|
| 1 | +from pathlib import Path |
| 2 | + |
| 3 | +import numpy as np |
| 4 | + |
| 5 | +from modflow_devtools.netcdf import ( |
| 6 | + DNODATA, |
| 7 | + FILLNA_FLOAT64, |
| 8 | + FILLNA_INT32, |
| 9 | + ModelNetCDFConfig, |
| 10 | + NetCDFInput, |
| 11 | + PkgNetCDFConfig, |
| 12 | +) |
| 13 | +from modflow_devtools.netcdf_schema import validate |
| 14 | + |
| 15 | +PROJ_ROOT = Path(__file__).parents[1] |
| 16 | +DFN_DIR = PROJ_ROOT / "autotest" / "temp" / "dfn" |
| 17 | +TOML_DIR = DFN_DIR / "toml" |
| 18 | + |
| 19 | + |
| 20 | +def test_validate_model(): |
| 21 | + variables = [ |
| 22 | + { |
| 23 | + "param": "gwf/welg/aux", |
| 24 | + "attrs": {"modflow_input": "<GWF_NAME>/<WELG_NAME>/AUX", "modflow_iaux": 1}, |
| 25 | + "encodings": {"_FillValue": 3e30}, |
| 26 | + "shape": ["time", "z", "y", "x"], |
| 27 | + "varname": "welg_0_aux", |
| 28 | + "numeric_type": "f8", |
| 29 | + }, |
| 30 | + { |
| 31 | + "param": "gwf/welg/q", |
| 32 | + "attrs": {"modflow_input": "<GWF_NAME>/<WELG_NAME>/Q"}, |
| 33 | + "encodings": {"_FillValue": 3e30}, |
| 34 | + "shape": ["time", "z", "y", "x"], |
| 35 | + "varname": "welg_0_q", |
| 36 | + "numeric_type": "f8", |
| 37 | + }, |
| 38 | + ] |
| 39 | + nc_meta = { |
| 40 | + "attrs": { |
| 41 | + "modflow_grid": "structured", |
| 42 | + "modflow_model": "gwf6: gwfmodel", |
| 43 | + }, |
| 44 | + "variables": variables, |
| 45 | + } |
| 46 | + |
| 47 | + validate(nc_meta, TOML_DIR, grid_dims=[1, 1, 1]) |
| 48 | + |
| 49 | + |
| 50 | +def test_validate_model_mesh(): |
| 51 | + variables = [ |
| 52 | + { |
| 53 | + "param": "gwf/welg/aux", |
| 54 | + "attrs": { |
| 55 | + "modflow_input": "<GWF_NAME>/<WELG_NAME>/AUX", |
| 56 | + "modflow_iaux": 1, |
| 57 | + "layer": 1, |
| 58 | + }, |
| 59 | + "encodings": {"_FillValue": 3e30}, |
| 60 | + "shape": ["time", "z", "y", "x"], |
| 61 | + "varname": "welg_0_aux", |
| 62 | + "numeric_type": "f8", |
| 63 | + }, |
| 64 | + { |
| 65 | + "param": "gwf/welg/q", |
| 66 | + "attrs": {"modflow_input": "<GWF_NAME>/<WELG_NAME>/Q", "layer": 1}, |
| 67 | + "encodings": {"_FillValue": 3e30}, |
| 68 | + "shape": ["time", "z", "y", "x"], |
| 69 | + "varname": "welg_0_q", |
| 70 | + "numeric_type": "f8", |
| 71 | + }, |
| 72 | + ] |
| 73 | + nc_meta = { |
| 74 | + "attrs": { |
| 75 | + "modflow_grid": "structured", |
| 76 | + "modflow_model": "gwf6: gwfmodel", |
| 77 | + "mesh": "layered", |
| 78 | + }, |
| 79 | + "variables": variables, |
| 80 | + } |
| 81 | + |
| 82 | + validate(nc_meta, TOML_DIR, grid_dims=[1, 1]) |
| 83 | + |
| 84 | + |
| 85 | +def test_xarray_structured_mesh(): |
| 86 | + nc_cfg = ModelNetCDFConfig( |
| 87 | + name="twri", |
| 88 | + type="gwf", |
| 89 | + grid_type="structured", |
| 90 | + dims=[2, 4, 3, 2], # ["time", "z", "y", "x"] |
| 91 | + ) |
| 92 | + |
| 93 | + nc_cfg.packages.append(PkgNetCDFConfig("npf", "npf", params=["k", "k22"])) |
| 94 | + nc_cfg.packages.append(PkgNetCDFConfig("welg_0", "welg", params=["q"])) |
| 95 | + |
| 96 | + nc_input = NetCDFInput(TOML_DIR, nc_cfg) |
| 97 | + ds = nc_input.to_xarray() |
| 98 | + |
| 99 | + assert ds.attrs["modflow_grid"] == "structured" |
