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Add DotProduct Method and README Example for Embedding Similarity Search #492

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merged 2 commits into from
Oct 2, 2023

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ealvar3z
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Describe the change

  • Implement a DotProduct() method for the Embedding struct to calculate the dot product between two embeddings.
  • Add a custom error type for vector length mismatch.

Describe your solution

  • Finish implementing the following requested changes from @sashabaranov:
We don't need two huge examples [see](https://github.com/sashabaranov/go-openai/pull/274/files#r1232058195) — Please make one small example without encoding/gob etc.
I'm not sure this change is relevant [here](https://github.com/sashabaranov/go-openai/pull/274/files#diff-b335630551682c19a781afebcf4d07bf978fb1f8ac04c6bf87428ed5106870f5L596)
Let's make DotProduct a method of Embedding struct [see](https://github.com/sashabaranov/go-openai/pull/274/files#r1232242888)

Tests

  • Add unit tests to validate the new DotProduct() method and error handling.

Additional context

  • Update README.md with a complete example demonstrating how to perform an embedding similarity search for user queries.

Issue: #XXXX

- Implement a DotProduct() method for the Embedding struct to calculate the dot product between two embeddings.
- Add a custom error type for vector length mismatch.
- Update README.md with a complete example demonstrating how to perform an embedding similarity search for user queries.
- Add unit tests to validate the new DotProduct() method and error handling.
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codecov bot commented Sep 13, 2023

Codecov Report

Merging #492 (4a7e7c0) into master (3589837) will increase coverage by 0.15%.
Report is 1 commits behind head on master.
The diff coverage is 100.00%.

@@            Coverage Diff             @@
##           master     #492      +/-   ##
==========================================
+ Coverage   97.30%   97.46%   +0.15%     
==========================================
  Files          18       18              
  Lines         780      829      +49     
==========================================
+ Hits          759      808      +49     
  Misses         15       15              
  Partials        6        6              
Files Changed Coverage Δ
embeddings.go 100.00% <100.00%> (ø)

@sashabaranov
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Thank you so much, this was coming for a long time :D

README.md Outdated Show resolved Hide resolved
@sashabaranov sashabaranov merged commit 84f77a0 into sashabaranov:master Oct 2, 2023
3 checks passed
mudler pushed a commit to mudler/LocalAI that referenced this pull request Oct 14, 2023
…#1159)

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This PR contains the following updates:

| Package | Type | Update | Change |
|---|---|---|---|
|
[github.com/sashabaranov/go-openai](https://togithub.com/sashabaranov/go-openai)
| require | minor | `v1.15.4` -> `v1.16.0` |

---

### Release Notes

<details>
<summary>sashabaranov/go-openai
(github.com/sashabaranov/go-openai)</summary>

###
[`v1.16.0`](https://togithub.com/sashabaranov/go-openai/releases/tag/v1.16.0)

[Compare
Source](https://togithub.com/sashabaranov/go-openai/compare/v1.15.4...v1.16.0)

#### What's Changed

- Add DotProduct Method and README Example for Embedding Similarity
Search by [@&#8203;ealvar3z](https://togithub.com/ealvar3z) in
[sashabaranov/go-openai#492
- fix: use any for n_epochs by
[@&#8203;henomis](https://togithub.com/henomis) in
[sashabaranov/go-openai#499
- Feat Add headers to openai responses by
[@&#8203;henomis](https://togithub.com/henomis) in
[sashabaranov/go-openai#506
- Support get http header and x-ratelimit-\* headers by
[@&#8203;liushuangls](https://togithub.com/liushuangls) in
[sashabaranov/go-openai#507

**Full Changelog**:
sashabaranov/go-openai@v1.15.4...v1.16.0

</details>

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