ordeq_torch 0.1.0
PyTorch integration for Ordeq
Requires Python: >=3.10

# Welcome to Ordeq!

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Ordeq is a framework for developing data pipelines.
It simplifies IO and modularizes pipeline logic.
Ordeq elevates your proof-of-concept to a production-grade pipelines.
See the [introduction][intro] for an easy-to-follow example of how Ordeq can help.

## Installation

Ordeq is lightweight with **0 dependencies**.

To install Ordeq, run:

```shell
uv pip install ordeq
```

## Integrations

Ordeq integrates seamlessly with existing tooling.
It provides out-of-the-box integrations with **25+ popular libraries**.
In total, Ordeq offers **over 100 IOs** via these integrations.

You can install them as needed.
For example, for reading and writing data with Pandas, install the `ordeq-pandas` package:

```shell
uv pip install ordeq-pandas
```

Some of the available integrations:

**Data processing**

<table>
    <tr>
        <td width="90" height="60" align="center">
            <a href="https://ing-bank.github.io/ordeq/api/ordeq_pandas/"><img src="https://raw.githubusercontent.com/pandas-dev/pandas/main/web/pandas/static/img/pandas_mark.svg" alt="Pandas" height="40"/><br />Pandas</a>
        </td>
        <td width="90" height="60" align="center">
            <a href="https://ing-bank.github.io/ordeq/api/ordeq_spark/"><img src="https://icon.icepanel.io/Technology/svg/Apache-Spark.svg" alt="Spark" height="40"/><br />Spark</a>
        </td>
        <td width="90" height="60" align="center">
            <a href="https://ing-bank.github.io/ordeq/api/ordeq_numpy/"><img src="https://numpy.org/images/logo.svg" alt="NumPy" height="40"/><br />Numpy</a>
        </td>
        <td width="90" height="60" align="center">
            <a href="https://ing-bank.github.io/ordeq/api/ordeq_polars/"><img src="https://avatars.githubusercontent.com/u/83768144?s=200&v=4" alt="Polars" height="60"/><br />Polars</a>
        </td>
        <td width="90" height="60" align="center">
            <a href="https://ing-bank.github.io/ordeq/api/ordeq_ibis/"><img src="https://ibis-project.org/logo.svg" alt="Ibis" height="50"/><br />Ibis</a>
        </td>
        <td width="90" height="60" align="center">
            <a href="https://ing-bank.github.io/ordeq/api/ordeq_joblib/"><img src="https://joblib.readthedocs.io/en/stable/_static/joblib_logo.svg" alt="Joblib" height="40"/><br />Joblib</a>
        </td>
        <td width="90" height="60" align="center">
            <a href="https://ing-bank.github.io/ordeq/api/ordeq_huggingface/"><img src="https://huggingface.co/front/assets/huggingface_logo.svg" alt="HuggingFace" height="40"/><br />HuggingFace</a>
        </td>
        <td width="90" height="60" align="center">
            <a href="https://ing-bank.github.io/ordeq/api/ordeq_pillow/"><img src="https://pillow.readthedocs.io/en/stable/_static/pillow-logo.png" alt="Pillow" height="40"/><br />Pillow</a>
        </td>
    </tr>
    <tr>
        <td width="90" height="60" align="center">
            <a href="https://ing-bank.github.io/ordeq/api/ordeq_sentence_transformers/"><img src="https://www.sbert.net/_static/logo.png" alt="SentenceTransformers" height="40"/><br />st</a>
        </td>
        <td width="90" height="60" align="center">
            <a href="https://ing-bank.github.io/ordeq/api/ordeq_requests/"><img src="https://upload.wikimedia.org/wikipedia/commons/a/aa/Requests_Python_Logo.png" alt="Requests" height="50"/><br />Requests</a>
        </td>
        <td width="90" height="60" align="center">
            <a href="https://ing-bank.github.io/ordeq/api/ordeq_pydantic/"><img src="https://avatars.githubusercontent.com/u/110818415?v=4" alt="Pydantic" height="40"/><br />Pydantic</a>
        </td>
        <td width="90" height="60" align="center">
            <a href="https://ing-bank.github.io/ordeq/api/ordeq_duckdb/"><img src="https://assets.streamlinehq.com/image/private/w_300,h_300,ar_1/f_auto/v1/icons/logos/duckdb-umoj5fxu8w5pzg7d0js9.png/duckdb-kz05ottxukbgvmp8c3bpi.png?_a=DATAg1AAZAA0" alt="DuckDB" height="40"/><br/>DuckDB</a>
        </td>
        <td width="90" height="60" align="center">
            <a href="https://ing-bank.github.io/ordeq/api/ordeq_networkx/"><img src="https://avatars.githubusercontent.com/u/388785?s=200&v=4" alt="Networkx" height="40"/><br/>NetworkX</a>
        </td>
        <td width="90" height="60" align="center">
            <a href="https://ing-bank.github.io/ordeq/api/ordeq_toml/"><img src="https://upload.wikimedia.org/wikipedia/commons/c/c1/TOML_Logo.svg" alt="TOML" height="40"/><br/>TOML</a>
        </td>
        <td width="90" height="60" align="center">
            <a href="https://ing-bank.github.io/ordeq/api/ordeq_pymupdf/"><img src="https://pymupdf.readthedocs.io/en/latest/_static/sidebar-logo-light.svg" alt="PyMuPDF" height="40"/><br />PyMuPDF</a>
        </td>
        <td width="90" height="60" align="center">
            <a href="https://ing-bank.github.io/ordeq/api/ordeq_chromadb/"><img src="https://home-wordpress.deeplearning.ai/wp-content/uploads/2023/12/chroma_logotype.png" alt="ChromaDB" height="40"/><br />ChromaDB</a>
        </td>
    </tr>
</table>

