ocf-data-sampler


Nameocf-data-sampler JSON
Version 0.0.53 PyPI version JSON
download
home_pageNone
SummarySample from weather data for renewable energy prediction
upload_time2025-01-24 14:51:17
maintainerOpen Climate Fix Ltd
docs_urlNone
authorJames Fulton, Peter Dudfield, and the Open Climate Fix team
requires_python>=3.8
licenseMIT License Copyright (c) 2023 Open Climate Fix Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
keywords weather data renewable energy prediction sample weather data
VCS
bugtrack_url
requirements No requirements were recorded.
Travis-CI No Travis.
coveralls test coverage
            # ocf-data-sampler
 
<!-- ALL-CONTRIBUTORS-BADGE:START - Do not remove or modify this section -->
[![All Contributors](https://img.shields.io/badge/all_contributors-12-orange.svg?style=flat-square)](#contributors-)
<!-- ALL-CONTRIBUTORS-BADGE:END -->

[![tags badge](https://img.shields.io/github/v/tag/openclimatefix/ocf-data-sampler?include_prereleases&sort=semver&color=FFAC5F)](https://github.com/openclimatefix/ocf-data-sampler/tags)
[![ease of contribution: easy](https://img.shields.io/badge/ease%20of%20contribution:%20easy-32bd50)](https://github.com/openclimatefix#how-easy-is-it-to-get-involved) 

**ocf-data-sampler** contains all the tools needed to create samples and feed them to our models, such as [PVNet](https://github.com/openclimatefix/PVNet/). The data we work with—typically energy data, satellite imagery, and numerical weather predictions (NWPs)—is usually too heavy to do this on the fly, so that's where this repo comes in: handling steps like opening the data, selecting the right samples, normalising and reshaping, and saving to and reading from disk.

We are currently migrating to this repo from [ocf_datapipes](https://github.com/openclimatefix/ocf_datapipes/), which performs the same functions but is built around `PyTorch DataPipes`, which are quite cumbersome to work with and are no longer maintained by PyTorch. **ocf-data-sampler** uses `PyTorch Datasets`, and we've taken the opportunity to make the code much cleaner and more manageable.

> [!Note]
> This repository is still in development and does not yet have the full 
> functionality of its predecessor, [ocf_datapipes](https://github.com/openclimatefix/ocf_datapipes/).
> It might not be ready for use out of the box! We would really appreciate any help to let us make the transition faster.

## Documentation

**ocf-data-sampler** doesn't have external documentation _yet_; you can read a bit about how our torch datasets work in the README [here](ocf_data_sampler/torch_datasets/README.md).


## FAQ

If you have any questions about this or any other of our repos, don't hesitate to hop to our [Discussions Page](https://github.com/orgs/openclimatefix/discussions)!

### How does ocf-data-sampler deal with data sources that use different projections (e.g. some are in latitude-longitude, and some in OSGB)?

When creating samples, we make a spatial crop of a preset size centred around a point of interest (POI, usually a solar or wind farm). The size of the crop is set not in miles or kilometres, but in 'pixels', which would be different for different data sources, depending on their spatial resolution, projections they use, and where the POI is. For example, a latitude-longitude source with a 1° resolution will have pixel sizes corresponding to very different 'surface' distances (that you might measure in, e.g., kilometres) from a source with 0.1° resolution. The pixel size will even be different for the same source depending on how close the POI is to the equator!

Instead of trying to accommodate for all these differences and make all the sources use the same spatial grid, we translate the POI's position into the corresponding coordinate system and select the crop using the source's original grid. This 'snapshot' is then passed to the model with no additional information on what specific coordinates it represents; instead, since the size is always the same and the POI is always in the centre, the model gets consistent information on the measurements at a location near the POI and how it affects the target, without any explicit knowledge of where that location is in coordinate system terms.

