{
  "edges": [
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:tokenizers",
        "url": "https://gitlab.opencode.de/uba-ki-lab/ressource-efficient-computer-vision/-/commit/9aa07461b879a6161b7e901ea4c2a382b8f1b4ae"
      },
      "evidenceClass": "exact",
      "from": "opencode:10775",
      "id": "edge:046be034eb4c167fec6f5fec",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:tokenizers"
    },
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:codecarbon",
        "url": "https://gitlab.opencode.de/uba-ki-lab/ressource-efficient-computer-vision/-/commit/9aa07461b879a6161b7e901ea4c2a382b8f1b4ae"
      },
      "evidenceClass": "exact",
      "from": "opencode:10775",
      "id": "edge:2407440d88a6e053df9e515f",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:codecarbon"
    },
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:transformers",
        "url": "https://gitlab.opencode.de/uba-ki-lab/ressource-efficient-computer-vision/-/commit/9aa07461b879a6161b7e901ea4c2a382b8f1b4ae"
      },
      "evidenceClass": "exact",
      "from": "opencode:10775",
      "id": "edge:24d340199938b8b36ea96c76",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:transformers"
    },
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:ultralytics",
        "url": "https://gitlab.opencode.de/uba-ki-lab/ressource-efficient-computer-vision/-/commit/9aa07461b879a6161b7e901ea4c2a382b8f1b4ae"
      },
      "evidenceClass": "exact",
      "from": "opencode:10775",
      "id": "edge:25a081ca71f7e9952e716faf",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:ultralytics"
    },
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:scikit-learn",
        "url": "https://gitlab.opencode.de/uba-ki-lab/ressource-efficient-computer-vision/-/commit/9aa07461b879a6161b7e901ea4c2a382b8f1b4ae"
      },
      "evidenceClass": "exact",
      "from": "opencode:10775",
      "id": "edge:27ace9234bafefdcd6d3e3fb",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:scikit-learn"
    },
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:opencv-python",
        "url": "https://gitlab.opencode.de/uba-ki-lab/ressource-efficient-computer-vision/-/commit/9aa07461b879a6161b7e901ea4c2a382b8f1b4ae"
      },
      "evidenceClass": "exact",
      "from": "opencode:10775",
      "id": "edge:5a78ad91afcd7dc94970c906",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:opencv-python"
    },
    {
      "evidence": {
        "dataset": "german-public-sector-ai-dependency-atlas",
        "field": "repository_commit_manifest_package_identity",
        "sourceId": "opencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:torch",
        "url": "https://gitlab.opencode.de/uba-ki-lab/ressource-efficient-computer-vision/-/commit/9aa07461b879a6161b7e901ea4c2a382b8f1b4ae"
      },
      "evidenceClass": "exact",
      "from": "opencode:10775",
      "id": "edge:c568274147ecfecd1d98f7f4",
      "observedAt": "2026-07-21T08:58:16.708Z",
      "relation": "declares_dependency",
      "to": "package:pypi:torch"
    }
  ],
  "entity": {
    "attributes": {
      "aiPackageCount": 7,
      "commitSha": "9aa07461b879a6161b7e901ea4c2a382b8f1b4ae",
      "lastActivityAt": "2026-05-12T12:59:42.012Z",
      "pathWithNamespace": "uba-ki-lab/ressource-efficient-computer-vision",
      "treeComplete": true
    },
    "description": "A project experimenting with training costs associated with computer vision model training for object counting tasks. Keywords: uba, umweltbundesamt, ki-lab, computer vision, object counting",
    "edgeCount": 7,
    "id": "opencode:10775",
    "indexable": true,
    "label": "uba-ki-lab/ressource-efficient-computer-vision",
    "links": [
      {
        "kind": "official_source",
        "label": "openCode",
