A collection of diagnostic and interpolation routines for use with output from the Weather Research and Forecasting (WRF-ARW) Model.
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import unittest as ut
import numpy.testing as nt
import numpy as np
import numpy.ma as ma
import os
import sys
import subprocess
from wrf import (getvar, interplevel, interpline, vertcross, vinterp,
disable_xarray, xarray_enabled, to_np,
xy_to_ll, ll_to_xy, xy_to_ll_proj, ll_to_xy_proj,
extract_global_attrs, viewitems, CoordPair, ll_points)
from wrf.util import is_multi_file
IN_DIR = "/Users/ladwig/Documents/wrf_files/wrf_vortex_multi"
TEST_FILES = [os.path.join(IN_DIR, "wrfout_d02_2005-08-28_00:00:00"),
os.path.join(IN_DIR, "wrfout_d02_2005-08-28_12:00:00"),
os.path.join(IN_DIR, "wrfout_d02_2005-08-29_00:00:00")]
def wrfin_gen(wrf_in):
for x in wrf_in:
yield x
class wrf_in_iter_class(object):
def __init__(self, wrf_in):
self._wrf_in = wrf_in
self._total = len(wrf_in)
self._i = 0
def __iter__(self):
return self
def next(self):
if self._i >= self._total:
raise StopIteration
else:
result = self._wrf_in[self._i]
self._i += 1
return result
# Python 3
def __next__(self):
return self.next()
def make_test(varname, wrf_in):
def test(self):
x = getvar(wrf_in, varname, 0)
xa = getvar(wrf_in, varname, None)
return test
def make_interp_test(varname, wrf_in):
def test(self):
# Only testing vinterp since other interpolation just use variables
if (varname == "vinterp"):
for timeidx in (0, None):
eth = getvar(wrf_in, "eth", timeidx=timeidx)
interp_levels = [850,500,5]
field = vinterp(wrf_in,
field=eth,
vert_coord="pressure",
interp_levels=interp_levels,
extrapolate=True,
field_type="theta-e",
timeidx=timeidx,
log_p=True)
else:
pass
return test
def make_latlon_test(testid, wrf_in):
def test(self):
if testid == "xy_out":
# Lats/Lons taken from NCL script, just hard-coding for now
lats = [-55, -60, -65]
lons = [25, 30, 35]
xy = ll_to_xy(wrf_in, lats, lons, timeidx=0)
xy = ll_to_xy(wrf_in, lats, lons, timeidx=None)
else:
i_s = np.asarray([10, 100, 150], int)
j_s = np.asarray([10, 100, 150], int)
ll = xy_to_ll(wrf_in, i_s, j_s, timeidx=0)
ll = xy_to_ll(wrf_in, i_s, j_s, timeidx=None)
return test
class WRFVarsTest(ut.TestCase):
longMessage = True
class WRFInterpTest(ut.TestCase):
longMessage = True
class WRFLatLonTest(ut.TestCase):
longMessage = True
if __name__ == "__main__":
from wrf import (omp_set_num_threads, omp_set_schedule, omp_get_schedule,
omp_set_dynamic, omp_get_num_procs, OMP_SCHED_STATIC)
omp_set_num_threads(omp_get_num_procs()-1)
omp_set_schedule(OMP_SCHED_STATIC, 0)
omp_set_dynamic(False)
ignore_vars = [] # Not testable yet
wrf_vars = ["avo", "eth", "cape_2d", "cape_3d", "ctt", "dbz", "mdbz",
"geopt", "helicity", "lat", "lon", "omg", "p", "pressure",
"pvo", "pw", "rh2", "rh", "slp", "ter", "td2", "td", "tc",
"theta", "tk", "tv", "twb", "updraft_helicity", "ua", "va",
"wa", "uvmet10", "uvmet", "z", "cfrac", "zstag", "geopt_stag"]
interp_methods = ["interplevel", "vertcross", "interpline", "vinterp"]
latlon_tests = ["xy_out", "ll_out"]
for nc_lib in ("netcdf4", "pynio", "scipy"):
if nc_lib == "netcdf4":
try:
from netCDF4 import Dataset
except ImportError:
print ("netcdf4-python not installed")
continue
else:
test_in = [Dataset(x) for x in TEST_FILES]
elif nc_lib == "pynio":
try:
from Nio import open_file
except ImportError:
print ("PyNIO not installed")
continue
else:
test_in = [open_file(x +".nc", "r") for x in TEST_FILES]
elif nc_lib == "scipy":
try:
from scipy.io.netcdf import netcdf_file
except ImportError:
print ("scipy.io.netcdf not installed")
else:
test_in = [netcdf_file(x, mmap=False) for x in TEST_FILES]
input0 = test_in[0]
input1 = test_in
input2 = tuple(input1)
input3 = wrfin_gen(test_in)
input4 = wrf_in_iter_class(test_in)
input5 = {"A" : input1,
"B" : input2}
input6 = {"A" : {"AA" : input1},
"B" : {"BB" : input2}}
for i,input in enumerate((input0, input1, input2,
input3, input4, input5, input6)):
for var in wrf_vars:
if var in ignore_vars:
continue
test_func1 = make_test(var, input)
setattr(WRFVarsTest, "test_{0}_input{1}_{2}".format(nc_lib,
i, var),
test_func1)
for method in interp_methods:
test_interp_func1 = make_interp_test(method, input)
setattr(WRFInterpTest,
"test_{0}_input{1}_{2}".format(nc_lib,
i, method),
test_interp_func1)
for testid in latlon_tests:
test_ll_func = make_latlon_test(testid, input)
test_name = "test_{0}_input{1}_{2}".format(nc_lib, i, testid)
setattr(WRFLatLonTest, test_name, test_ll_func)
ut.main()