Framework. When decoding a tensor from protobuf, a TensorFlow process can encounter cases where a `CHECK` assertion is invalidated based on user controlled arguments, if the tensors have an invalid `dtype` and 0 elements or an invalid shape. This allows attackers to cause denial of services in TensorFlow processes. The 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.",
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                {
                    "reference_url": "https://api.first.org/data/v1/epss?cve=CVE-2022-23571",
                    "reference_id": "",
                    "reference_type": "",
                    "scores": [
                        {
                            "value": "0.00118",
                            "scoring_system": "epss",
                            "scoring_elements": "0.30304",
                            "published_at": "2026-05-30T12:55:00Z"
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                    ],
                    "url": "https://api.first.org/data/v1/epss?cve=CVE-2022-23571"
                },
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                    "reference_url": "https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-80.yaml",
                    "reference_id": "",
                    "reference_type": "",
                    "scores": [
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                            "value": "6.5",
                            "scoring_system": "cvssv3.1",
                            "scoring_elements": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H"
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                            "value": "7.1",
                            "scoring_system": "cvssv4",
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                        },
                        {
                            "value": "HIGH",
                            "scoring_system": "generic_textual",
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                    "url": "https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-80.yaml"
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                    "reference_url": "https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-135.yaml",
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                    "reference_id": "CVE-2022-21725",
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                "PYSEC-2022-49"
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            "url": "http://public2.vulnerablecode.io/api/vulnerabilities/8309?format=api",
            "vulnerability_id": "VCID-jdud-ufqp-4yg5",
            "summary": "Tensorflow is an Open Source Machine Learning Framework. The `GraphDef` format in TensorFlow does not allow self recursive functions. The runtime assumes that this invariant is satisfied. However, a `GraphDef` containing a fragment such as the following can be consumed when loading a `SavedModel`. This would result in a stack overflow during execution as resolving each `NodeDef` means resolving the function itself and its nodes. The 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.",
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        {
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            "summary": "Tensorflow is an Open Source Machine Learning Framework. The Grappler optimizer in TensorFlow can be used to cause a denial of service by altering a `SavedModel` such that `IsSimplifiableReshape` would trigger `CHECK` failures. The 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.",
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                "BIT-tensorflow-2022-23581",
                "CVE-2022-23581",
                "GHSA-fq86-3f29-px2c",
                "PYSEC-2022-145",
                "PYSEC-2022-90"
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            "url": "http://public2.vulnerablecode.io/api/vulnerabilities/8301?format=api",
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            "summary": "Tensorflow is an Open Source Machine Learning Framework. A malicious user can cause a use after free behavior when decoding PNG images. After `png::CommonFreeDecode(&decode)` gets called, the values of `decode.width` and `decode.height` are in an unspecified state. The 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.",
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                "BIT-tensorflow-2022-23584",
                "CVE-2022-23584",
                "GHSA-24x4-6qmh-88qg",
                "PYSEC-2022-148",
                "PYSEC-2022-93"
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            "weighted_severity": "8.0",
            "resource_url": "http://public2.vulnerablecode.io/vulnerabilities/VCID-n62z-1akp-ebck"
        },
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            "url": "http://public2.vulnerablecode.io/api/vulnerabilities/8315?format=api",
            "vulnerability_id": "VCID-ngkq-s26c-qkfj",
            "summary": "Tensorflow is an Open Source Machine Learning Framework. Under certain scenarios, Grappler component of TensorFlow can trigger a null pointer dereference. There are 2 places where this can occur, for the same malicious alteration of a `SavedModel` file (fixing the first one would trigger the same dereference in the second place). First, during constant folding, the `GraphDef` might not have the required nodes for the binary operation. If a node is missing, the correposning `mul_*child` would be null, and the dereference in the subsequent line would be incorrect. We have a similar issue during `IsIdentityConsumingSwitch`. The 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.",
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                            "value": "0.00301",
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                    ],
                    "url": "https://api.first.org/data/v1/epss?cve=CVE-2022-23589"
                },
                {
                    "reference_url": "https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-98.yaml",
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                            "value": "6.5",
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                            "scoring_elements": "CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H"
                        },
                        {
                            "value": "MODERATE",
                            "scoring_system": "generic_textual",
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            "summary": "NULL Pointer Dereference and Access of Uninitialized Pointer in TensorFlow\n### Impact \nThe code for boosted trees in TensorFlow is still missing validation. This allows malicious users to read and write outside of bounds of heap allocated data as well as trigger denial of service (via dereferencing `nullptr`s or via `CHECK`-failures).\n\nThis follows after CVE-2021-41208 where these APIs were still vulnerable to multiple security issues.\n\n**Note**: Given that the boosted trees implementation in TensorFlow is unmaintained, it is recommend to no longer use these APIs.  Instead, please use the downstream [TensorFlow Decision Forests] project which is newer and supports more features. \n  \nThese APIs are now deprecated in TensorFlow 2.8. We will remove TensorFlow's boosted trees APIs in subsequent releases.\n  \n### Patches\nWe have patched the known issues in multiple GitHub commits.\n  \nThe 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.\n\nThis should allow users to use existing boosted trees APIs for a while until they migrate to TensorFlow Decision Forests while guaranteeing that known vulnerabilities are fixed.\n\n### For more information\nPlease consult our security guide for more information regarding the security model and how to contact us with issues and questions.\n\n### Attribution\nThese vulnerabilities have been reported by Yu Tian of Qihoo 360 AIVul Team and Faysal Hossain Shezan from University of Virginia. Some of the issues have been discovered internally after a careful audit of the APIs.",
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