        "url": "https://gitlab.opencode.de/uba-ki-lab/ressource-efficient-computer-vision"
      },
      {
        "kind": "snapshot",
        "label": "Commit",
        "url": "https://gitlab.opencode.de/uba-ki-lab/ressource-efficient-computer-vision/-/commit/9aa07461b879a6161b7e901ea4c2a382b8f1b4ae"
      },
      {
        "kind": "local_dossier",
        "label": "KI-Code-Radar",
        "url": "/tools/ki-code-radar/repository/opencode-10775/"
      }
    ],
    "slug": "repository-opencode-10775-131ad82a",
    "sourceRefs": [
      {
        "dataset": "german-public-sector-ai-code-radar",
        "field": "opencode_project_id_and_commit",
        "fingerprint": "git:9aa07461b879a6161b7e901ea4c2a382b8f1b4ae",
        "sourceId": "opencode:10775",
        "url": "https://gitlab.opencode.de/uba-ki-lab/ressource-efficient-computer-vision/-/commit/9aa07461b879a6161b7e901ea4c2a382b8f1b4ae"
      }
    ],
    "type": "repository"
  },
  "fingerprint": "sha256:f544db7ad4360906a2a3ca04ddfbbaa17fb4056b1cfac9112aa8e654a6034260",
  "generatedAt": "2026-07-21T08:59:15.288Z",
  "neighbors": [
    {
      "attributes": {
        "advisoryCount": 0,
        "category": "tokenization",
        "ecosystem": "pypi",
        "identity": "pypi:tokenizers",
        "licenseExpressions": [
          "non-standard"
        ],
        "occurrenceCount": 12,
        "provider": null,
        "repositoryCount": 9
      },
      "edgeCount": 9,
      "id": "package:pypi:tokenizers",
      "indexable": true,
      "label": "Hugging Face Tokenizers",
      "links": [
        {
          "kind": "local_dossier",
          "label": "KI-Abhängigkeitsatlas",
          "url": "/tools/ki-abhaengigkeitsatlas/paket/tokenizers-7ba00902/"
        }
      ],
      "slug": "package-pypi-tokenizers-08cfda2b",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-dependency-atlas",
          "field": "package_ecosystem_identity",
          "sourceId": "pypi:tokenizers"
        }
      ],
      "type": "package"
    },
    {
      "attributes": {
        "advisoryCount": 0,
        "category": "energy-observability",
        "ecosystem": "pypi",
        "identity": "pypi:codecarbon",
        "licenseExpressions": [
          "MIT"
        ],
        "occurrenceCount": 3,
        "provider": null,
        "repositoryCount": 3
      },
      "edgeCount": 3,
      "id": "package:pypi:codecarbon",
      "indexable": true,
      "label": "CodeCarbon",
      "links": [
        {
          "kind": "local_dossier",
          "label": "KI-Abhängigkeitsatlas",
          "url": "/tools/ki-abhaengigkeitsatlas/paket/codecarbon-ee26b31e/"
        }
      ],
      "slug": "package-pypi-codecarbon-c68b070d",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-dependency-atlas",
          "field": "package_ecosystem_identity",
          "sourceId": "pypi:codecarbon"
        }
      ],
      "type": "package"
    },
    {
      "attributes": {
        "advisoryCount": 25,
        "category": "model-runtime",
        "ecosystem": "pypi",
        "identity": "pypi:transformers",
        "licenseExpressions": [
          "Apache-2.0"
        ],
        "occurrenceCount": 11,
        "provider": {
          "id": "hugging-face",
          "label": "Hugging Face"
        },
        "repositoryCount": 8
      },
      "edgeCount": 8,
      "id": "package:pypi:transformers",
      "indexable": true,
      "label": "Transformers",
      "links": [
        {
          "kind": "local_dossier",
          "label": "KI-Abhängigkeitsatlas",
          "url": "/tools/ki-abhaengigkeitsatlas/paket/transformers-65289303/"
        }
      ],
      "slug": "package-pypi-transformers-d42f373c",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-dependency-atlas",
          "field": "package_ecosystem_identity",
