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Updates for rosetta-soil v0.3.0 #15

Description

@brownag

I did some review and drafting of updates to add support for new rosetta-soil v0.3.0

Here is a checklist of items to address:

  • Performance regression with large inputs (PR made to upstream)
  • Add rosesoil() wrapper function
  • Add UnsaturatedK class, constructor, and predict() method
  • Add estimate_type argument for run_rosetta()
  • Deprecate SoilDataFromArray() and ann_predict() for rosetta-soil >= 0.3.0

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