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Update semantic-search-1.md #1435

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6 changes: 3 additions & 3 deletions pgml-cms/docs/api/client-sdk/tutorials/semantic-search-1.md
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Expand Up @@ -6,16 +6,16 @@ description: Example for Semantic Search

This tutorial demonstrates using the `pgml` SDK to create a collection, add documents, build a pipeline for vector search, make a sample query, and archive the collection when finished. In this tutorial we use [hkunlp/instructor-base](https://huggingface.co/hkunlp/instructor-base), a more advanced embeddings model that takes parameters when doing embedding and recall.

[Link to full JavaScript implementation](../../../../../pgml-sdks/pgml/javascript/examples/question\_answering.js)
[Link to full JavaScript implementation](https://github.com/postgresml/postgresml/blob/master/pgml-sdks/pgml/javascript/examples/question_answering.js)

[Link to full Python implementation](../../../../../pgml-sdks/pgml/python/examples/question\_answering.py)
[Link to full Python implementation](https://github.com/postgresml/postgresml/blob/master/pgml-sdks/pgml/python/examples/question_answering.py)

## Imports and Setup

The SDK is imported and environment variables are loaded.

{% tabs %}
{% tab title="JavasScript" %}
{% tab title="JavaScript" %}
```js
const pgml = require("pgml");
require("dotenv").config();
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