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Update collections.mdx
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Update collections.mdx
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72 changes: 43 additions & 29 deletions sdk/collections.mdx
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Original file line number Diff line number Diff line change
@@ -1,18 +1,17 @@
---
title: Collections
description: "Add basic storage and search capabilities to your functions."
description: "Add storage and vector search capabilities to your functions."
---

{/* <!-- vale Google.Headings = NO --> */}
Add storage and vector search capabilities to your functions using Hypermode Collections.
A Collection is a built-in storage that supports vector embeddings.

Hypermode Collections provide a built-in key-value storage mechanism that supports vector
embeddings, that you can use from your functions. After [defining collections](../define-collections)
in your project's manifest, you can use the following APIs to interact with the data.
Hypermode allows you to [define collections](../define-collections) and interact with them through an easy-to-use API.

## Example project

For your reference, A complete example for using the Collections APIs is available on GitHub in the
`hypermodeinc/functions-as` repository, at [/examples/collection](https://github.com/hypermodeinc/functions-as/tree/main/examples/collection).
To see Collections in action, explore the [example project](https://github.com/hypermodeinc/functions-as/tree/main/examples/collection) on GitHub. This example demonstrates how to manage a collection of products using Hypermode's Collections and Models APIs, covering core create,read,update, and delete operations, embedding usage, search capabilities, and vector-based comparisons.

## Import from the SDK

Expand Down Expand Up @@ -41,11 +40,11 @@ The APIs in the `collections` namespace are below, organized by category.

#### upsert

Inserts or updates an item into a collection.
Inserts or updates an item in a collection.

<Note>
If an item with the same key already exists, the original text is overwritten
with the new text.
If the key already exists, the function overwrites the previous entry. If not,
it creates a new one.
</Note>

```go
Expand All @@ -63,8 +62,8 @@ collections.upsert(
</ResponseField>

<ResponseField name="key" type="string">
An optional key for the item. If `null`, Hypermode assigns a new UUID as the
key for the item.
The unique identifier for the item in the namespace. If null, the function
generates a unique identifier.
</ResponseField>

<ResponseField name="text" type="string" required>
Expand All @@ -76,7 +75,8 @@ collections.upsert(
</ResponseField>

<ResponseField name="namespace" type="string">
An optional namespace to associate with the item.
Associates the item with a specific namespace. Defaults to an empty namespace
if not provided.
</ResponseField>

#### upsertBatch
Expand Down Expand Up @@ -116,7 +116,8 @@ collections.upsertBatch(
</ResponseField>

<ResponseField name="namespace" type="string">
An optional namespace to associate with the items.
Associates the item with a specific namespace. Defaults to an empty namespace
if not provided.
</ResponseField>

#### remove
Expand All @@ -140,14 +141,15 @@ collections.remove(
</ResponseField>

<ResponseField name="namespace" type="string">
An optional namespace to associate with the item.
The namespace to remove the item from. Defaults to the default namespace if
not provided.
</ResponseField>

### Search and Retrieval Functions

#### search

Search for an item in the collection by using natural language search.
Perform a natural language search on items within a collection. This method is useful for finding items that match a search query based on semantic meaning.

<Note>
Hypermode uses the same embedder for both inserting text into the collection,
Expand Down Expand Up @@ -186,12 +188,13 @@ collections.search(
</ResponseField>

<ResponseField name="namespaces" type="string[]">
An optional array of namespaces to search within.
A list of namespaces to search the item from. Defaults to the default
namespace if not provided.
</ResponseField>

#### searchByVector

Search for an item in the collection by using a vector.
Perform a vector-based search on a collection, which is helpful for scenarios requiring precise similarity calculations between pre-computed embeddings.

<Note>
Hypermode uses the same embedder for both inserting text into the collection,
Expand Down Expand Up @@ -259,7 +262,8 @@ Classify an item in the collection using previous vectors' labels.
</ResponseField>

<ResponseField name="namespace" type="string">
An optional namespace to associate with the item.
The namespace to search the items from. Defaults to the default namespace if
not provided.
</ResponseField>

#### computeDistance
Expand Down Expand Up @@ -289,7 +293,8 @@ collections.computeDistance(
</ResponseField>

<ResponseField name="namespace" type="string">
An optional namespace to associate with the item.
The namespace to search the items from. Defaults to the default namespace if
not provided.
</ResponseField>

#### getText
Expand All @@ -313,7 +318,8 @@ collections.getText(
</ResponseField>

<ResponseField name="namespace" type="string">
An optional namespace to associate with the item.
The namespace to get the item from. Defaults to the default namespace if not
provided.
</ResponseField>

#### getTexts
Expand All @@ -333,7 +339,8 @@ collections.getTexts(
</ResponseField>

<ResponseField name="namespace" type="string">
An optional namespace to associate with the item.
The namespace to get the items from. Defaults to the default namespace if not
provided.
</ResponseField>

#### getNamespaces
Expand Down Expand Up @@ -376,7 +383,8 @@ collections.getVector(
</ResponseField>

<ResponseField name="namespace" type="string">
An optional namespace to associate with the item.
The namespace to get the item from. Defaults to the default namespace if not
provided.
</ResponseField>

#### getLabels
Expand All @@ -400,14 +408,16 @@ collections.getLabels(
</ResponseField>

<ResponseField name="namespace" type="string">
An optional namespace to associate with the item.
The namespace to get the item from. Defaults to the default namespace if not
provided.
</ResponseField>

### Maintenance Functions

#### recomputeSearchMethod

Recomputes the embeddings for all texts in a collection, for a specific search method.
Recalculates the embeddings for all items in a collection.
It can be resource-intensive, use it when necessary, for example after you have updated the method for embedding calculation and want to re-compute the embeddings for existing data in the collection.

```go
collections.recomputeSearchMethod(
Expand All @@ -426,7 +436,7 @@ collections.recomputeSearchMethod(
</ResponseField>

<ResponseField name="namespace" type="string">
An optional namespace to associate with the item.
The namespace to use. Defaults to the default namespace if not provided.
</ResponseField>

### Objects
Expand Down Expand Up @@ -459,7 +469,8 @@ Represents the result of a mutation operation on a collection.
</ResponseField>

<ResponseField name="isSuccessful" type="bool">
Whether the operation was successful.
A boolean indicating whether the operation completed successfully. Use this to
confirm success before handling the result.
</ResponseField>

<ResponseField name="operation" type="string">
Expand Down Expand Up @@ -498,7 +509,8 @@ Represents the result of a search operation on a collection.
</ResponseField>

<ResponseField name="isSuccessful" type="bool">
Whether the operation was successful.
A boolean indicating whether the operation completed successfully. Use this to
confirm success before handling the result.
</ResponseField>

<ResponseField name="searchMethod" type="string">
Expand Down Expand Up @@ -573,7 +585,8 @@ Represents the result of a classification operation on a collection.
</ResponseField>

<ResponseField name="isSuccessful" type="bool">
Whether the operation was successful.
A boolean indicating whether the operation completed successfully. Use this to
confirm success before handling the result.
</ResponseField>

<ResponseField name="searchMethod" type="string">
Expand Down Expand Up @@ -683,7 +696,8 @@ Represents the result of a mutation operation on a search method.
</ResponseField>

<ResponseField name="isSuccessful" type="bool">
Whether the operation was successful.
A boolean indicating whether the operation completed successfully. Use this to
confirm success before handling the result.
</ResponseField>

<ResponseField name="operation" type="string">
Expand Down