Universal virtualfile_from_data function to replace virtualfile_from_grid/matrix/vectors #949
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Description of the desired feature
As a user, I'd like to be able to pass in any type of data into a PyGMT function in a consistent way, be it:
str
type filenamenumpy.ndarray
pandas.DataFrame
matrixgeopandas.GeoDataFrame
(Integration with geopandas to plot shapely geometries #608)xarray.DataArray
grid, or even 1d arrays!Current state
We have a not so nice
if... then
block that currently handles the Input/Output (I/O) of data into PyGMT. This results in an incosistent API. E.g.fig.plot
requiresnumpy.ndarray
inputs whilepygmt.grdtrack
requirespandas.DataFrame
inputs. Users (e.g. at https://forum.generic-mapping-tools.org/t/pygmt-plot-errorbars) should not have to figure out which PyData format is needed.Originally posted by @weiji14 in #946 (comment)
Future state
The idea is to have a
virtualfile_from_data()
function (open to other names) that wraps around the currentdummy_context
/virtualfile_from_matrix
/virtualfile_from_vectors
/virtualfile_from_grid
functions, which makes things easier for both end users and developers wrapping new modules that handle data.This universal
virtualfile_from_data()
may pave the way to support more data inputs in the future:geopandas.GeoDataFrame
inputs, useful forfig.plot
Integration with geopandas to plot shapely geometries #608Trace
/Stream
/Inventory
objects ObsPy integration #967io.StringIO
, useful forfig.legend
RFC Allow for io.StringIO inputs to certain modules #576pint
arrays? Allow passing in a column to plot for error_bars #735TLDR: Be able to throw any sort of data into a PyGMT function and it will 'just work'.
Note that
xarray
is in the process of refactoring to an APIv2 (see pydata/xarray#4309) that has some similarities with this issue. They call it a 'Flexible Backend", a sort of extensible 'plugin'-type system which is a bit more future proofed to allow for new data formats (e.g. GPU backed arrays) coming in.Are you willing to help implement and maintain this feature? Yes, but help is very welcome
Update: The
virtualfile_from_data
function has been created in #961. Feel free people to refactor some of the plotting/data processing functions in https://github.com/GenericMappingTools/pygmt/tree/master/pygmt/src to use this (e.g.contour
,meca
, etc).TODO:
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