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How do we request similarity search? API? What does the API look like? #28

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1 of 2 tasks
Tracked by #26
kikuomax opened this issue Oct 9, 2023 · 3 comments
Open
1 of 2 tasks
Tracked by #26

How do we request similarity search? API? What does the API look like? #28

kikuomax opened this issue Oct 9, 2023 · 3 comments
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Sprint 6

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kikuomax commented Oct 9, 2023 •
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Simply receive a query text? Or receive an embedding vector?
@kikuomax kikuomax mentioned this issue Oct 9, 2023
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@kikuomax kikuomax added this to the Sprint 6 milestone Oct 9, 2023
@kikuomax kikuomax self-assigned this Oct 9, 2023
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kikuomax commented Oct 9, 2023

I think it is OK to receive a query text. OpenAI's embedding vector needs at least 1,536 × 4 bytes ≒ 6 KB in binary form.

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kikuomax commented Oct 9, 2023

We do not want to expose an API to calculate embeddings to prevent abuse.

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kikuomax commented Oct 12, 2023 •
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The core of the similarity search will be a Lambda function implemented with flechasdb + flechasdb-s3.

The viewer may directly invoke the Lambda function.

kikuomax added a commit to kikuomax/mumble that referenced this issue Oct 15, 2023
@kikuomax
feat(viewer): add similarity search
e80be82 
- Introduces a new submodule `utils/search` that provides the search
  features. So far, it provides a function `searchSimilarMumblings` that
  performs similarity search on mumblings.

issue codemonger-io#28
kikuomax added a commit to kikuomax/mumble that referenced this issue Oct 15, 2023
@kikuomax
feat(cdk): add Lambda function for similarity search
d693605 
- Introduces a new CDK construct `Indexer` that will provision resources
  necessary for indexing and search of data. So far, it provides a
  Lambda function `SearchSimilarLambda` that performs similarity search
  over mumblings. The function is implemented in Rust and located in
  `lambda/indexer` as `search-similar` binary.
  `Indexer` also provisions an S3 bucket to store database files.

issue codemonger-io#28
kikuomax added a commit to kikuomax/mumble that referenced this issue Oct 15, 2023
@kikuomax
feat(cdk): link Viewer and Indexer
409a730 
- `CdkStack` provisions `Indexer` and links `Viewer` and `Indexer`.

issue codemonger-io#28
kikuomax added a commit that referenced this issue Oct 17, 2023
@kikuomax
feat(viewer): add similarity search
5a4f231 
- Introduces a new submodule `utils/search` that provides the search
  features. So far, it provides a function `searchSimilarMumblings` that
  performs similarity search on mumblings.

issue #28
kikuomax added a commit that referenced this issue Oct 17, 2023
@kikuomax
feat(cdk): add Lambda function for similarity search
6ef9543 
- Introduces a new CDK construct `Indexer` that will provision resources
  necessary for indexing and search of data. So far, it provides a
  Lambda function `SearchSimilarLambda` that performs similarity search
  over mumblings. The function is implemented in Rust and located in
  `lambda/indexer` as `search-similar` binary.
  `Indexer` also provisions an S3 bucket to store database files.

issue #28
kikuomax added a commit that referenced this issue Oct 17, 2023
@kikuomax
feat(cdk): link Viewer and Indexer
7fda01e 
- `CdkStack` provisions `Indexer` and links `Viewer` and `Indexer`.

issue #28
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FlechasDB Alpha
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