## Development

You can install **ocf-data-sampler** for development as follows:

``` 
pip install git+https://github.com/openclimatefix/ocf-data-sampler.git
```

### Running the test suite

The tests in this project use `pytest`. Once you have it installed, you can run it from the project's directory:

```
cd ocf-data-sampler
pytest
``` 

## Contributing and community

[![issues badge](https://img.shields.io/github/issues/openclimatefix/ocf-data-sampler?color=FFAC5F)](https://github.com/openclimatefix/ocf-data-sampler/issues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc)

- PR's are welcome! See the [Organisation Profile](https://github.com/openclimatefix) for details on contributing
- Find out about our other projects in the [OCF Meta Repo](https://github.com/openclimatefix/ocf-meta-repo)
- Check out the [OCF blog](https://openclimatefix.org/blog) for updates
- Follow OCF on [LinkedIn](https://uk.linkedin.com/company/open-climate-fix)


## Contributors

Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/docs/en/emoji-key)):

<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
<!-- prettier-ignore-start -->
<!-- markdownlint-disable -->
<table>
  <tbody>
    <tr>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/dfulu"><img src="https://avatars.githubusercontent.com/u/41546094?v=4?s=100" width="100px;" alt="James Fulton"/><br /><sub><b>James Fulton</b></sub></a><br /><a href="https://github.com/openclimatefix/ocf-data-sampler/commits?author=dfulu" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/AUdaltsova"><img src="https://avatars.githubusercontent.com/u/43303448?v=4?s=100" width="100px;" alt="Alexandra Udaltsova"/><br /><sub><b>Alexandra Udaltsova</b></sub></a><br /><a href="https://github.com/openclimatefix/ocf-data-sampler/commits?author=AUdaltsova" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Sukh-P"><img src="https://avatars.githubusercontent.com/u/42407101?v=4?s=100" width="100px;" alt="Sukhil Patel"/><br /><sub><b>Sukhil Patel</b></sub></a><br /><a href="https://github.com/openclimatefix/ocf-data-sampler/commits?author=Sukh-P" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/peterdudfield"><img src="https://avatars.githubusercontent.com/u/34686298?v=4?s=100" width="100px;" alt="Peter Dudfield"/><br /><sub><b>Peter Dudfield</b></sub></a><br /><a href="https://github.com/openclimatefix/ocf-data-sampler/commits?author=peterdudfield" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/VikramsDataScience"><img src="https://avatars.githubusercontent.com/u/45002417?v=4?s=100" width="100px;" alt="Vikram Pande"/><br /><sub><b>Vikram Pande</b></sub></a><br /><a href="https://github.com/openclimatefix/ocf-data-sampler/commits?author=VikramsDataScience" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/SophiaLi20"><img src="https://avatars.githubusercontent.com/u/163532536?v=4?s=100" width="100px;" alt="Unnati Bhardwaj"/><br /><sub><b>Unnati Bhardwaj</b></sub></a><br /><a href="https://github.com/openclimatefix/ocf-data-sampler/commits?author=SophiaLi20" title="Documentation">📖</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/alirashidAR"><img src="https://avatars.githubusercontent.com/u/110668489?v=4?s=100" width="100px;" alt="Ali Rashid"/><br /><sub><b>Ali Rashid</b></sub></a><br /><a href="https://github.com/openclimatefix/ocf-data-sampler/commits?author=alirashidAR" title="Code">💻</a></td>
    </tr>
    <tr>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/felix-e-h-p"><img src="https://avatars.githubusercontent.com/u/137530077?v=4?s=100" width="100px;" alt="Felix"/><br /><sub><b>Felix</b></sub></a><br /><a href="https://github.com/openclimatefix/ocf-data-sampler/commits?author=felix-e-h-p" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://timothyajaniportfolio-b6v3zq29k-timthegreat.vercel.app/"><img src="https://avatars.githubusercontent.com/u/60073728?v=4?s=100" width="100px;" alt="Ajani Timothy"/><br /><sub><b>Ajani Timothy</b></sub></a><br /><a href="https://github.com/openclimatefix/ocf-data-sampler/commits?author=Tim1119" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://rupeshmangalam.vercel.app/"><img src="https://avatars.githubusercontent.com/u/91172425?v=4?s=100" width="100px;" alt="Rupesh Mangalam"/><br /><sub><b>Rupesh Mangalam</b></sub></a><br /><a href="https://github.com/openclimatefix/ocf-data-sampler/commits?author=RupeshMangalam21" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="http://siddharth7113.github.io"><img src="https://avatars.githubusercontent.com/u/114160268?v=4?s=100" width="100px;" alt="Siddharth"/><br /><sub><b>Siddharth</b></sub></a><br /><a href="https://github.com/openclimatefix/ocf-data-sampler/commits?author=siddharth7113" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Sachin-G13"><img src="https://avatars.githubusercontent.com/u/190184500?v=4?s=100" width="100px;" alt="Sachin-G13"/><br /><sub><b>Sachin-G13</b></sub></a><br /><a href="https://github.com/openclimatefix/ocf-data-sampler/commits?author=Sachin-G13" title="Code">💻</a></td>
    </tr>
  </tbody>
</table>