| 100 | + assert ds.attrs["modflow_model"] == "gwf: twri" |
| 101 | + assert "mesh" not in ds.attrs |
| 102 | + assert "npf_k" in ds |
| 103 | + assert "npf_k22" in ds |
| 104 | + assert "welg_0_q" in ds |
| 105 | + assert np.allclose(ds["npf_k"].values, FILLNA_FLOAT64) |
| 106 | + assert np.allclose(ds["npf_k22"].values, FILLNA_FLOAT64) |
| 107 | + assert np.allclose(ds["welg_0_q"].values, DNODATA) |
| 108 | + assert ds["npf_k"].dims == ("z", "y", "x") |
| 109 | + assert ds["npf_k22"].dims == ("z", "y", "x") |
| 110 | + assert ds["welg_0_q"].dims == ("time", "z", "y", "x") |
| 111 | + assert ds.dims["time"] == 2 |
| 112 | + assert ds.dims["z"] == 4 |
| 113 | + assert ds.dims["y"] == 3 |
| 114 | + assert ds.dims["x"] == 2 |
| 115 | + assert len(ds) == 3 |
| 116 | + |
| 117 | + nc_fpath = Path.cwd() / "twri.input.nc" |
| 118 | + ds.to_netcdf( |
| 119 | + nc_fpath, |
| 120 | + format="NETCDF4", |
| 121 | + engine="netcdf4", |
| 122 | + ) |
| 123 | + |
| 124 | + assert nc_fpath.is_file() |
| 125 | + |
| 126 | + |
| 127 | +def test_xarray_layered_mesh(): |
| 128 | + nc_cfg = ModelNetCDFConfig( |
| 129 | + name="twri", |
| 130 | + type="gwf", |
| 131 | + grid_type="structured", |
| 132 | + mesh_type="layered", |
| 133 | + dims=[2, 4, 6], # ["time", "z", "nmesh_face"] |
| 134 | + ) |
| 135 | + |
| 136 | + nc_cfg.packages.append(PkgNetCDFConfig("npf", "npf", params=["k", "k22"])) |
| 137 | + nc_cfg.packages.append(PkgNetCDFConfig("welg_0", "welg", params=["q"])) |
| 138 | + |
| 139 | + nc_input = NetCDFInput(TOML_DIR, nc_cfg) |
| 140 | + ds = nc_input.to_xarray() |
| 141 | + |
| 142 | + assert ds.attrs["modflow_grid"] == "structured" |
| 143 | + assert ds.attrs["modflow_model"] == "gwf: twri" |
| 144 | + assert ds.attrs["mesh"] == "layered" |
| 145 | + for k in range(4): |
| 146 | + layer = k + 1 |
| 147 | + assert f"npf_k_l{layer}" in ds |
| 148 | + assert f"npf_k22_l{layer}" in ds |
| 149 | + assert f"welg_0_q_l{layer}" in ds |
| 150 | + assert np.allclose(ds[f"npf_k_l{layer}"].values, FILLNA_FLOAT64) |
| 151 | + assert np.allclose(ds[f"npf_k22_l{layer}"].values, FILLNA_FLOAT64) |
| 152 | + assert np.allclose(ds[f"welg_0_q_l{layer}"].values, DNODATA) |
| 153 | + assert ds[f"npf_k_l{layer}"].dims == ("z", "nmesh_face") |
| 154 | + assert ds[f"npf_k22_l{layer}"].dims == ("z", "nmesh_face") |
| 155 | + assert ds[f"welg_0_q_l{layer}"].dims == ("time", "z", "nmesh_face") |
| 156 | + assert ds.dims["time"] == 2 |
| 157 | + assert ds.dims["z"] == 4 |
| 158 | + assert ds.dims["nmesh_face"] == 6 |
| 159 | + assert len(ds) == 12 |
| 160 | + |
| 161 | + nc_fpath = Path.cwd() / "twri.input.nc" |
| 162 | + ds.to_netcdf( |
| 163 | + nc_fpath, |
| 164 | + format="NETCDF4", |
| 165 | + engine="netcdf4", |
| 166 | + ) |
| 167 | + |
| 168 | + assert nc_fpath.is_file() |
| 169 | + |
| 170 | + |
| 171 | +def test_xarray_disv(): |
| 172 | + nc_cfg = ModelNetCDFConfig( |
| 173 | + name="twri", |
| 174 | + type="gwf", |
| 175 | + grid_type="vertex", |
| 176 | + mesh_type="layered", |
| 177 | + dims=[2, 4, 6], |
| 178 | + ) |
| 179 | + |
| 180 | + nc_cfg.packages.append(PkgNetCDFConfig("npf", "npf", params=["k", "k22"])) |
