{
  "code": null,
  "collection": "architecture",
  "href": "https://banes-lab.com/ontology#architecture-vector-search",
  "id": "vector-search",
  "kind": "mechanism",
  "layer": {
    "href": "https://banes-lab.com/ontology/schema#layer-correctness-core",
    "json": "https://banes-lab.com/json/records/layer/correctness-core",
    "label": "Correctness Core",
    "markdown": "https://banes-lab.com/records/layer/correctness-core.md",
    "ref": "layer:correctness-core"
  },
  "name": "Vector Search",
  "ref": "architecture:vector-search",
  "relations": [
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology/lexicon#lexicon-embeddings",
          "json": "https://banes-lab.com/json/records/lexicon/embeddings",
          "label": "Embeddings",
          "markdown": "https://banes-lab.com/records/lexicon/embeddings.md",
          "ref": "lexicon:embeddings"
        },
        {
          "href": "https://banes-lab.com/ontology/lexicon#lexicon-vector-index",
          "json": "https://banes-lab.com/json/records/lexicon/vector-index",
          "label": "Vector Index",
          "markdown": "https://banes-lab.com/records/lexicon/vector-index.md",
          "ref": "lexicon:vector-index"
        }
      ],
      "relation": "requires"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology#architecture-retrieval-augmented-generation",
          "json": "https://banes-lab.com/json/records/architecture/retrieval-augmented-generation",
          "label": "Retrieval-Augmented Generation (RAG)",
          "markdown": "https://banes-lab.com/records/architecture/retrieval-augmented-generation.md",
          "ref": "architecture:retrieval-augmented-generation"
        },
        {
          "href": "https://banes-lab.com/ontology/lexicon#lexicon-semantic-search",
          "json": "https://banes-lab.com/json/records/lexicon/semantic-search",
          "label": "Semantic Search",
          "markdown": "https://banes-lab.com/records/lexicon/semantic-search.md",
          "ref": "lexicon:semantic-search"
        }
      ],
      "relation": "reinforces"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology/lexicon#lexicon-similarity-retrieval",
          "json": "https://banes-lab.com/json/records/lexicon/similarity-retrieval",
          "label": "Similarity Retrieval",
          "markdown": "https://banes-lab.com/records/lexicon/similarity-retrieval.md",
          "ref": "lexicon:similarity-retrieval"
        }
      ],
      "relation": "enables"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology/lexicon#lexicon-exact-keyword-search-only",
          "json": "https://banes-lab.com/json/records/lexicon/exact-keyword-search-only",
          "label": "Exact Keyword Search Only",
          "markdown": "https://banes-lab.com/records/lexicon/exact-keyword-search-only.md",
          "ref": "lexicon:exact-keyword-search-only"
        }
      ],
      "relation": "conflicts-with"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology/lexicon#lexicon-explainability-recall",
          "json": "https://banes-lab.com/json/records/lexicon/explainability-recall",
          "label": "Explainability/Recall",
          "markdown": "https://banes-lab.com/records/lexicon/explainability-recall.md",
          "ref": "lexicon:explainability-recall"
        }
      ],
      "relation": "tensions-with"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology/schema#tension-explainability-recall-vector-search",
          "json": "https://banes-lab.com/json/records/tension/explainability-recall-vector-search",
          "label": "Vector Search / Explainability/Recall",
          "markdown": "https://banes-lab.com/records/tension/explainability-recall-vector-search.md",
          "ref": "tension:explainability-recall-vector-search"
        }
      ],
      "relation": "tensions"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology/lexicon#lexicon-exact-keyword-search-only",
          "json": "https://banes-lab.com/json/records/lexicon/exact-keyword-search-only",
          "label": "Exact Keyword Search Only",
          "markdown": "https://banes-lab.com/records/lexicon/exact-keyword-search-only.md",
          "ref": "lexicon:exact-keyword-search-only"
        }
      ],
      "relation": "violated-by"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology/lexicon#lexicon-evaluation-suite",
          "json": "https://banes-lab.com/json/records/lexicon/evaluation-suite",
          "label": "Evaluation Suite",
          "markdown": "https://banes-lab.com/records/lexicon/evaluation-suite.md",
          "ref": "lexicon:evaluation-suite"
        }
