vector search

https://twitter.com/lintool/status/1681333664431460353?s=20

Take on how lucene can win the vector database race. There are few reason why this might happen

Pure vector search doesn't work well. Need hybride solutions like 1. HNSW+Inverted index or 2. SPLADE ++
Humonguous Installed base so reduced friction and retaining existing infrastructure.

How Chatgpt alone cannot solve entire information retrieval problem

As mentioned here some of the already existing system helps chatgpt in effeciently solving many problems:

Aggregations, facets, and filtering : helps in reducing search space, allows user to select their preferences.
Searching proprietary data: Cannot put all your data to chatgpt, might need to train your own LLM model.
https://www.elastic.co/blog/introducing-approximate-nearest-neighbor-search-in-elasticsearch-8-0
https://www.elastic.co/blog/vector-search-elasticsearch-rationale
https://www.elastic.co/blog/may-2023-launch-announcement
https://www.elastic.co/blog/lexical-ai-powered-search-elastic-vector-database

Implementation

There are 3 steps:

Create an index
Ingest Data into the index
Search Index.

"type": "dense_vector", "dims": is the dimension eg: 512

Mapping

PUT /ecommerce
{
  "mappings": {
    "properties":
    {
      "title":{"type": "text"},
      "description":{"type":  "text" },
      "seller" : {"type": "text"},
      "discount": {"type": "text"},

      "brand": {"type": "keyword"},
      "category" : {"type": "keyword"},
      "pid": {"type": "keyword"},
      "sub_category": {"type": "keyword"},


      "actual_price": {"type": "float"},
      "average_rating" : {"type": "float"},
      "seller_price" : {"type": "float"},

      "out_of_stock": {"type": "boolean"},

      "crawled_at": {"type": "date", "format": ["dd-mm-yyyy HH:MM:SS"]  },


      "title_vector": {"type":"dense_vector", "dims": 384, "index": true, "similarity": "l2_norm"},

      "description_vector" : {"type":"dense_vector", "dims": 384, "index": true, "similarity": "l2_norm"}

    } 
  }
}

Ingest data to Index

POST /ecommerce/_bulk?refresh=true
{"index": {"_id": "fa8e22d6-c0b6-5229-bb9e-ad52eda39a0a"}}
{"actual_price": "2999", "average_rating": "3.9", "brand": "York", "category": "Clothing and Accessories", "crawled_at": "10-02-2021 20:11:51", "description": "Yorker trackpants made from 100% rich combed cotton giving it a rich look.Designed for Comfort,Skin friendly fabric,itch-free waistband & great for all year round use Proudly made in India", "discount": "69% off", "images": ["https://rukminim1.flixcart.com/image/128/128/jr3t5e80/track-pant/z/y/n/m-1005combo2-yorker-original-imafczg3xfh5qqd4.jpeg?q=70", "https://rukminim1.flixcart.com/image/128/128/jr58l8w0/track-pant/w/d/a/l-1005combo8-yorker-original-imafczg3pgtxgraq.jpeg?q=70"], "out_of_stock": false, "pid": "TKPFCZ9EA7H5FYZH", "product_details": [{"Style Code": "1005COMBO2"}, {"Closure": "Elastic"}, {"Pockets": "Side Pockets"}, {"Fabric": "Cotton Blend"}, {"Pattern": "Solid"}, {"Color": "Multicolor"}], "seller": "Shyam Enterprises", "selling_price": "921", "sub_category": "Bottomwear", "title": "Solid Men Multicolor Track Pants", "url": "https://www.flipkart.com/yorker-solid-men-multicolor-track-pants/p/itmd2c76aadce459?pid=TKPFCZ9EA7H5FYZH&lid=LSTTKPFCZ9EA7H5FYZHVYXWP0&marketplace=FLIPKART&srno=b_1_1&otracker=browse&fm=organic&iid=177a46eb-d053-4732-b3de-fcad6ff59cbd.TKPFCZ9EA7H5FYZH.SEARCH&ssid=utkd4t3gb40000001612415717799", "title_vector": [-0.01750304363667965, -0.011636498384177685, -0.02210037223994732, 0.01183471828699112, -0.021814405918121338, 0.016212550923228264, 0.06356656551361084, -0.05682499334216118, -0.06808449327945709, -0.020830078050494194, -0.11096034198999405, 0.027975311502814293, -0.0026677637360990047, -0.020863493904471397, -0.011010178364813328, 0.007845406420528889, 0.021286573261022568, 0.04444942623376846, -0.05303753539919853, -0.019685113802552223, 0.01539368275552988, -0.08217310905456543, -0.024783244356513023, 0.014238819479942322, -0.13691852986812592, -0.005677407141774893, 0.03179799020290375, 0.04830686375498772, -0.04054674878716469, -0.04142273962497711, 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{"actual_price": "1499", "average_rating": "3.8", "brand": "York", "category": "Clothing and Accessories", "crawled_at": "10-02-2021 20:11:54", "description": "Yorker trackpants made from 100% rich combed cotton giving it a rich look.Designed for Comfort,Skin friendly fabric,itch-free waistband & great for all year round use Proudly made in India", "discount": "68% off", "images": ["https://rukminim1.flixcart.com/image/128/128/jrjizrk0/track-pant/f/h/e/xl-1005navi-yorker-original-imafdb9hfsrefkyd.jpeg?q=70", "https://rukminim1.flixcart.com/image/128/128/jrjizrk0/track-pant/f/h/e/l-1005navi-yorker-original-imafczg3qwg7xhze.jpeg?q=70"], "out_of_stock": false, "pid": "TKPFDABN3GXYPFHE", "product_details": [{"Style Code": "1005NAVI"}, {"Closure": "Elastic"}, {"Pockets": "Side Pockets"}, {"Fabric": "Cotton Blend"}, {"Pattern": "Solid"}, {"Color": "Dark Blue"}], "seller": "Shyam Enterprises", "selling_price": "466", "sub_category": "Bottomwear", "title": "Solid Men Dark Blue Track Pants", 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{"actual_price": "1499", "average_rating": "3.8", "brand": "York", "category": "Clothing and Accessories", "crawled_at": "10-02-2021 20:11:55", "description": "Yorker trackpants made from 100% rich combed cotton giving it a rich look.Designed for Comfort,Skin friendly fabric,itch-free waistband & great for all year round use Proudly made in India", "discount": "63% off", "images": ["https://rukminim1.flixcart.com/image/128/128/jr3t5e80/track-pant/8/n/h/xxl-1005dskin-yorker-original-imafczgcbc84trwn.jpeg?q=70", "https://rukminim1.flixcart.com/image/128/128/jr3t5e80/track-pant/8/n/h/xxl-1005dskin-yorker-original-imafczezeauspu2a.jpeg?q=70"], "out_of_stock": false, "pid": "TKPFCZ9ESGZYT8NH", "product_details": [{"Style Code": "1005DSKIN"}, {"Closure": "Elastic"}, {"Pockets": "Side Pockets"}, {"Fabric": "Cotton Blend"}, {"Pattern": "Solid"}, {"Color": "Beige"}], "seller": "Shyam Enterprises", "selling_price": "545", "sub_category": "Bottomwear", "title": "Solid Men Beige Track Pants", 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{"actual_price": "1499", "average_rating": "3.7", "brand": "York", "category": "Clothing and Accessories", "crawled_at": "10-02-2021 20:11:56", "description": "Yorker trackpants made from 100% rich combed cotton giving it a rich look.Designed for Comfort,Skin friendly fabric,itch-free waistband & great for all year round use Proudly made in India", "discount": "64% off", "images": ["https://rukminim1.flixcart.com/image/128/128/kihqz680-0/track-pant/c/h/b/xl-ep-tp1005-epoxy-original-imafdbjfg3f9hwtv.jpeg?q=70", "https://rukminim1.flixcart.com/image/128/128/kihqz680-0/track-pant/n/p/7/xl-ep-tp1005-epoxy-original-imafczg3jhusmjx6.jpeg?q=70"], "out_of_stock": false, "pid": "TKPFDABN4NQFVKZY", "product_details": [{"Style Code": "1005MLGREY"}, {"Closure": "Elastic"}, {"Pockets": "Side Pockets"}, {"Fabric": "Cotton Blend"}, {"Pattern": "Solid"}, {"Color": "Grey"}], "seller": "Shyam Enterprises", "selling_price": "531", "sub_category": "Bottomwear", "title": "Solid Men Grey Track Pants", 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Search

