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Diversity-Aware Search (MMR)

Semantic search with Maximal Marginal Relevance for diverse results. Avoids redundant similar items by balancing relevance with diversity. Perfect for content discovery and recommendations.

2 stages

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Pipeline Stages

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": 100
    }
  ],
  "final_top_k": 50
}

diversity_rerank

sort

mmr

View parameters

{
  "lambda_": 0.5,
  "top_k": 20
}

Input Schema

query

text

required

Search query

e.g. modern architecture

Use Cases

Content discovery and exploration
Recommendation diversity
Avoid showing near-duplicate results
Exploratory search interfaces

Requirements

Collection must have embeddings indexed

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