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Added support for RDS files #72

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MichaelBrueggemann
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  • i added support for RDS files for base R objects
  • also datacubes can be exported as .rds but they are currently just turned into a JSON-Object

@PondiB
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PondiB commented Dec 20, 2023

What are your main use cases for saving in RDS??

@MichaelBrueggemann
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What are your main use cases for saving in RDS??

The main use case is exporting trained machine learning models as RDS. As the models are trained in R, this is currently the best option to provide access to users of the backend.
This is needed for a process we will integrate into the backend soon.

@PondiB
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PondiB commented Dec 21, 2023

The main use case is exporting trained machine learning models as RDS. As the models are trained in R, this is currently the best option to provide access to users of the backend.
This is needed for a process we will integrate into the backend soon.

Cool, for saving and loading ml models I recommend implementing APIs closer to the ones in this openEO-processes pull request

* better error message

* added debugging output

* change host for better local testing

* added feature extraction and data splitting

* updated docu and startup script

* delete old draft process

* code restructure and feature size based reducing

* added model training with fixed hyperparams

* fixed training model

* added /jobs

* add 'save model to workspace' functionality

* added model_id for model retrival

* added test workspace

* added predict model process

* better hyperparameter debug print

* added export "data.frame as NetCDF"

* prediction results as spatial data.frame
* revert commits

* add changeable spatial resolution
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