JiaweiZhuang / xESMF

Universal Regridder for Geospatial Data
http://xesmf.readthedocs.io/
MIT License
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Regridding successful with "bilinear" method but throws error with "conservative" method #140

Open alyssa-stansfield opened 4 weeks ago

alyssa-stansfield commented 4 weeks ago

I am working on regridding precipitation on a regional WRF grid to the rectilinear GPM IMERG grid. The problem is when the regridding method is set to "bilinear", the regridding works, but when I change the method to "conservative", it fails with this error:

KeyError: "Dataset.cf does not understand the key 'longitude'. Use 'repr(Dataset.cf)' (or 'Dataset.cf' in a Jupyter environment) to see a list of key names that can be interpreted."

None of the variables are named "longitude" so I'm confused about what this error means and how just switching the regridding method raises it. Below is my script, where xe.Regridder fails.

import xarray as xr

import xesmf as xe

fin = xr.open_dataset("CONUS404_6hourly_2022083118_TCprecip_values.nc") sf = fin.rename(name_dict={"XLAT":"lat", "XLONG":"lon"}) print (sf)

fout = xr.open_dataset("/glade/derecho/scratch/alyssas/FROM_CHEYENNE/IMERG/IMERG_6hourly_2022062212.nc") fout.drop_vars(["PRECT"])

print (fout)

regridder = xe.Regridder(sf,fout,"conservative")

Below is the full error message: Traceback (most recent call last): File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/xarray/core/dataset.py", line 1393, in _construct_dataarray variable = self._variables[name] KeyError: 'longitude'

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/cf_xarray/accessor.py", line 838, in _getitem extravars = accessor.get_associated_variable_names( File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/cf_xarray/accessor.py", line 1722, in get_associated_variable_names attrs_or_encoding = ChainMap(self._obj[name].attrs, self._obj[name].encoding) File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/xarray/core/dataset.py", line 1484, in getitem return self._construct_dataarray(key) File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/xarray/core/dataset.py", line 1395, in _constructdataarray , name, variable = _get_virtual_variable(self._variables, name, self.dims) File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/xarray/core/dataset.py", line 196, in _get_virtual_variable raise KeyError(key) KeyError: 'longitude'

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/xesmf/frontend.py", line 69, in _get_lon_lat_bounds lon_bnds = ds.cf.get_bounds('longitude') File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/cf_xarray/accessor.py", line 2285, in get_bounds results = self[[key]].cf.bounds.get(key, []) File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/cf_xarray/accessor.py", line 2173, in getitem return _getitem(self, key) File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/cf_xarray/accessor.py", line 881, in _getitem raise KeyError( KeyError: "Dataset.cf does not understand the key 'longitude'. Use 'repr(Dataset.cf)' (or 'Dataset.cf' in a Jupyter environment) to see a list of key names that can be interpreted."

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/xarray/core/dataset.py", line 1393, in _construct_dataarray variable = self._variables[name] KeyError: 'longitude'

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/cf_xarray/accessor.py", line 838, in _getitem extravars = accessor.get_associated_variable_names( File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/cf_xarray/accessor.py", line 1722, in get_associated_variable_names attrs_or_encoding = ChainMap(self._obj[name].attrs, self._obj[name].encoding) File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/xarray/core/dataset.py", line 1484, in getitem return self._construct_dataarray(key) File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/xarray/core/dataset.py", line 1395, in _constructdataarray , name, variable = _get_virtual_variable(self._variables, name, self.dims) File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/xarray/core/dataset.py", line 196, in _get_virtual_variable raise KeyError(key) KeyError: 'longitude'

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "/glade/derecho/scratch/alyssas/CONUS404/precip_files/test.py", line 17, in regridder = xe.Regridder(sf,fout,"conservative") File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/xesmf/frontend.py", line 779, in init grid_in, shape_in, input_dims = ds_to_ESMFgrid( File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/xesmf/frontend.py", line 136, in ds_to_ESMFgrid lon_b, lat_b = _get_lon_lat_bounds(ds) File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/xesmf/frontend.py", line 72, in _get_lon_lat_bounds if ds.cf['longitude'].ndim > 1: File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/cf_xarray/accessor.py", line 2173, in getitem return _getitem(self, key) File "/glade/u/apps/opt/conda/envs/npl/lib/python3.10/site-packages/cf_xarray/accessor.py", line 881, in _getitem raise KeyError( KeyError: "Dataset.cf does not understand the key 'longitude'. Use 'repr(Dataset.cf)' (or 'Dataset.cf' in a Jupyter environment) to see a list of key names that can be interpreted."

alyssa-stansfield commented 4 weeks ago

I've figured out this is because my input file (a WRF model output file) does not have any information about the grid corners, which is required for conservative regridding. Adding a function that automatically estimates the grid corners might be nice. I know the NCL regridding functions do this.