UXARRAY
Support Wave Watch III unstructured grid format
Proposed new feature or change:
Hello UXARRAY community,
The Wave Watch III (WW3) model generates outputs on unstructured grids. Has the UXARRAY community previously worked with WW3 model outputs? If so, could you provide examples of loading and plotting these datasets?
For reference, here's an example WW3 output: RSCD_WW3-RSCD-UG_202301.nc
Thank you for your assistance. @mickaelaccensi @ardhuin @keewis
Hi @tinaok
Thank you for reaching out! We haven't previously worked with any WW3 model output before, however the dataset that you provided has enough information to create a triangular grid using UXarray.
import uxarray as ux
import xarray as xr
# load an xarray dataset since
xrds = xr.open_dataset(r"RSCD_WW3-RSCD-UG_202301.nc")
# face node connectivity (indices of the nodes that make up each face, zero-indexed)
face_node_connectivity = xrds.tri.data - 1
node_lon = xrds.longitude.data
node_lat = xrds.latitude.data
# create a minimal grid from corner nodes and face node connectivity
uxgrid = ux.Grid.from_topology(face_node_connectivity=face_node_connectivity, node_lon=node_lon, node_lat=node_lat)
Here's a plot of a region of the grid (1.0 degree bounding circle centered around -5 longitude 50 latitude)
import holoviews as hv
out = uxgrid.subset.bounding_circle((-5, 50), r=1.0).plot(backend='matplotlib', width=4000, height=4000, linewidth=1)
hv.save(out, filename='RSCD-UG.png')
All the data variables appear to be mapped to the corners of the triangles. I'll open up a PR for supporting this grid format and also for creating a UxDataset from all the data variables.
Would you be able to provide any reference visualizations or workflows that I can take a look at? I'd love to put together an example for UXarray.
Hi @philipc2 ,
Thanks for this great example ! I'll try to play with it asap. If you want to look how we do visualization, please look at : https://nbviewer.org/urls/gitlab.ifremer.fr/resourcecode/tools/exploratory-data-analysis/-/raw/branch/default/index.ipynb
Let me know if you need more information.
I'm not able to import uxarray in a fresh new micromamba env due to static TLS error. Do you have any clue ?
Thanks for your help
>>> import uxarray as ux
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "/home1/datawork/maccensi/micromamba/envs/env_xarray/lib/python3.12/site-packages/uxarray/__init__.py", line 1, in <module>
from .core.api import open_grid, open_dataset, open_mfdataset
File "/home1/datawork/maccensi/micromamba/envs/env_xarray/lib/python3.12/site-packages/uxarray/core/__init__.py", line 1, in <module>
from .api import open_grid, open_dataset, open_mfdataset
File "/home1/datawork/maccensi/micromamba/envs/env_xarray/lib/python3.12/site-packages/uxarray/core/api.py", line 9, in <module>
from uxarray.grid import Grid
File "/home1/datawork/maccensi/micromamba/envs/env_xarray/lib/python3.12/site-packages/uxarray/grid/__init__.py", line 1, in <module>
from .grid import Grid
File "/home1/datawork/maccensi/micromamba/envs/env_xarray/lib/python3.12/site-packages/uxarray/grid/grid.py", line 68, in <module>
from uxarray.grid.neighbors import (
File "/home1/datawork/maccensi/micromamba/envs/env_xarray/lib/python3.12/site-packages/uxarray/grid/neighbors.py", line 8, in <module>
from sklearn.neighbors import BallTree as SKBallTree
File "/home1/datawork/maccensi/micromamba/envs/env_xarray/lib/python3.12/site-packages/sklearn/__init__.py", line 85, in <module>
from .utils._show_versions import show_versions
File "/home1/datawork/maccensi/micromamba/envs/env_xarray/lib/python3.12/site-packages/sklearn/utils/_show_versions.py", line 15, in <module>
from ._openmp_helpers import _openmp_parallelism_enabled
ImportError: dlopen: cannot load any more object with static TLS
I'm not able to import uxarray in a fresh new micromamba env due to static TLS error. Do you have any clue ?
Thanks for your help
>>> import uxarray as ux Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/home1/datawork/maccensi/micromamba/envs/env_xarray/lib/python3.12/site-packages/uxarray/__init__.py", line 1, in <module> from .core.api import open_grid, open_dataset, open_mfdataset File "/home1/datawork/maccensi/micromamba/envs/env_xarray/lib/python3.12/site-packages/uxarray/core/__init__.py", line 1, in <module> from .api import open_grid, open_dataset, open_mfdataset File "/home1/datawork/maccensi/micromamba/envs/env_xarray/lib/python3.12/site-packages/uxarray/core/api.py", line 9, in <module> from uxarray.grid import Grid File "/home1/datawork/maccensi/micromamba/envs/env_xarray/lib/python3.12/site-packages/uxarray/grid/__init__.py", line 1, in <module> from .grid import Grid File "/home1/datawork/maccensi/micromamba/envs/env_xarray/lib/python3.12/site-packages/uxarray/grid/grid.py", line 68, in <module> from uxarray.grid.neighbors import ( File "/home1/datawork/maccensi/micromamba/envs/env_xarray/lib/python3.12/site-packages/uxarray/grid/neighbors.py", line 8, in <module> from sklearn.neighbors import BallTree as SKBallTree File "/home1/datawork/maccensi/micromamba/envs/env_xarray/lib/python3.12/site-packages/sklearn/__init__.py", line 85, in <module> from .utils._show_versions import show_versions File "/home1/datawork/maccensi/micromamba/envs/env_xarray/lib/python3.12/site-packages/sklearn/utils/_show_versions.py", line 15, in <module> from ._openmp_helpers import _openmp_parallelism_enabled ImportError: dlopen: cannot load any more object with static TLS
Can you show me the versions of all of your packages? conda list or mamba list should work.
Hi @mickaelaccensi , I tried on pangeo-eosc cloud, https://pangeo-data.github.io/pangeo-eosc/ just with pip install uxarray on pangeo enviroment it works.
( If we can expose your file in virtual zarr, it should go faster. )
If you are using datarmor, I think RIC put pangeo enviroment, so if it up to date, you just need to do pip install xarray.