from __future__ import (absolute_import, division, print_function, unicode_literals) from .constants import Constants from .destag import destagger from .decorators import convert_units from .metadecorators import set_height_metadata from .util import extract_vars, either def _get_geoht(wrfin, timeidx, method="cat", squeeze=True, cache=None, meta=True, _key=None, height=True, msl=True): """Return the geopotential or geopotential height. If *height* is False, then geopotential is returned in units of [m2 s-2]. If *height* is True, then geopotential height is returned in units of [m]. If *msl* is True, then geopotential height is return as Mean Sea Level (MSL). If *msl* is False, then geopotential height is returned as Above Ground Level (AGL). This functions extracts the necessary variables from the NetCDF file object in order to perform the calculation. Args: wrfin (:class:`netCDF4.Dataset`, :class:`Nio.NioFile`, or an \ iterable): WRF-ARW NetCDF data as a :class:`netCDF4.Dataset`, :class:`Nio.NioFile` or an iterable sequence of the aforementioned types. timeidx (:obj:`int` or :data:`wrf.ALL_TIMES`, optional): The desired time index. This value can be a positive integer, negative integer, or :data:`wrf.ALL_TIMES` (an alias for None) to return all times in the file or sequence. The default is 0. method (:obj:`str`, optional): The aggregation method to use for sequences. Must be either 'cat' or 'join'. 'cat' combines the data along the Time dimension. 'join' creates a new dimension for the file index. The default is 'cat'. squeeze (:obj:`bool`, optional): Set to False to prevent dimensions with a size of 1 from being automatically removed from the shape of the output. Default is True. cache (:obj:`dict`, optional): A dictionary of (varname, ndarray) that can be used to supply pre-extracted NetCDF variables to the computational routines. It is primarily used for internal purposes, but can also be used to improve performance by eliminating the need to repeatedly extract the same variables used in multiple diagnostics calculations, particularly when using large sequences of files. Default is None. meta (:obj:`bool`, optional): Set to False to disable metadata and return :class:`numpy.ndarray` instead of :class:`xarray.DataArray`. Default is True. _key (:obj:`int`, optional): A caching key. This is used for internal purposes only. Default is None. height (:obj:`bool`, optional): Set to True to return geopotential height instead of geopotential. Default is True. msl (:obj:`bool`, optional): Set to True to return geopotential height as Mean Sea Level (MSL). Set to False to return the geopotential height as Above Ground Level (AGL) by subtracting the terrain height. Default is True. Returns: :class:`xarray.DataArray` or :class:`numpy.ndarray`: The geopotential or geopotential height. If xarray is enabled and the *meta* parameter is True, then the result will be a :class:`xarray.DataArray` object. Otherwise, the result will be a :class:`numpy.ndarray` object with no metadata. """ varname = either("PH", "GHT")(wrfin) if varname == "PH": ph_vars = extract_vars(wrfin, timeidx, ("PH", "PHB", "HGT"), method, squeeze, cache, meta=False, _key=_key) ph = ph_vars["PH"] phb = ph_vars["PHB"] hgt = ph_vars["HGT"] geopt = ph + phb geopt_unstag = destagger(geopt, -3) else: ght_vars = extract_vars(wrfin, timeidx, ("GHT", "HGT_M"), method, squeeze, cache, meta=False, _key=_key) geopt_unstag = ght_vars["GHT"] * Constants.G hgt = ght_vars["HGT_M"] if height: if msl: return geopt_unstag / Constants.G else: # Due to broadcasting with multifile/multitime, the 2D terrain # array needs to be reshaped to a 3D array so the right dims # line up new_dims = list(hgt.shape) new_dims.insert(-2,1) hgt = hgt.reshape(new_dims) return (geopt_unstag / Constants.G) - hgt else: return geopt_unstag @set_height_metadata(geopt=True) def get_geopt(wrfin, timeidx=0, method="cat", squeeze=True, cache=None, meta=True, _key=None): """Return the geopotential. The geopotential is returned in units of [m2 s-2]. This functions extracts the necessary variables from the NetCDF file object in order to perform the calculation. Args: wrfin (:class:`netCDF4.Dataset`, :class:`Nio.NioFile`, or an \ iterable): WRF-ARW NetCDF data as a :class:`netCDF4.Dataset`, :class:`Nio.NioFile` or an iterable sequence of the aforementioned types. timeidx (:obj:`int` or :data:`wrf.ALL_TIMES`, optional): The desired time index. This value can be a positive integer, negative integer, or :data:`wrf.ALL_TIMES` (an alias for None) to return all times in the file or sequence. The default is 0. method (:obj:`str`, optional): The aggregation method to use for sequences. Must be either 'cat' or 'join'. 