      ],
      "relation": "refactored-by"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology/schema#vocabulary-severity-contextual",
          "json": "https://banes-lab.com/json/records/vocabulary/severity-contextual",
          "label": "contextual",
          "markdown": "https://banes-lab.com/records/vocabulary/severity-contextual.md",
          "ref": "vocabulary:severity-contextual"
        }
      ],
      "relation": "severity"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology#architecture-category-model-architecture",
          "json": "https://banes-lab.com/json/records/architecture-category/model-architecture",
          "label": "Model Architecture",
          "markdown": "https://banes-lab.com/records/architecture-category/model-architecture.md",
          "ref": "architecture-category:model-architecture"
        }
      ],
      "relation": "category"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/software-architecture/scale#systems-built-around-a-model",
          "json": "https://banes-lab.com/json/software-architecture/scale/systems-built-around-a-model",
          "label": "Systems built around a model",
          "markdown": "https://banes-lab.com/software-architecture/scale/systems-built-around-a-model.md",
          "ref": "chapter:/software-architecture/scale#systems-built-around-a-model"
        },
        {
          "href": "https://banes-lab.com/ontology#architecture-category-model-architecture",
          "json": "https://banes-lab.com/json/ontology/principles/architecture-category-model-architecture",
          "label": "Model Architecture",
          "markdown": "https://banes-lab.com/ontology/principles/architecture-category-model-architecture.md",
          "ref": "chapter:/ontology#architecture-category-model-architecture"
        },
        {
          "href": "https://banes-lab.com/ontology/lexicon#lexicon-category-model-architecture",
          "json": "https://banes-lab.com/json/ontology/lexicon/lexicon-category-model-architecture",
          "label": "Model Architecture",
          "markdown": "https://banes-lab.com/ontology/lexicon/lexicon-category-model-architecture.md",
          "ref": "chapter:/ontology/lexicon#lexicon-category-model-architecture"
        },
        {
          "href": "https://banes-lab.com/ontology/schema#the-vocabulary-severity",
          "json": "https://banes-lab.com/json/ontology/schema/the-vocabulary-severity",
          "label": "Severity levels",
          "markdown": "https://banes-lab.com/ontology/schema/the-vocabulary-severity.md",
          "ref": "chapter:/ontology/schema#the-vocabulary-severity"
        },
        {
          "href": "https://banes-lab.com/ontology/schema#the-resolutions",
          "json": "https://banes-lab.com/json/ontology/schema/the-resolutions",
          "label": "The resolutions",
          "markdown": "https://banes-lab.com/ontology/schema/the-resolutions.md",
          "ref": "chapter:/ontology/schema#the-resolutions"
        }
      ],
      "relation": "linked-from"
    }
  ],
  "summary": "A mechanism that finds records whose embeddings lie close to a query's embedding.",
  "siblings": {
    "next": {
      "href": "https://banes-lab.com/ontology#architecture-knowledge-graphs",
      "json": "https://banes-lab.com/json/records/architecture/knowledge-graphs",
      "label": "Knowledge Graphs",
      "markdown": "https://banes-lab.com/records/architecture/knowledge-graphs.md",
      "ref": "architecture:knowledge-graphs"
    },
    "previous": {
      "href": "https://banes-lab.com/ontology#architecture-retrieval-augmented-generation",
      "json": "https://banes-lab.com/json/records/architecture/retrieval-augmented-generation",
      "label": "Retrieval-Augmented Generation (RAG)",
      "markdown": "https://banes-lab.com/records/architecture/retrieval-augmented-generation.md",
      "ref": "architecture:retrieval-augmented-generation"
    }
  },
  "up": {
    "href": null,
    "json": "https://banes-lab.com/json/api/records/architecture",
    "label": "Architecture principles",
    "markdown": "https://banes-lab.com/api/records/architecture.md",
    "ref": "api:records/architecture"
  },
  "aliases": [],
  "exemplar": {
    "after": "const queryVector = await embedder.embed(query);\nconst results = await fooVectorIndex.search(queryVector, {\n  topK: 10,\n  filter: { tenantId },\n});",
    "before": "const results = foos.filter(foo => foo.text.includes(query));",
    "lang": "ts",
    "medium": "code"
  },
  "formedBy": null,
  "scope": [
    "retrieval",
    "search",
    "RAG"
  ],
  "severity": "contextual"
}
