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    Clustered Search Results

    Search and cluster results into topic groups. Great for organizing large result sets into meaningful categories.

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    Pipeline Stages

    1
    semantic_search
    filter
    feature_search
    View parameters
    {
      "searches": [
        {
          "feature_uri": "mixpeek://multimodal_extractor@v1/vertex_multimodal_embedding",
          "query": {
            "input_mode": "text",
            "value": "{{INPUT.query}}"
          },
          "top_k": 200
        }
      ],
      "final_top_k": 100
    }
    2
    cluster_results
    reduce
    cluster
    View parameters
    {
      "num_clusters": "{{INPUT.num_clusters}}",
      "algorithm": "kmeans"
    }

    Input Schema

    query
    text
    required

    Search query

    num_clusters
    integer

    Number of clusters to create

    Use Cases

    • Topic organization
    • Result categorization
    • Content grouping
    • Research exploration

    Requirements

    • Collection must have embeddings indexed

    Tags

    clustering
    topics
    organization
    grouping

    Ready to use this template?

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