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[Feature Request] I have multiple knn_vector fields with settings.index.knn set to true, but it would be ideal if certain fields could use approximate k-NN search while others could only use exact k-NN. #2270

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bcc829 opened this issue Nov 12, 2024 · 4 comments
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@bcc829
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bcc829 commented Nov 12, 2024

Is your feature request related to a problem? Please describe

In my index, I have two knn_vector fields with settings.index.knn set to true, but I want one field to use approximate k-NN search while the other only uses exact k-NN. The field not using approximate k-NN is consuming a lot of memory. It would be ideal if I could configure the use of approximate k-NN on a per-field basis.

Describe the solution you'd like

It would be nice if it could be set for each field as shown below.

{
  "settings": {
    "index": {
      "knn": true,
    }
  },
  "mappings": {
    "properties": {
      "vector1": {
        "type": "knn_vector",
        "dimension": 2,
        "index": "false"
      },
      "vector2": {
        "type": "knn_vector",
        "dimension": 4,
        "index": "false"
      }
    }
  }
}

Related component

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Describe alternatives you've considered

No response

Additional context

No response

@bcc829 bcc829 changed the title [Feature Request] In my index, I have two knn_vector fields with settings.index.knn set to true, but I want one field to use approximate k-NN search while the other only uses exact k-NN. [Feature Request] I have multiple knn_vector fields with settings.index.knn set to true, but it would be ideal if certain fields could use approximate k-NN search while others could only use exact k-NN. Nov 12, 2024
@sandeshkr419
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sandeshkr419 commented Nov 13, 2024

Does this belongs in k-nn repo - https://github.com/opensearch-project/k-NN/

cc - @navneet1v

@navneet1v
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navneet1v commented Nov 13, 2024

@sandeshkr419
yes this belongs to k-NN.

@bcc829 there are already some github issues created for to exactly solve this problem: #1079, #1078

Please do a +1 on the issue and also add your use case so that it can be priortized.

cc: @vamshin

@vamshin
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vamshin commented Nov 13, 2024

@sandeshkr419 do you have permissions to move this to k-NN repo?

@sandeshkr419
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I don't have permissions to move, but @prudhvigodithi mentioned in triage meeting that he can move it (probably maintainer's permissions).

@prudhvigodithi Can you please move this to k-NN plugin?

(I'll add back the untriage label so that k-NN group can acknowledge it)

@prudhvigodithi prudhvigodithi transferred this issue from opensearch-project/OpenSearch Nov 13, 2024
@navneet1v navneet1v moved this from Backlog to Backlog (Hot) in Vector Search RoadMap Nov 13, 2024
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