<!-- markdownlint-restore -->
<!-- prettier-ignore-end -->

<!-- ALL-CONTRIBUTORS-LIST:END -->

This project follows the [all-contributors](https://github.com/all-contributors/all-contributors) specification. Contributions of any kind welcome!

---

*Part of the [Open Climate Fix](https://github.com/orgs/openclimatefix/people) community.*

[![OCF Logo](https://cdn.prod.website-files.com/62d92550f6774db58d441cca/6324a2038936ecda71599a8b_OCF_Logo_black_trans.png)](https://openclimatefix.org)


            

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    "description": "# ocf-data-sampler\n \n<!-- ALL-CONTRIBUTORS-BADGE:START - Do not remove or modify this section -->\n[![All Contributors](https://img.shields.io/badge/all_contributors-12-orange.svg?style=flat-square)](#contributors-)\n<!-- ALL-CONTRIBUTORS-BADGE:END -->\n\n[![tags badge](https://img.shields.io/github/v/tag/openclimatefix/ocf-data-sampler?include_prereleases&sort=semver&color=FFAC5F)](https://github.com/openclimatefix/ocf-data-sampler/tags)\n[![ease of contribution: easy](https://img.shields.io/badge/ease%20of%20contribution:%20easy-32bd50)](https://github.com/openclimatefix#how-easy-is-it-to-get-involved) \n\n**ocf-data-sampler** contains all the tools needed to create samples and feed them to our models, such as [PVNet](https://github.com/openclimatefix/PVNet/). The data we work with\u2014typically energy data, satellite imagery, and numerical weather predictions (NWPs)\u2014is usually too heavy to do this on the fly, so that's where this repo comes in: handling steps like opening the data, selecting the right samples, normalising and reshaping, and saving to and reading from disk.\n\nWe are currently migrating to this repo from [ocf_datapipes](https://github.com/openclimatefix/ocf_datapipes/), which performs the same functions but is built around `PyTorch DataPipes`, which are quite cumbersome to work with and are no longer maintained by PyTorch. **ocf-data-sampler** uses `PyTorch Datasets`, and we've taken the opportunity to make the code much cleaner and more manageable.\n\n> [!Note]\n> This repository is still in development and does not yet have the full \n> functionality of its predecessor, [ocf_datapipes](https://github.com/openclimatefix/ocf_datapipes/).\n> It might not be ready for use out of the box! We would really appreciate any help to let us make the transition faster.\n\n## Documentation\n\n**ocf-data-sampler** doesn't have external documentation _yet_; you can read a bit about how our torch datasets work in the README [here](ocf_data_sampler/torch_datasets/README.md).\n\n\n## FAQ\n\nIf you have any questions about this or any other of our repos, don't hesitate to hop to our [Discussions Page](https://github.com/orgs/openclimatefix/discussions)!\n\n### How does ocf-data-sampler deal with data sources that use different projections (e.g. some are in latitude-longitude, and some in OSGB)?\n\nWhen creating samples, we make a spatial crop of a preset size centred around a point of interest (POI, usually a solar or wind farm). The size of the crop is set not in miles or kilometres, but in 'pixels', which would be different for different data sources, depending on their spatial resolution, projections they use, and where the POI is. For example, a latitude-longitude source with a 1\u00b0 resolution will have pixel sizes corresponding to very different 'surface' distances (that you might measure in, e.g., kilometres) from a source with 0.1\u00b0 resolution. The pixel size will even be different for the same source depending on how close the POI is to the equator!\n\nInstead of trying to accommodate for all these differences and make all the sources use the same spatial grid, we translate the POI's position into the corresponding coordinate system and select the crop using the source's original grid. This 'snapshot' is then passed to the model with no additional information on what specific coordinates it represents; instead, since the size is always the same and the POI is always in the centre, the model gets consistent information on the measurements at a location near the POI and how it affects the target, without any explicit knowledge of where that location is in coordinate system terms.