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118 lines
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118 lines
7.8 KiB
Plaintext
---
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title: Cassandra
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slug: /bundles-cassandra
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---
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import Icon from "@site/src/components/icon";
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import PartialParams from '@site/docs/_partial-hidden-params.mdx';
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import PartialConditionalParams from '@site/docs/_partial-conditional-params.mdx';
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import PartialVectorSearchResults from '@site/docs/_partial-vector-search-results.mdx';
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import PartialVectorStoreInstance from '@site/docs/_partial-vector-store-instance.mdx';
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<Icon name="Blocks" aria-hidden="true" /> [**Bundles**](/components-bundle-components) contain custom components that support specific third-party integrations with Langflow.
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This page describes the components that are available in the **Cassandra** bundle, including components that read and write to Apache Cassandra clusters, such as OSS Cassandra and Astra DB databases.
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## Cassandra vector store
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Use the **Cassandra** component to read or write to a Cassandra-based vector store using a `CassandraVectorStore` instance.
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<details>
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<summary>About vector store instances</summary>
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<PartialVectorStoreInstance />
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</details>
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<PartialVectorSearchResults />
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:::tip
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For a tutorial using a vector database in a flow, see [Create a vector RAG chatbot](/chat-with-rag).
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:::
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### Cassandra parameters
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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.
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<PartialParams />
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<PartialConditionalParams />
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For information about accepted values and functionality, see [Vector search in Cassandra](https://cassandra.apache.org/doc/latest/cassandra/vector-search/overview.html) or inspect [component code](/concepts-components#component-code).
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| Name | Type | Description |
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|------|------|-------------|
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| database_ref | String | Input parameter. Contact points for the database or an Astra database ID. |
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| username | String | Input parameter. Username for the database. Leave empty for Astra DB. |
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| token | SecretString | Input parameter. User password for the database or an Astra application token. |
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| keyspace | String | Input parameter. The name of the keyspace containing the vector store specified in **Table Name** (`table_name`). |
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| table_name | String | Input parameter. The name of the table or collection that is the vector store. |
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| ttl_seconds | Integer | Input parameter. Time-to-live for added texts, if supported by the cluster. Only relevant for writes. |
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| batch_size | Integer | Input parameter. Amount of records to process in a single batch. |
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| setup_mode | String | Input parameter. Configuration mode for setting up a Cassandra table. |
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| cluster_kwargs | Dict | Input parameter. Additional keyword arguments for a Cassandra cluster. |
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| search_query | String | Input parameter. Query string for similarity search. Only relevant for reads. |
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| ingest_data | JSON | Input parameter. Data to be loaded into the vector store as raw chunks and embeddings. Only relevant for writes. |
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| embedding | Embeddings | Input parameter. Embedding function to use. |
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| number_of_results | Integer | Input parameter. Number of results to return in search. Only relevant for reads. |
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| search_type | String | Input parameter. Type of search to perform. Only relevant for reads. |
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| search_score_threshold | Float | Input parameter. Minimum similarity score for search results. Only relevant for reads. |
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| search_filter | Dict | Input parameter. An optional dictionary of metadata search filters to apply in addition to vector search. Only relevant for reads. |
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| body_search | String | Input parameter. Document textual search terms. Only relevant for reads. |
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| enable_body_search | Boolean | Input parameter. Flag to enable body search. Only relevant for reads. |
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## Cassandra Chat Memory
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The **Cassandra Chat Memory** component retrieves and stores chat messages using an Apache Cassandra-based database.
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Chat memories are passed between memory storage components as the [`Memory`](/data-types#memory) data type.
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Specifically, the component creates an instance of `CassandraChatMessageHistory`, which is a LangChain chat message history class that uses a Cassandra database for storage.
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For more information about using external chat memory in flows, see the [**Message History** component](/message-history).
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### Cassandra Chat Memory parameters
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<PartialParams />
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| Name | Type | Description |
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|----------------|---------------|-----------------------------|
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| database_ref | MessageText | Input parameter. The contact points for the Cassandra database or Astra DB database ID. Required. |
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| username | MessageText | Input parameter. The username for Cassandra. Leave empty for Astra DB. |
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| token | SecretString | Input parameter. The password for Cassandra or the token for Astra DB. Required. |
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| keyspace | MessageText | Input parameter. The keyspace in Cassandra or namespace in Astra DB. Required. |
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| table_name | MessageText | Input parameter. The name of the table or collection for storing messages. Required. |
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| session_id | MessageText | Input parameter. The unique identifier for the chat session. Optional. |
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| cluster_kwargs | Dictionary | Input parameter. Additional keyword arguments for the Cassandra cluster configuration. Optional. |
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## Cassandra Graph
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The **Cassandra Graph** component uses `CassandraGraphVectorStore`, an instance of [LangChain graph vector store](https://python.langchain.com/api_reference/community/graph_vectorstores.html), for graph traversal and graph-based document retrieval in a compatible Cassandra-based cluster.
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It also supports writing to the vector store.
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<PartialVectorSearchResults />
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### Cassandra Graph parameters
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<PartialParams />
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| Name | Display Name | Info |
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|------|--------------|------|
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| database_ref | Contact Points / Astra Database ID | Input parameter. The contact points for the database or an Astra database ID. Required. |
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| username | Username | Input parameter. The username for the database. Leave empty for Astra DB. |
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| token | Password / Astra DB Token | Input parameter. The user password for the database or an Astra application token. Required. |
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| keyspace | Keyspace | Input parameter. The name of the keyspace containing the vector store specified in **Table Name** (`table_name`). Required. |
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| table_name | Table Name | Input parameter. The name of the table or collection that is the vector store. Required. |
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| setup_mode | Setup Mode | Input parameter. The configuration mode for setting up the Cassandra table. The options are `Sync` (default) or `Off`. |
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| cluster_kwargs | Cluster arguments | Input parameter. An optional dictionary of additional keyword arguments for the Cassandra cluster. |
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| search_query | Search Query | Input parameter. The query string for similarity search. Only relevant for reads. |
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| ingest_data | Ingest Data | Input parameter. Data to be loaded into the vector store as raw chunks and embeddings. Only relevant for writes. |
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| embedding | Embedding | Input parameter. The embedding model to use. |
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| number_of_results | Number of Results | Input parameter. The number of results to return in similarity search. Only relevant for reads. Default: 4. |
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| search_type | Search Type | Input parameter. The search type to use. The options are `Traversal` (default), `MMR Traversal`, `Similarity`, `Similarity with score threshold`, or `MMR (Max Marginal Relevance)`. |
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| depth | Depth of traversal | Input parameter. The maximum depth of edges to traverse. Only relevant if **Search Type** (`search_type`) is `Traversal` or `MMR Traversal`. Default: 1. |
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| search_score_threshold | Search Score Threshold | Input parameter. The minimum similarity score threshold for search results. Only relevant for reads using the `Similarity with score threshold` search type. |
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| search_filter | Search Metadata Filter | Input parameter. An optional dictionary of metadata search filters to apply in addition to graph traversal and similarity search. |
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### See also
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* [**DataStax** bundle](/bundles-datastax) |