---
title: Redis
slug: /bundles-redis
---

import Icon from "@site/src/components/icon";
import PartialParams from '@site/docs/_partial-hidden-params.mdx';

<Icon name="Blocks" aria-hidden="true" /> [**Bundles**](/components-bundle-components) contain custom components that support specific third-party integrations with Langflow.

This page describes the components that are available in the **Redis** bundle.

## Redis Chat Memory

The **Redis Chat Memory** component retrieves and stores chat messages using Redis memory storage.

Chat memories are passed between memory storage components as the [`Memory`](/data-types#memory) data type.

For more information about using external chat memory in flows, see the [**Message History** component](/message-history).

### Redis Chat Memory parameters

<PartialParams />

| Name | Display Name | Info |
|------|--------------|------|
| host | hostname | Input parameter. The IP address or hostname. |
| port | port | Input parameter. The Redis Port Number. |
| database | database | Input parameter. The Redis database. |
| username | Username | Input parameter. The Redis username. |
| password | Password | Input parameter. The password for the username. |
| key_prefix | Key prefix | Input parameter. The key prefix. |
| session_id | Session ID | Input parameter. The unique session identifier for the message. |

## Redis vector store

The **Redis** vector store component reads and writes to Redis vector stores using an instance of [`RedisVectorStore`](https://python.langchain.com/docs/integrations/vectorstores/redis/).

<details>
<summary>About vector store instances</summary>

import PartialVectorStoreInstance from '@site/docs/_partial-vector-store-instance.mdx';

<PartialVectorStoreInstance />

</details>

import PartialVectorSearchResults from '@site/docs/_partial-vector-search-results.mdx';

<PartialVectorSearchResults />

:::tip
For a tutorial using a vector database in a flow, see [Create a vector RAG chatbot](/chat-with-rag).
:::

### Redis vector store parameters

You can inspect a vector store component's parameters to learn more about the inputs it accepts, the features it supports, and how to configure it.

<PartialParams />

import PartialConditionalParams from '@site/docs/_partial-conditional-params.mdx';

<PartialConditionalParams />

For information about accepted values and functionality, see the [Redis documentation](https://redis.io/docs/latest/develop/interact/search-and-query/advanced-concepts/vectors/) or inspect [component code](/concepts-components#component-code).

| Name              | Type         | Description                               |
| ----------------- | ------------ | ----------------------------------------- |
| redis_server_url  | SecretString | Input parameter. The Redis server connection string. |
| redis_index_name  | String       | Input parameter. The name of the Redis index. |
| code              | String       | Input parameter. Additional custom code for Redis, if supported. |
| schema            | String       | Input parameter. The schema for Redis index. |
| ingest_data       | JSON | Input parameter. The data to be ingested into the vector store. |
| search_query      | String       | Input parameter. The query for similarity search. |
| embedding         | Embeddings   | Input parameter. The embedding function to use. |
| number_of_results | Integer      | Input parameter. The number of results to return in search. |