'cat' combines the data along the Time dimension. 'join' creates a new dimension for the file index. The default is 'cat'. squeeze (:obj:`bool`, optional): Set to False to prevent dimensions with a size of 1 from being automatically removed from the shape of the output. Default is True. cache (:obj:`dict`, optional): A dictionary of (varname, ndarray) that can be used to supply pre-extracted NetCDF variables to the computational routines. It is primarily used for internal purposes, but can also be used to improve performance by eliminating the need to repeatedly extract the same variables used in multiple diagnostics calculations, particularly when using large sequences of files. Default is None. meta (:obj:`bool`, optional): Set to False to disable metadata and return :class:`numpy.ndarray` instead of :class:`xarray.DataArray`. Default is True. _key (:obj:`int`, optional): A caching key. This is used for internal purposes only. Default is None. Returns: :class:`xarray.DataArray` or :class:`numpy.ndarray`: The geopotential. If xarray is enabled and the *meta* parameter is True, then the result will be a :class:`xarray.DataArray` object. Otherwise, the result will be a :class:`numpy.ndarray` object with no metadata. """ return _get_geoht(wrfin, timeidx, method, squeeze, cache, meta, _key, False, True) @set_height_metadata(geopt=False) @convert_units("height", "m") def get_height(wrfin, timeidx=0, method="cat", squeeze=True, cache=None, meta=True, _key=None, msl=True, units="m"): """Return the geopotential height. If *msl* is True, then geopotential height is returned as Mean Sea Level (MSL). If *msl* is False, then geopotential height is returned as Above Ground Level (AGL) by subtracting the terrain height. This functions extracts the necessary variables from the NetCDF file object in order to perform the calculation. Args: wrfin (:class:`netCDF4.Dataset`, :class:`Nio.NioFile`, or an \ iterable): WRF-ARW NetCDF data as a :class:`netCDF4.Dataset`, :class:`Nio.NioFile` or an iterable sequence of the aforementioned types. timeidx (:obj:`int` or :data:`wrf.ALL_TIMES`, optional): The desired time index. This value can be a positive integer, negative integer, or :data:`wrf.ALL_TIMES` (an alias for None) to return all times in the file or sequence. The default is 0. method (:obj:`str`, optional): The aggregation method to use for sequences. Must be either 'cat' or 'join'. 'cat' combines the data along the Time dimension. 'join' creates a new dimension for the file index. The default is 'cat'. squeeze (:obj:`bool`, optional): Set to False to prevent dimensions with a size of 1 from being automatically removed from the shape of the output. Default is True. cache (:obj:`dict`, optional): A dictionary of (varname, ndarray) that can be used to supply pre-extracted NetCDF variables to the computational routines. It is primarily used for internal purposes, but can also be used to improve performance by eliminating the need to repeatedly extract the same variables used in multiple diagnostics calculations, particularly when using large sequences of files. Default is None. meta (:obj:`bool`, optional): Set to False to disable metadata and return :class:`numpy.ndarray` instead of :class:`xarray.DataArray`. Default is True. _key (:obj:`int`, optional): A caching key. This is used for internal purposes only. Default is None. msl (:obj:`bool`, optional): Set to True to return geopotential height as Mean Sea Level (MSL). Set to False to return the geopotential height as Above Ground Level (AGL) by subtracting the terrain height. Default is True. units (:obj:`str`): The desired units. Refer to the :meth:`getvar` product table for a list of available units for 'z'. Default is 'm'. Returns: :class:`xarray.DataArray` or :class:`numpy.ndarray`: The geopotential height. If xarray is enabled and the *meta* parameter is True, then the result will be a :class:`xarray.DataArray` object. Otherwise, the result will be a :class:`numpy.ndarray` object with no metadata. """ return _get_geoht(wrfin, timeidx, method, squeeze, cache, meta, _key, True, msl)