| 181 | + nc_cfg.packages.append(PkgNetCDFConfig("welg_0", "welg", params=["q"])) |
| 182 | + |
| 183 | + nc_input = NetCDFInput(TOML_DIR, nc_cfg) |
| 184 | + ds = nc_input.to_xarray() |
| 185 | + |
| 186 | + assert ds.attrs["modflow_grid"] == "vertex" |
| 187 | + assert ds.attrs["modflow_model"] == "gwf: twri" |
| 188 | + assert ds.attrs["mesh"] == "layered" |
| 189 | + for k in range(4): |
| 190 | + layer = k + 1 |
| 191 | + assert f"npf_k_l{layer}" in ds |
| 192 | + assert f"npf_k22_l{layer}" in ds |
| 193 | + assert f"welg_0_q_l{layer}" in ds |
| 194 | + assert np.allclose(ds[f"npf_k_l{layer}"].values, FILLNA_FLOAT64) |
| 195 | + assert np.allclose(ds[f"npf_k22_l{layer}"].values, FILLNA_FLOAT64) |
| 196 | + assert np.allclose(ds[f"welg_0_q_l{layer}"].values, DNODATA) |
| 197 | + assert ds[f"npf_k_l{layer}"].dims == ("z", "nmesh_face") |
| 198 | + assert ds[f"npf_k22_l{layer}"].dims == ("z", "nmesh_face") |
| 199 | + assert ds[f"welg_0_q_l{layer}"].dims == ("time", "z", "nmesh_face") |
| 200 | + assert ds.dims["time"] == 2 |
| 201 | + assert ds.dims["z"] == 4 |
| 202 | + assert ds.dims["nmesh_face"] == 6 |
| 203 | + assert len(ds) == 12 |
| 204 | + |
| 205 | + nc_fpath = Path.cwd() / "disv.input.nc" |
| 206 | + ds.to_netcdf( |
| 207 | + nc_fpath, |
| 208 | + format="NETCDF4", |
| 209 | + engine="netcdf4", |
| 210 | + ) |
| 211 | + |
| 212 | + assert nc_fpath.is_file() |
| 213 | + |
| 214 | + |
| 215 | +def test_xarray_disv_aux(): |
| 216 | + nc_cfg = ModelNetCDFConfig( |
| 217 | + name="twri", |
| 218 | + type="gwf", |
| 219 | + grid_type="vertex", |
| 220 | + mesh_type="layered", |
| 221 | + dims=[2, 4, 6], |
| 222 | + ) |
| 223 | + |
| 224 | + nc_cfg.packages.append(PkgNetCDFConfig("npf", "npf", params=["k", "k22"])) |
| 225 | + nc_cfg.packages.append( |
| 226 | + PkgNetCDFConfig( |
| 227 | + "welg_0", |
| 228 | + "welg", |
| 229 | + auxiliary=["concentration", "temperature"], |
| 230 | + params=["q", "aux"], |
| 231 | + ) |
| 232 | + ) |
| 233 | + |
| 234 | + nc_input = NetCDFInput(TOML_DIR, nc_cfg) |
| 235 | + ds = nc_input.to_xarray() |
| 236 | + |
| 237 | + assert ds.attrs["modflow_grid"] == "vertex" |
| 238 | + assert ds.attrs["modflow_model"] == "gwf: twri" |
| 239 | + assert ds.attrs["mesh"] == "layered" |
| 240 | + for k in range(4): |
| 241 | + layer = k + 1 |
| 242 | + assert f"npf_k_l{layer}" in ds |
| 243 | + assert f"npf_k22_l{layer}" in ds |
| 244 | + assert f"welg_0_q_l{layer}" in ds |
| 245 | + assert np.allclose(ds[f"npf_k_l{layer}"].values, FILLNA_FLOAT64) |
| 246 | + assert np.allclose(ds[f"npf_k22_l{layer}"].values, FILLNA_FLOAT64) |
| 247 | + assert np.allclose(ds[f"welg_0_q_l{layer}"].values, DNODATA) |
| 248 | + assert ds[f"npf_k_l{layer}"].dims == ("z", "nmesh_face") |
| 249 | + assert ds[f"npf_k22_l{layer}"].dims == ("z", "nmesh_face") |
| 250 | + assert ds[f"welg_0_q_l{layer}"].dims == ("time", "z", "nmesh_face") |
| 251 | + assert ds.dims["time"] == 2 |
| 252 | + assert ds.dims["z"] == 4 |
| 253 | + assert ds.dims["nmesh_face"] == 6 |
| 254 | + assert len(ds) == 20 |
| 255 | + |
| 256 | + nc_fpath = Path.cwd() / "disv_aux.input.nc" |
| 257 | + ds.to_netcdf( |
