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temp[:, 2] + bary = np.einsum("njk,nk->nj", temp[:, :2, :], delta) + wgts = np.hstack((bary, 1 - bary.sum(axis=1, keepdims=True))) + weights = np.where(isfound[:, None], wgts, 0) + + return indices, weights + + +def _linear_weights_cropped_domain( + pts_src: ArrayLike, pts_dst: ArrayLike, buffer: float = 4e3 +) -> tuple[NDArray, NDArray]: + """Crop the grid to output domain.""" + xmin, ymin = np.min(pts_dst, axis=0) - buffer + xmax, ymax = np.max(pts_dst, axis=0) + buffer + x, y = np.transpose(pts_src) + mask = (xmin < x) & (x < xmax) & (ymin < y) & (y < ymax) + [idx] = np.nonzero(mask) + indices, weights = _linear_weights(np.extract(mask, pts_src), pts_dst) + return idx[indices], weights + + +def iconremap( + field: xr.DataArray, dst: RegularGrid, method: Literal["byc"] = "byc" +) -> xr.DataArray: + """Remap ICON native grid data to a regular grid. + + Note that the interpolation method is linear. + + Parameters + ---------- + field : xarray.DataArray + A field with data in the ICON native grid. + dst : RegularGrid + A regular grid in any coordinate system. + method : Literal["byc"] + Method used to perform the interpolation. + + Available methods: + - byc: Barycentric linear interpolation. + + Returns + ------- + xarray.DataArray + Field with data remapped to the given swiss grid. + + """ + if method not in {"byc"}: + raise NotImplementedError(f"method: {method} is not implemented") + + utm_crs = "epsg:32632" # UTM zone 32N + + transformer_src = Transformer.from_crs("epsg:4326", utm_crs) + points_src = transformer_src.transform(field.lat, field.lon) + + gx, gy = np.meshgrid(dst.x, dst.y) + transformer_dst = Transformer.from_crs(dst.crs.wkt, utm_crs) + points_dst = transformer_dst.transform(gx.flat, gy.flat) + + xy = np.array(points_src).T + uv = np.array(points_dst).T + + indices, weights = _linear_weights_cropped_domain(xy, uv) + + return _icon2regular(field, dst, indices, weights) diff --git a/tests/test_meteodatalab/fieldextra_templates/test_iconremap.nl b/tests/test_meteodatalab/fieldextra_templates/test_iconremap.nl index fa89090..2cbf489 100644 --- a/tests/test_meteodatalab/fieldextra_templates/test_iconremap.nl +++ b/tests/test_meteodatalab/fieldextra_templates/test_iconremap.nl @@ -36,7 +36,7 @@ in_file = "{{ file.inputi }}" tstart = 0, tstop = 0, tincr = 1 out_regrid_target = "{{ out_regrid_target }}" - out_regrid_method = "icontools,rbf" + out_regrid_method = "{{ out_regrid_method }}" out_file = "{{ file.output }}" out_type = "NETCDF" / diff --git a/tests/test_meteodatalab/test_regrid.py b/tests/test_meteodatalab/test_regrid.py index e2a7d13..849bb0b 100644 --- a/tests/test_meteodatalab/test_regrid.py +++ b/tests/test_meteodatalab/test_regrid.py @@ -85,6 +85,7 @@ def test_icon2geolatlon(data_dir, fieldextra, model_name): "iconremap", model_name=model_name, out_regrid_target=out_regrid_target[model_name], + out_regrid_method="icontools,rbf", icon_grid_description=icon_grid_description[model_name], conf_files={ "inputi": data_dir / f"{model_name.upper()}_lfff0000_000", @@ -121,6 +122,7 @@ def test_icon2rotlatlon(data_dir, fieldextra, model_name): "iconremap", model_name=model_name, out_regrid_target=out_regrid_target[model_name], + out_regrid_method="icontools,rbf", icon_grid_description=icon_grid_description[model_name], conf_files={ "inputi": data_dir / f"{model_name.upper()}_lfff0000_000", @@ -129,3 +131,40 @@ def test_icon2rotlatlon(data_dir, fieldextra, model_name): ) assert_allclose(observed, fx_ds["T"], rtol=1e-4, atol=1e-4) + + +@pytest.mark.skip(reason="the byc method in fx is not optimised (>30min on icon-ch1)") +@pytest.mark.data("iconremap") +@pytest.mark.parametrize("model_name", ["icon-ch1-eps", "icon-ch2-eps"]) +def test_icon2swiss(data_dir, fieldextra, model_name): + datafiles = [str(data_dir / f"{model_name.upper()}_lfff00000000_000")] + source = data_source.FileDataSource(datafiles=datafiles) + ds = grib_decoder.load(source, "T") + + out_regrid_target = { + "icon-ch1-eps": "swiss,255500,-159500,964500,479500,1000,1000", + "icon-ch2-eps": "swiss95,2439000,1040500,2867000,1334500,2000,2000", + } + + dst = regrid.RegularGrid.parse_regrid_operator(out_regrid_target[model_name]) + observed = regrid.iconremap(ds["T"], dst) + + root = "/oprusers/osm/opr.emme/data/ICON_INPUT" + icon_grid_description = { + "icon-ch1-eps": f"{root}/ICON-CH1-EPS/icon_grid_0001_R19B08_mch.nc", + "icon-ch2-eps": f"{root}/ICON-CH2-EPS/icon_grid_0002_R19B07_mch.nc", + } + + fx_ds = fieldextra( + "iconremap", + model_name=model_name, + out_regrid_target=out_regrid_target[model_name], + out_regrid_method="icontools,byc", + icon_grid_description=icon_grid_description[model_name], + conf_files={ + "inputi": data_dir / f"{model_name.upper()}_lfff0000_000", + "output": "_outfile.nc", + }, + ) + + assert_allclose(observed, fx_ds["T"], rtol=1e-2, atol=1)