\n\n## Development\n\nYou can install **ocf-data-sampler** for development as follows:\n\n``` \npip install git+https://github.com/openclimatefix/ocf-data-sampler.git\n```\n\n### Running the test suite\n\nThe tests in this project use `pytest`. Once you have it installed, you can run it from the project's directory:\n\n```\ncd ocf-data-sampler\npytest\n``` \n\n## Contributing and community\n\n[![issues badge](https://img.shields.io/github/issues/openclimatefix/ocf-data-sampler?color=FFAC5F)](https://github.com/openclimatefix/ocf-data-sampler/issues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc)\n\n- PR's are welcome! See the [Organisation Profile](https://github.com/openclimatefix) for details on contributing\n- Find out about our other projects in the [OCF Meta Repo](https://github.com/openclimatefix/ocf-meta-repo)\n- Check out the [OCF blog](https://openclimatefix.org/blog) for updates\n- Follow OCF on [LinkedIn](https://uk.linkedin.com/company/open-climate-fix)\n\n\n## Contributors\n\nThanks goes to these wonderful people ([emoji key](https://allcontributors.org/docs/en/emoji-key)):\n\n<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->\n<!-- prettier-ignore-start -->\n<!-- markdownlint-disable -->\n<table>\n  <tbody>\n    <tr>\n      <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/dfulu\"><img src=\"https://avatars.githubusercontent.com/u/41546094?v=4?s=100\" width=\"100px;\" alt=\"James Fulton\"/><br /><sub><b>James Fulton</b></sub></a><br /><a href=\"https://github.com/openclimatefix/ocf-data-sampler/commits?author=dfulu\" title=\"Code\">\ud83d\udcbb</a></td>\n      <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/AUdaltsova\"><img src=\"https://avatars.githubusercontent.com/u/43303448?v=4?s=100\" width=\"100px;\" alt=\"Alexandra Udaltsova\"/><br /><sub><b>Alexandra Udaltsova</b></sub></a><br /><a href=\"https://github.com/openclimatefix/ocf-data-sampler/commits?author=AUdaltsova\" title=\"Code\">\ud83d\udcbb</a></td>\n      <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/Sukh-P\"><img src=\"https://avatars.githubusercontent.com/u/42407101?v=4?s=100\" width=\"100px;\" alt=\"Sukhil Patel\"/><br /><sub><b>Sukhil Patel</b></sub></a><br /><a href=\"https://github.com/openclimatefix/ocf-data-sampler/commits?author=Sukh-P\" title=\"Code\">\ud83d\udcbb</a></td>\n      <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/peterdudfield\"><img src=\"https://avatars.githubusercontent.com/u/34686298?v=4?s=100\" width=\"100px;\" alt=\"Peter Dudfield\"/><br /><sub><b>Peter Dudfield</b></sub></a><br /><a href=\"https://github.com/openclimatefix/ocf-data-sampler/commits?author=peterdudfield\" title=\"Code\">\ud83d\udcbb</a></td>\n      <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/VikramsDataScience\"><img src=\"https://avatars.githubusercontent.com/u/45002417?v=4?s=100\" width=\"100px;\" alt=\"Vikram Pande\"/><br /><sub><b>Vikram Pande</b></sub></a><br /><a href=\"https://github.com/openclimatefix/ocf-data-sampler/commits?author=VikramsDataScience\" title=\"Code\">\ud83d\udcbb</a></td>\n      <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/SophiaLi20\"><img src=\"https://avatars.githubusercontent.com/u/163532536?v=4?s=100\" width=\"100px;\" alt=\"Unnati Bhardwaj\"/><br /><sub><b>Unnati Bhardwaj</b></sub></a><br /><a href=\"https://github.com/openclimatefix/ocf-data-sampler/commits?author=SophiaLi20\" 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Contributions of any kind welcome!\n\n---\n\n*Part of the [Open Climate Fix](https://github.com/orgs/openclimatefix/people) community.*\n\n[![OCF Logo](https://cdn.prod.website-files.com/62d92550f6774db58d441cca/6324a2038936ecda71599a8b_OCF_Logo_black_trans.png)](https://openclimatefix.org)\n\n",
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