| 258 | + nc_fpath, |
| 259 | + format="NETCDF4", |
| 260 | + engine="netcdf4", |
| 261 | + ) |
| 262 | + |
| 263 | + assert nc_fpath.is_file() |
| 264 | + |
| 265 | + |
| 266 | +def test_xarray_disv_all_params(): |
| 267 | + nc_cfg = ModelNetCDFConfig( |
| 268 | + name="twri", |
| 269 | + type="gwf", |
| 270 | + grid_type="vertex", |
| 271 | + mesh_type="layered", |
| 272 | + dims=[2, 4, 6], |
| 273 | + ) |
| 274 | + |
| 275 | + nc_cfg.packages.append(PkgNetCDFConfig("npf", "npf")) |
| 276 | + nc_cfg.packages.append(PkgNetCDFConfig("welg_0", "welg")) |
| 277 | + |
| 278 | + nc_input = NetCDFInput(TOML_DIR, nc_cfg) |
| 279 | + ds = nc_input.to_xarray() |
| 280 | + |
| 281 | + assert ds.attrs["modflow_grid"] == "vertex" |
| 282 | + assert ds.attrs["modflow_model"] == "gwf: twri" |
| 283 | + assert ds.attrs["mesh"] == "layered" |
| 284 | + for k in range(4): |
| 285 | + layer = k + 1 |
| 286 | + assert f"npf_icelltype_l{layer}" in ds |
| 287 | + assert f"npf_k_l{layer}" in ds |
| 288 | + assert f"npf_k22_l{layer}" in ds |
| 289 | + assert f"npf_k33_l{layer}" in ds |
| 290 | + assert f"npf_angle1_l{layer}" in ds |
| 291 | + assert f"npf_angle2_l{layer}" in ds |
| 292 | + assert f"npf_angle3_l{layer}" in ds |
| 293 | + assert f"npf_wetdry_l{layer}" in ds |
| 294 | + assert f"welg_0_q_l{layer}" in ds |
| 295 | + assert np.allclose(ds[f"npf_icelltype_l{layer}"].values, FILLNA_INT32) |
| 296 | + assert np.allclose(ds[f"npf_k_l{layer}"].values, FILLNA_FLOAT64) |
| 297 | + assert np.allclose(ds[f"npf_k22_l{layer}"].values, FILLNA_FLOAT64) |
| 298 | + assert np.allclose(ds[f"npf_k33_l{layer}"].values, FILLNA_FLOAT64) |
| 299 | + assert np.allclose(ds[f"npf_angle1_l{layer}"].values, FILLNA_FLOAT64) |
| 300 | + assert np.allclose(ds[f"npf_angle2_l{layer}"].values, FILLNA_FLOAT64) |
| 301 | + assert np.allclose(ds[f"npf_angle3_l{layer}"].values, FILLNA_FLOAT64) |
| 302 | + assert np.allclose(ds[f"npf_wetdry_l{layer}"].values, FILLNA_FLOAT64) |
| 303 | + assert np.allclose(ds[f"welg_0_q_l{layer}"].values, DNODATA) |
| 304 | + assert ds[f"npf_icelltype_l{layer}"].dims == ("z", "nmesh_face") |
| 305 | + assert ds[f"npf_k_l{layer}"].dims == ("z", "nmesh_face") |
| 306 | + assert ds[f"npf_k22_l{layer}"].dims == ("z", "nmesh_face") |
| 307 | + assert ds[f"npf_k33_l{layer}"].dims == ("z", "nmesh_face") |
| 308 | + assert ds[f"npf_angle1_l{layer}"].dims == ("z", "nmesh_face") |
| 309 | + assert ds[f"npf_angle2_l{layer}"].dims == ("z", "nmesh_face") |
| 310 | + assert ds[f"npf_angle3_l{layer}"].dims == ("z", "nmesh_face") |
| 311 | + assert ds[f"npf_wetdry_l{layer}"].dims == ("z", "nmesh_face") |
| 312 | + assert ds[f"welg_0_q_l{layer}"].dims == ("time", "z", "nmesh_face") |
| 313 | + assert ds.dims["time"] == 2 |
| 314 | + assert ds.dims["z"] == 4 |
| 315 | + assert ds.dims["nmesh_face"] == 6 |
| 316 | + assert len(ds) == 36 |
| 317 | + |
| 318 | + nc_fpath = Path.cwd() / "disv_all.input.nc" |
| 319 | + ds.to_netcdf( |
| 320 | + nc_fpath, |
| 321 | + format="NETCDF4", |
| 322 | + engine="netcdf4", |
| 323 | + ) |
| 324 | + |
| 325 | + assert nc_fpath.is_file() |
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