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---
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. |