**Plotting**

<table>
    <tr>
        <td width="90" height="60" align="center">
            <a href="https://ing-bank.github.io/ordeq/api/ordeq_matplotlib/"><img src="https://upload.wikimedia.org/wikipedia/commons/thumb/0/01/Created_with_Matplotlib-logo.svg/2048px-Created_with_Matplotlib-logo.svg.png" alt="Matplotlib" height="40"/><br />Matplotlib</a>
        </td>
        <td width="90" height="60" align="center">
            <a href="https://ing-bank.github.io/ordeq/api/ordeq_altair/"><img src="https://avatars.githubusercontent.com/u/22396732?s=200&v=4" alt="Altair" height="40"/><br/>Altair</a>
        </td>
        <td width="90" height="60" align="center">
            <a href="https://ing-bank.github.io/ordeq/api/ordeq_plotly_express/"><img src="https://upload.wikimedia.org/wikipedia/commons/8/8a/Plotly-logo.png" alt="Plotly Express" height="40"/><br/>Plotly Express</a>
        </td>
    </tr>
</table>

**Cloud storage**

<table>
  <tr>
    <td width="140" height="60" align="center">
      <a href="https://ing-bank.github.io/ordeq/guides/cloud_storage/"><img src="https://1.bp.blogspot.com/-ldXyw__3o8k/XkTq7ynek6I/AAAAAAAATvQ/BMLEAwGefP8tA9YkpVRlfhj8q01qcDWsQCLcBGAsYHQ/s1600/gcp-bucket.png" alt="Google Cloud Storage" height="40"/><br />Google Cloud Storage</a>
    </td>
    <td width="140" height="60" align="center">
      <a href="https://ing-bank.github.io/ordeq/guides/cloud_storage/"><img src="https://logos-world.net/wp-content/uploads/2021/02/Microsoft-Azure-Emblem.png" alt="Azure" height="40"/><br />Azure Storage Blob</a>
    </td>
    <td width="140" height="60" align="center">
      <a href="https://ing-bank.github.io/ordeq/guides/cloud_storage/"><img src="https://freepngdesign.com/content/uploads/images/p-1692-1-aws-s3-logo-png-transparent-logo-585854250269.png" alt="AWS S3" height="40"/><br />AWS S3</a>
    </td>
    <td width="140" height="60" align="center">
      <a href="https://ing-bank.github.io/ordeq/api/ordeq_boto3/"><img src="https://boto3typed.gallerycdn.vsassets.io/extensions/boto3typed/boto3-ide/0.5.4/1680224848596/Microsoft.VisualStudio.Services.Icons.Default" alt="Boto3" height="40"/><br />Boto3</a>
    </td>
    <td width="140" height="60" align="center">
      <a href="https://ing-bank.github.io/ordeq/api/ordeq_bigquery/"><img src="https://estuary.dev/static/83c7d935415b78d5705349a4a0dbba6f/d537a/02_GSC_to_BQ_79b7a442c4.png" alt="Bigquery" height="40"/><br />Bigquery</a>
    </td>
  </tr>
</table>

Have a look at the [package overview][packages] and [API reference][api-ref] for a list of available packages.

## Documentation

Documentation is available at https://ing-bank.github.io/ordeq/.

## Why consider Ordeq?

- Ordeq is **the GenAI companion**: it gives your project structure and consistency, such that GenAI can thrive
- It offers **seamless integrations** with existing data & ML tooling, such as Spark, Pandas, Pydantic and PyMuPDF, and
    adding new integrations is trivial
- It's **actively developed** and **trusted** by data scientists, engineers, analysts and machine learning engineers at ING

## Learning Ordeq

To learn more about Ordeq, check out the following resources:

- See how Ordeq can help your project in the [introduction][intro]
- Check out the [core concepts][core-concepts] to learn how to use Ordeq
- Explore the [example projects][example-projects] to see how Ordeq is used

## Visualizing pipelines

Ordeq makes it easy to visualize your pipelines like this with a single line of code.
Read more in the [documentation](https://ing-bank.github.io/ordeq/guides/run_and_viz/#viz).

The following figure shows an example Ordeq pipeline of a Retrieval-Augmented Generation (RAG) pipeline visualized with Mermaid:

<a href="https://ing-bank.github.io/ordeq/guides/run_and_viz/#viz">
    <img src="https://github.com/ing-bank/ordeq/raw/main/docs/_static/ordeq_example_pipeline.svg" width="800px" alt="RAG pipeline" />
</a>

## Acknowledgements

Ordeq builds upon design choices and ideas from [Kedro] and other frameworks.
It has been developed at ING, with contributions from various individuals.
Please refer to the [acknowledgements] section in the documentation for more details.

## License

Ordeq is available under the MIT license.
Please refer to the [license] and [notice] for more details.

[acknowledgements]: https://ing-bank.github.io/ordeq/contributing/acknowledgements/
[api-ref]: https://ing-bank.github.io/ordeq/api/ordeq/
[core-concepts]: https://ing-bank.github.io/ordeq/getting-started/concepts/io/
[example-projects]: https://github.com/ing-bank/ordeq/tree/main/examples
[intro]: https://ing-bank.github.io/ordeq/getting-started/introduction/
[kedro]: https://github.com/kedro-org/kedro
[license]: https://github.com/ing-bank/ordeq/blob/main/LICENSE
[notice]: https://github.com/ing-bank/ordeq/blob/main/NOTICE
[packages]: https://ing-bank.github.io/ordeq/packages/