query1: grey pants

POST /ecommerce/_search
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query2: blue pants

POST /ecommerce/_search
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Opensearch

Vector


{"query"{"knn":{"embedding":{"vector":[0.1,0.2,0.3],"k":10}}}}

Hybrid

PUT /_search/pipeline/nlp-search-pipeline
{"description":"Post processor for hybrid search","phase_results_processors":[{"normalization-processor"{"normalization":{"technique":"min_max"},"combination":{"technique":"arithmetic_mean","parameters":{"weights":[0.5,0.5]}}}}]}

GET <index_name>/_search?search_pipeline=nlp-search-pipeline
{"query"{"hybrid":{"queries":[{"match":{"passage_text":{"query":"blue pants"}}},{"knn":{"embedding":{"vector":[0.1,0.2,0.3],"k":5}}}]}}}

vector with filter

{"query"{"knn":{"vector_field_name":{"vector":[],"k":20,"filter":{"bool":{"must":[{"term":{"pincode":"405050"}}]}}}}}}

This article discusses the potential of Lucene in winning the vector database race, highlighting its hybrid solutions, vast installed base, and how it complements ChatGPT in solving information retrieval problems. It details the implementation process, including creating an index, ingesting data, and searching the index. Further, it explores hybrid search in OpenSearch, combining keyword and vector search, and demonstrates how to execute a hybrid search with a post-processing pipeline for optimal results.

Elasticsearch

vector

{
  "query": {
    "script_score": {
      "query": {
        "match_all": {}
      },
      "script": {
        "source": "cosineSimilarity(params.query_vector, 'your_vector_field') + 1.0",
        "params": {
          "query_vector": [/* your query vector here */]
        }
      }
    }
  }
}

Hybrid

{
  "query": {
    "bool": {
      "must": {
        "multi_match": {
          "query": "your search text",
          "fields": ["field1", "field2"]
        }
      },
      "should": {
        "script_score": {
          "query": {
            "match_all": {}
          },
          "script": {
            "source": "cosineSimilarity(params.query_vector, 'your_vector_field') + 1.0",
            "params": {
              "query_vector": [/* your query vector here */]
            }
          }
        }
      }
    }
  }
}

Vector with filter

{
  "query": {
    "bool": {
      "must": {
        "script_score": {
          "query": {
            "match_all": {}
          },
          "script": {
            "source": "cosineSimilarity(params.query_vector, 'your_vector_field') + 1.0",
            "params": {
              "query_vector": [/* your vector here */]
            }
          }
        }
      },
      "filter": {
        "term": {
          "your_filter_field": "your_filter_value"
        }
      }
    }
  }
}

Tools used

json to jsonlines here
https://jsonformatter.org/

Vector search in elasticsearch

Table of contents

How Chatgpt alone cannot solve entire information retrieval problem

Implementation

Mapping

Search

Opensearch

Vector

Hybrid

vector with filter

Elasticsearch

vector

Hybrid

Vector with filter

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Vivek Atwal

Vivek Atwal