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Data classes for custom xarray constructors

Project description

xarray-custom

PyPI Python Test License

:zap: Data classes for custom xarray constructors

TL;DR

xarray-custom is a third-party Python package which helps to create custom DataArray classes in the same manner as the Python's native dataclass. Here is an introduction code of what the package provides:

from xarray_custom import ctype, dataarrayclass

@dataarrayclass(accessor='img')
class Image:
    """DataArray class to represent images."""

    dims = 'x', 'y'
    dtype = float
    x: ctype('x', int) = 0
    y: ctype('y', int) = 0

    def normalize(self):
        return self / self.max()

# create a custom DataArray
image = Image([[0, 1], [2, 3]], x=[0, 1], y=[0, 1])

# use a custom method via an accessor
normalized = image.img.normalize()

# create a custom DataArray filled with ones
ones = Image.ones((2, 2), x=[0, 1], y=[0, 1])

The key points are:

  • Custom DataArray instances with fixed dimensions, datatype, and coordinates can easily be created.
  • NumPy-like special functions like ones() are provided as class methods.
  • Custom DataArray methods can be available via a custom accessor.

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