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7 changes: 1 addition & 6 deletions docs.json
Original file line number Diff line number Diff line change
Expand Up @@ -1103,12 +1103,7 @@
"vector/tutorials/gradio-application"
]
},
{
"group": "Examples",
"pages": [
"vector/examples"
]
},
"vector/examples",
{
"group": "Help",
"pages": [
Expand Down
101 changes: 92 additions & 9 deletions llms-full.txt
Original file line number Diff line number Diff line change
Expand Up @@ -10504,9 +10504,8 @@ Many things can go wrong in a serverless environment. If your API does not
respond with a success status code (2XX), we retry the request to ensure every
message will be delivered.

The maximum number of retries depends on your current plan. By default, we retry
the maximum amount of times, but you can set it lower by sending the
`Upstash-Retries` header:
By default, we retry a failed delivery 3 times. You can change this per message
by sending the `Upstash-Retries` header:

<CodeGroup>
```shell cURL
Expand Down Expand Up @@ -36470,12 +36469,96 @@ Example:
# Examples
Source: https://upstash.com/docs/vector/examples

<iframe
src="https://vector-example-dashboard.vercel.app"
width="100%"
height="1000px"
style={{ border: "0" }}
></iframe>
A collection of examples, notebooks, and blog posts for building with Upstash Vector.

<CardGroup cols={2}>
<Card
title="Image Search"
icon="python"
href="https://colab.research.google.com/drive/1y7ZBBxzEOAeSRDhyOeTxIJADxBC-0Fue"
>
Image Similarity Search using CLIP

`CLIP` `HuggingFace`
</Card>
<Card
title="Learn Vector Stores"
icon="python"
href="https://colab.research.google.com/drive/1CpKUuPr1458sBZkqvL6Km_HBj-IS0fNa"
>
Learn How Vector Stores Work by Building a Recommendation Engine
</Card>
<Card
title="RAG Chatbot"
icon="python"
href="https://colab.research.google.com/drive/1zSzb2lajFMxf6FDxDM0sUe5wpIx4KyU2"
>
RAG (Retrieval Augmented Generation) Chatbot with OpenAI and Upstash Vector

`OpenAI` `text-embedding-ada-002`
</Card>
<Card
title="Semantic Search with Sentence Transformers"
icon="python"
href="https://colab.research.google.com/drive/1NhqEzjKdAGfI-nhEa3pfqmBXWl2oN0Ve"
>
Semantic Search using Sentence Transformers and Upstash Vector

`Sentence Transformers` `HuggingFace`
</Card>
<Card
title="Semantic Search with BERT"
icon="python"
href="https://colab.research.google.com/drive/1xXSLtG2uItaBWAxXYgzwa5jo669mDk2p"
>
Semantic Search with DistilBERT on HuggingFace

`BERT` `HuggingFace`
</Card>
<Card
title="Semantic Search with OpenAI"
icon="python"
href="https://colab.research.google.com/drive/1WGSEe11RsG1_TwyQ09-lONOrEDwDLaC1"
>
Semantic Search with OpenAI and Upstash Vector

`OpenAI` `text-embedding-ada-002`
</Card>
<Card
title="API Examples"
icon="python"
href="https://colab.research.google.com/drive/1RLcGtNEkGrdj6f6yBK78cSrSdl6ht-5S"
>
Upstash Vector API Examples
</Card>
<Card
title="Upsy"
icon="js"
href="https://github.com/upstash/upsy"
>
Upsy is a RAG based Slackbot which remembers all conversations.

`OpenAI` `text-embedding-ada-002`
</Card>
<Card
title="Semantic Search on Stackoverflow"
icon="newspaper"
href="https://upstash.com/blog/semantic-search-vector"
>
Blog: Semantic Search using all-MiniLM-L6-v2 model on HuggingFace

`HuggingFace` `Sentence Transformers`
</Card>
<Card
title="Image Similarity Search"
icon="newspaper"
href="https://upstash.com/blog/image-similarity-search"
>
Blog: Image Search using CLIP model on HuggingFace

`HuggingFace` `CLIP`
</Card>
</CardGroup>

# Algorithm
Source: https://upstash.com/docs/vector/features/algorithm
Expand Down
97 changes: 90 additions & 7 deletions vector/examples.mdx
Original file line number Diff line number Diff line change
@@ -1,11 +1,94 @@
---
title: Examples
sidebarTitle: Examples Index
---

<iframe
src="https://vector-example-dashboard.vercel.app"
width="100%"
height="1000px"
style={{ border: "0" }}
></iframe>
A collection of examples, notebooks, and blog posts for building with Upstash Vector.

<CardGroup cols={2}>
<Card
title="Image Search"
icon="python"
href="https://colab.research.google.com/drive/1y7ZBBxzEOAeSRDhyOeTxIJADxBC-0Fue"
>
Image Similarity Search using CLIP

`CLIP` `HuggingFace`
</Card>
<Card
title="Learn Vector Stores"
icon="python"
href="https://colab.research.google.com/drive/1CpKUuPr1458sBZkqvL6Km_HBj-IS0fNa"
>
Learn How Vector Stores Work by Building a Recommendation Engine
</Card>
<Card
title="RAG Chatbot"
icon="python"
href="https://colab.research.google.com/drive/1zSzb2lajFMxf6FDxDM0sUe5wpIx4KyU2"
>
RAG (Retrieval Augmented Generation) Chatbot with OpenAI and Upstash Vector

`OpenAI` `text-embedding-ada-002`
</Card>
<Card
title="Semantic Search with Sentence Transformers"
icon="python"
href="https://colab.research.google.com/drive/1NhqEzjKdAGfI-nhEa3pfqmBXWl2oN0Ve"
>
Semantic Search using Sentence Transformers and Upstash Vector

`Sentence Transformers` `HuggingFace`
</Card>
<Card
title="Semantic Search with BERT"
icon="python"
href="https://colab.research.google.com/drive/1xXSLtG2uItaBWAxXYgzwa5jo669mDk2p"
>
Semantic Search with DistilBERT on HuggingFace

`BERT` `HuggingFace`
</Card>
<Card
title="Semantic Search with OpenAI"
icon="python"
href="https://colab.research.google.com/drive/1WGSEe11RsG1_TwyQ09-lONOrEDwDLaC1"
>
Semantic Search with OpenAI and Upstash Vector

`OpenAI` `text-embedding-ada-002`
</Card>
<Card
title="API Examples"
icon="python"
href="https://colab.research.google.com/drive/1RLcGtNEkGrdj6f6yBK78cSrSdl6ht-5S"
>
Upstash Vector API Examples
</Card>
<Card
title="Upsy"
icon="js"
href="https://github.com/upstash/upsy"
>
Upsy is a RAG based Slackbot which remembers all conversations.

`OpenAI` `text-embedding-ada-002`
</Card>
<Card
title="Semantic Search on Stackoverflow"
icon="newspaper"
href="https://upstash.com/blog/semantic-search-vector"
>
Blog: Semantic Search using all-MiniLM-L6-v2 model on HuggingFace

`HuggingFace` `Sentence Transformers`
</Card>
<Card
title="Image Similarity Search"
icon="newspaper"
href="https://upstash.com/blog/image-similarity-search"
>
Blog: Image Search using CLIP model on HuggingFace

`HuggingFace` `CLIP`
</Card>
</CardGroup>