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blythed committed May 21, 2024
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<p align="center">
<a href="https://www.superduperdb.com">
<img width="90%" src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/img/SuperDuperDB_logo_color.svg">
<img width="90%" src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/img/SuperDuperDB_logo_color.svg">
</a>
</p>
<div align="center">
Expand Down Expand Up @@ -70,8 +70,8 @@ SuperDuperDB is **not** a database. Think `db = superduper(db)`: SuperDuperDB tr
- **[Vector Search](https://docs.superduperdb.com/docs/docs/walkthrough/vector_search):** No need to duplicate and migrate your data to additional specialized vector databases - turn your existing battle-tested database into a fully-fledged multi-modal vector-search database, including easy generation of vector embeddings and vector indexes of your data with preferred models and APIs.

<div align="center">
<a href="https://www.youtube.com/watch?v=FxJs7pbHj3Q"><img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/overview.png" alt="Overview" width="400"></a>
<a href="https://www.youtube.com/watch?v=Hr0HkmIL3go"><img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/quickstart.png" alt="QuickStart" width="400"></a>
<a href="https://www.youtube.com/watch?v=FxJs7pbHj3Q"><img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/overview.png" alt="Overview" width="400"></a>
<a href="https://www.youtube.com/watch?v=Hr0HkmIL3go"><img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/quickstart.png" alt="QuickStart" width="400"></a>
</div>

## Example use-cases and apps (notebooks)
Expand All @@ -86,10 +86,10 @@ Also find use-cases and apps built by the community in the [superduper-community

| Name | Link |
|--------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Multimodal vector-search with a range of models and datatypes | <a href="https://colab.research.google.com/github/SuperDuperDB/superduperdb/blob/main/docs/hr/content/use_cases/multimodal_vector_search.ipynb" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> |
| RAG with self-hosted LLM | <a href="https://colab.research.google.com/github/SuperDuperDB/superduperdb/blob/main/docs/hr/content/use_cases/retrieval_augmented_generation.ipynb" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> |
| Fine-tune an LLM on your database | <a href="https://github.com/SuperDuperDB/superduperdb/blob/main/docs/hr/content/use_cases/fine_tune_llm_on_database.ipynb" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> |
| Featurization and fransfer learning | <a href="https://github.com/SuperDuperDB/superduperdb/blob/main/docs/hr/content/use_cases/transfer_learning.ipynb" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> |
| Multimodal vector-search with a range of models and datatypes | <a href="https://colab.research.google.com/github/SuperDuperDB/superduperdb/blob/main/docs/content/use_cases/multimodal_vector_search.ipynb" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> |
| RAG with self-hosted LLM | <a href="https://colab.research.google.com/github/SuperDuperDB/superduperdb/blob/main/docs/content/use_cases/retrieval_augmented_generation.ipynb" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> |
| Fine-tune an LLM on your database | <a href="https://github.com/SuperDuperDB/superduperdb/blob/main/docs/content/use_cases/fine_tune_llm_on_database.ipynb" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> |
| Featurization and fransfer learning | <a href="https://github.com/SuperDuperDB/superduperdb/blob/main/docs/content/use_cases/transfer_learning.ipynb" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> |

</table >

Expand All @@ -111,67 +111,67 @@ For more information about SuperDuperDB and why we believe it is much needed, [r
<table>
<tr>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/databases/2Xmongodb.png" width="139px" />
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/databases/2Xmongodb.png" width="139px" />
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/databases/2Xmongodb-atlas.png" width="139px" />
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/databases/2Xmongodb-atlas.png" width="139px" />
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/databases/2Xaws-s3.png" width="139px" />
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/databases/2Xaws-s3.png" width="139px" />
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/databases/2Xpostgresql.png" width="139px" />
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/databases/2Xpostgresql.png" width="139px" />
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/databases/2Xmysql.png" width="139px" />
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/databases/2Xmysql.png" width="139px" />
</td>
</tr>
<tr>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/databases/2Xsqlite.png" width="139px" />
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/databases/2Xsqlite.png" width="139px" />
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/databases/2Xduckdb.png" width="139px" />
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/databases/2Xduckdb.png" width="139px" />
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/databases/2Xsnowflake.png" width="139px" />
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/databases/2Xsnowflake.png" width="139px" />
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/databases/2Xbigquery.png" width="139px" />
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/databases/2Xbigquery.png" width="139px" />
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/databases/2Xclickhouse.png" width="139px" />
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/databases/2Xclickhouse.png" width="139px" />
</td>
</tr>
<tr>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/databases/2Xdatafusion.png" width="139px" />
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/databases/2Xdatafusion.png" width="139px" />
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/databases/2Xdruid.png" width="139px" />
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/databases/2Xdruid.png" width="139px" />
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/databases/2Ximpala.png" width="139px" />
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/databases/2Ximpala.png" width="139px" />
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/databases/2Xmssql.png" width="139px" />
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/databases/2Xmssql.png" width="139px" />
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/databases/2Xoracle.png" width="139px" />
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/databases/2Xoracle.png" width="139px" />
</td>
</tr>
<tr>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/databases/2Xpandas.png" width="139px" />
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/databases/2Xpandas.png" width="139px" />
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/databases/2Xpolars.png" width="139px" />
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/databases/2Xpolars.png" width="139px" />
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/databases/2Xpyspark.png" width="139px" />
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/databases/2Xpyspark.png" width="139px" />
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/databases/2Xtrino.png" width="139px" />
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/databases/2Xtrino.png" width="139px" />
</td>
</tr>

Expand All @@ -188,13 +188,13 @@ db = superduper('mongodb|postgres|mysql|sqlite|duckdb|snowflake://<your-db-uri>'
<table>
<tr>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/frameworks/2Xpytorch.png" width="139px"/>
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/frameworks/2Xpytorch.png" width="139px"/>
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/frameworks/2Xscikit-learn.png" width="139px"/>
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/frameworks/2Xscikit-learn.png" width="139px"/>
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/frameworks/2Xhuggingface-transformers.png" width="139px"/>
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/frameworks/2Xhuggingface-transformers.png" width="139px"/>
</td>
</tr>
</table>
Expand All @@ -207,16 +207,16 @@ db = superduper('mongodb|postgres|mysql|sqlite|duckdb|snowflake://<your-db-uri>'
<table >
<tr>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/apis/2Xopenai.png" width="139px"/>
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/apis/2Xopenai.png" width="139px"/>
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/apis/2Xcohere.png" width="139px"/>
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/apis/2Xcohere.png" width="139px"/>
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/apis/2Xanthropic.png" width="139px"/>
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/apis/2Xanthropic.png" width="139px"/>
</td>
<td align="center" width="140" height="112.43">
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/hr/static/icons/apis/jinaai.png" width="139px"/>
<img src="https://raw.githubusercontent.com/SuperDuperDB/superduperdb/main/docs/static/icons/apis/jinaai.png" width="139px"/>
</td>
</tr>
</table>
Expand All @@ -226,7 +226,7 @@ db = superduper('mongodb|postgres|mysql|sqlite|duckdb|snowflake://<your-db-uri>'
## Infrastructure Diagram

<p align="center">
<img width="100%" src="docs/hr/static/img/superduperdb.gif">
<img width="100%" src="docs/static/img/superduperdb.gif">
</p>


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