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* fix: nightly now properly gets 1.9.0 branch (#12215) before it was attempting to pull release-notes as letters are alphanumerically after numbers when we sort -V then grab tail now we only look at branch names that follow the pattern '^release-[0-9]+\.[0-9]+\.[0-9]+$' * docs: add search icon (#12216) add-back-svg * initial-content * cut-1.8-release-and-include-next-version * stage-1.8.0-and-next --------- Co-authored-by: Adam-Aghili <149833988+Adam-Aghili@users.noreply.github.com>
53 lines
2.5 KiB
Plaintext
53 lines
2.5 KiB
Plaintext
---
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title: Upstash
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slug: /bundles-upstash
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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 **Upstash** bundle.
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## Upstash vector store
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The **Upstash** component reads and writes to Upstash vector stores using an instance of `UpstashVectorStore`.
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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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### Upstash vector store 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 the [Upstash documentation](https://upstash.com/docs/introduction) or inspect [component code](/concepts-components#component-code).
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| Name | Type | Description |
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| --------------- | ------------ | ----------------------------------------- |
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| index_url | String | Input parameter. The URL of the Upstash index. |
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| index_token | SecretString | Input parameter. The token for the Upstash index. |
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| text_key | String | Input parameter. The key in the record to use as text. |
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| namespace | String | Input parameter. The namespace for the index. |
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| search_query | String | Input parameter. The query for similarity search. |
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| metadata_filter | String | Input parameter. Filter documents by metadata. |
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| ingest_data | Data | Input parameter. The data to be ingested into the vector store. |
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| embedding | Embeddings | Input parameter. The embedding function to use. |
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| number_of_results | Integer | Input parameter. The number of results to return in search. | |