          "sourceId": "pypi:transformers"
        }
      ],
      "type": "package"
    },
    {
      "attributes": {
        "advisoryCount": 0,
        "category": "computer-vision",
        "ecosystem": "pypi",
        "identity": "pypi:ultralytics",
        "licenseExpressions": [
          "AGPL-3.0"
        ],
        "occurrenceCount": 2,
        "provider": null,
        "repositoryCount": 2
      },
      "edgeCount": 2,
      "id": "package:pypi:ultralytics",
      "indexable": true,
      "label": "Ultralytics",
      "links": [
        {
          "kind": "local_dossier",
          "label": "KI-Abhängigkeitsatlas",
          "url": "/tools/ki-abhaengigkeitsatlas/paket/ultralytics-df6c7359/"
        }
      ],
      "slug": "package-pypi-ultralytics-f797d20a",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-dependency-atlas",
          "field": "package_ecosystem_identity",
          "sourceId": "pypi:ultralytics"
        }
      ],
      "type": "package"
    },
    {
      "attributes": {
        "advisoryCount": 0,
        "category": "machine-learning",
        "ecosystem": "pypi",
        "identity": "pypi:scikit-learn",
        "licenseExpressions": [
          "BSD-3-Clause",
          "non-standard"
        ],
        "occurrenceCount": 18,
        "provider": null,
        "repositoryCount": 13
      },
      "edgeCount": 13,
      "id": "package:pypi:scikit-learn",
      "indexable": true,
      "label": "scikit-learn",
      "links": [
        {
          "kind": "local_dossier",
          "label": "KI-Abhängigkeitsatlas",
          "url": "/tools/ki-abhaengigkeitsatlas/paket/scikit-learn-ab0941d9/"
        }
      ],
      "slug": "package-pypi-scikit-learn-95cff2e0",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-dependency-atlas",
          "field": "package_ecosystem_identity",
          "sourceId": "pypi:scikit-learn"
        }
      ],
      "type": "package"
    },
    {
      "attributes": {
        "advisoryCount": 0,
        "category": "computer-vision",
        "ecosystem": "pypi",
        "identity": "pypi:opencv-python",
        "licenseExpressions": [
          "Apache-2.0"
        ],
        "occurrenceCount": 6,
        "provider": null,
        "repositoryCount": 4
      },
      "edgeCount": 4,
      "id": "package:pypi:opencv-python",
      "indexable": true,
      "label": "OpenCV",
      "links": [
        {
          "kind": "local_dossier",
          "label": "KI-Abhängigkeitsatlas",
          "url": "/tools/ki-abhaengigkeitsatlas/paket/opencv-python-bfa06e24/"
        }
      ],
      "slug": "package-pypi-opencv-python-92badf24",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-dependency-atlas",
          "field": "package_ecosystem_identity",
          "sourceId": "pypi:opencv-python"
        }
      ],
      "type": "package"
    },
    {
      "attributes": {
        "advisoryCount": 23,
        "category": "machine-learning",
        "ecosystem": "pypi",
        "identity": "pypi:torch",
        "licenseExpressions": [
          "BSD-3-Clause"
        ],
        "occurrenceCount": 15,
        "provider": null,
        "repositoryCount": 10
      },
      "edgeCount": 10,
      "id": "package:pypi:torch",
      "indexable": true,
      "label": "PyTorch",
      "links": [
        {
          "kind": "local_dossier",
          "label": "KI-Abhängigkeitsatlas",
          "url": "/tools/ki-abhaengigkeitsatlas/paket/torch-47a5352a/"
        }
      ],
      "slug": "package-pypi-torch-933de6da",
      "sourceRefs": [
        {
          "dataset": "german-public-sector-ai-dependency-atlas",
          "field": "package_ecosystem_identity",
          "sourceId": "pypi:torch"
        }
      ],
      "type": "package"
    }
  ],
  "schemaVersion": "ki-evidenznetz.entity.v1"
}
